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[Перевод] Как IT-компании измеряют реальную пользу от ИИ в разработке?

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ИИ-инструменты для разработки захватили IT-индустрию: по данным опроса The Pragmatic Engineer за 2025 год, 85% разработчиков пользуются ими в работе. Вот только токены стоят денег, причем немалых, а бюджеты на ИИ растут. Возникает закономерный вопрос: а оно вообще того стоит?

Чтобы это выяснить, я обратился к Лоре Тачо. DX — компания, где она работает техническим директором — как раз специализируется на измерении эффективности разработки. Несколько лет назад Лора уже выпускала исследование на эту тему.

О чем поговорим в статье:

  1. Как 18 технологических компаний измеряют влияние ИИ? Реальные метрики Google, GitHub, Microsoft, Dropbox, Monzo и других компаний.

  2. Актуальность традиционных метрик. Почему привычные «базовые» способы оценки эффективности разработки продолжают работать в эпоху ИИ, и как их сочетать со специфичными показателями вроде индекса удовлетворенности пользователей (CSAT).

  3. Как работать с метриками по-умному? Разбираем, зачем дробить показатели по уровню использования ИИ, как отслеживать их в динамике и почему к измерениям стоит относиться как к эксперименту.

  4. Контроль качества, поддерживаемости и опыта разработчиков. Какие метрики уравновешивают друг друга и помогают не потерять качество в погоне за скоростью. Почему стоит одновременно смотреть на процент неудачных изменений и пропускную способность по PR.

  5. Необычные метрики и интересные находки. «Плохие дни разработчика» у Microsoft, как Glassdoor оценивает результаты экспериментов с ИИ, и почему скоро все будут отслеживать эффективность автономных ИИ-агентов.

  6. Как измерять влияние ИИ на практике? Обзор фреймворка DX AI и три способа получения данных: системная телеметрия, регулярные опросы и точечные опросы в моменте работы.

  7. Опыт Monzo: что делать, когда вендоры прячут данные. Почему получить нормальные данные так сложно, в каких задачах ИИ работает особенно хорошо, и как качественные ИИ-инструменты помогают в борьбе за таланты.

А теперь передаю слово Лоре.

Откройте LinkedIn — и через 30 секунд вы непременно наткнетесь на пост о том, как ИИ меняет разработку ПО в компаниях. Новостные ленты пестрят заголовками: компании (в основном американские технологические гиганты) якобы выкатывают в продакшен тонны кода, сгенерированного ИИ — 25% кода у Google, 30% у Microsoft. А некоторые основатели стартапов уже вовсю заявляют, что ИИ может заменить junior-разработчиков. С другой стороны, исследования вроде недавней работы METR о влиянии ИИ на задачи в open source проектах показывают: ИИ искажает наше восприятие времени и фактически замедляет работу — даже когда нам кажется, что прогресс пошел значительно быстрее.

Когда речь заходит о влиянии ИИ, заголовки удивительно однобоки. ИИ пишет много кода и экономит время — или не экономит. А между тем мы летим навстречу самой грандиозной куче техдолга в истории человечества.

Меня не перестает удивлять, почему индустрия снова зациклилась на количестве строк кода (lines of code, LOC)? С чего вдруг именно эта метрика попадает во все заголовки? А как же качество, инновации, время выхода на рынок, надежность? Мы давным-давно договорились, что LOC — плохой показатель продуктивности разработчиков. Но его легко измерить, и в отсутствие внятной альтернативы он становится самым очевидным выбором. К тому же из этого выходят отличные заголовки.

Сейчас многие руководители отделов разработки принимают серьезные решения по ИИ-инструментам, толком не понимая, что работает, а что нет. В исследовании LeadDev 2025 AI Impact Report среди 880 руководителей 60% респондентов назвали отсутствие четких метрик главной проблемой при внедрении ИИ.

Мой собственный опыт это подтверждает. Каждую неделю я разговариваю с десятками руководителей, на которых давят ожиданиями результатов как в тех самых заголовках, но при этом боссы и советы директоров уперлись в метрику LOC и не желают смотреть глубже. Существует разрыв между тем, что руководителям нужно знать на самом деле, и тем, что измеряется и обсуждается, — и этот разрыв только растет с появлением новых инструментов и возможностей.

Устранять этот разрыв в измерениях — моя работа. Инструментами для разработчиков я занимаюсь больше десяти лет, а с 2021 года помогаю компаниям разобраться, как повысить продуктивность их команд. Два года назад я присоединилась к DX в качестве CTO — и теперь помогаю компаниям улучшить опыт разработчиков, повысить эффективность инженерных процессов и понять влияние ИИ.

В начале года мы с коллегами выпустили AI Measurement Framework — рекомендованный набор метрик для оценки внедрения и влияния ИИ в командах разработки. В его основе — тщательные полевые исследования и анализ данных от более чем 400 компаний, которые уже внедрили ИИ-инструменты и пытаются измерить их эффективность.

Сегодня заглянем в детали такой работы и поговорим о том, как 18 ведущих игроков рынка измеряют эффект от ИИ на практике. В статье:

  • Реальные метрики, которые используют Google, GitHub, Microsoft и другие.

  • Как компании применяют эти метрики для понимания, что работает, а над чем ещё предстоит поработать.

  • Как вы можете измерить влияние ИИ у себя.

  • Что вообще представляют из себя метрики влияния ИИ и как их применять.

1. Как 18 ведущих компаний измеряют влияние ИИ

Для начала небольшой обзор реальных метрик, используемых компаниями для измерения влияния ИИ. Среди них GitHub, Google, Dropbox, Microsoft, Monzo, Atlassian, Adyen, Booking.com и Grammarly:

Метрики, которыми топовые технологические компании измеряют влияние ИИ-инструментов на разработчиков: часть 1
Метрики, которыми топовые технологические компании измеряют влияние ИИ-инструментов на разработчиков: часть 1
Метрики, которыми топовые технологические компании измеряют влияние ИИ-инструментов на разработчиков: часть 2
Метрики, которыми топовые технологические компании измеряют влияние ИИ-инструментов на разработчиков: часть 2

Из этих подходов можно многое почерпнуть — причем интересны и схожие моменты, и различия. Давайте разбираться.

2. Почему традиционные метрики сохраняют актуальность

Использование ИИ для написания кода не меняет фундаментальных принципов того, что делает хорошее ПО хорошим и что важно для бизнеса. Софт по-прежнему должен быть качественным, простым в поддержке и выходить без задержек.

Поэтому многие метрики из списка выше выглядят точно так же, как и в доИИшную эру: процент неудачных изменений, время цикла пулл-реквестов (PR), пропускная способность по PR, опыт разработчиков.

Изобретать велосипед не нужно. Вместо этого сосредоточьтесь на базовых и постоянных приоритетах. Помогает ли ИИ вашей организации улучшить эти конкретные показатели?

Суровая правда в том, что если компания не может четко сформулировать, что важно для эффективности инженерной команды и продуктивности разработчиков, измерить влияние ИИ практически невозможно — дальше поверхностных метрик вроде LOC или acceptance rate дело не продвинется. Все упомянутые выше компании начали именно с этого — выстроили комплексную систему оценки, и только после этого смогли адекватно оценить эффект от ИИ-инструментов.

Но хоть начинать с нуля и не стоит, новые, целевые метрики всё же нужны, чтобы точно понимать, как именно используется ИИ. Где его применяют и в каком объеме — от этого зависят решения по бюджетам, развертыванию инструментов и обучению, а также вопросы SRE, безопасности, управления и комплаенса.

Базовые метрики, которые измерялись и до появления ИИ, помогают понять, в правильном ли направлении вы движетесь
Базовые метрики, которые измерялись и до появления ИИ, помогают понять, в правильном ли направлении вы движетесь

ИИ-метрики показывают:

  • сколько разработчиков и каких именно специализаций переходят на ИИ-инструменты;

  • какой объем и характер задач выполняется с использованием ИИ;

  • сколько это стоит.

Базовые инженерные метрики показывают:

  • стали ли команды выпускать релизы быстрее;

  • растут или падают качество и надежность;

  • не ухудшается ли поддерживаемость кода;

  • упрощают ли ИИ-инструменты рабочий процесс разработчиков.

Хороший пример комбинации привычных метрик с новыми, специфичными для ИИ — Dropbox. У них 90% разработчиков регулярно (как минимум раз в неделю) пользуются ИИ-инструментами, что очень много по сравнению со средним показателем в районе 50% по индустрии.

Dropbox вышел на такой уровень внедрения не благодаря энтузиазму отдельных специалистов. Они пошли структурным путем на уровне всей организации и с самого начала заложили в процесс качественные метрики.

Что отслеживает Dropbox в отношении ИИ:

  • число активных пользователей в день/неделю (DAU/WAU);

  • индекс удовлетворенности ИИ-инструментами (CSAT);

  • экономию времени в расчете на одного разработчика;

  • затраты на ИИ.

Эти показатели дают полную картину того, кто именно использует ИИ, как они это делают, действительно ли экономится время и во что всё это обходится. А когда поверх этого накладывается фреймворк Core 4 (который в Dropbox используют для отслеживания ключевых инженерных метрик), становится видно, как внедрение ИИ влияет на разработку в более широком масштабе. В частности, они смотрят на:

  • процент неудачных изменений (Change Failure Rate);

  • пропускную способность по PR (PR throughput).

Сами по себе 90% внедрения — просто красивая цифра. Но в Dropbox видят реальную пользу: разработчики, которые регулярно используют ИИ, мержат на 20% больше pull request'ов в неделю, при этом снижая процент неудачных изменений. Смотреть на все эти метрики вместе критически важно — иначе легко зациклиться на чем-то одном вроде процента внедрения и упустить суть.

3. Детализация метрик по уровню использования ИИ

Чтобы лучше понять, как ИИ меняет труд разработчиков, Dropbox и другие компании, с которыми я общалась, анализируют свои метрики несколькими способами, например:

  • cравнивают тех, кто пользуется ИИ, с теми, кто не пользуется;

  • cравнивают базовые инженерные метрики до и после внедрения ИИ-инструментов;

  • cледят за одной и той же группой пользователей по мере того, как они осваивают ИИ, и фиксируют изменения (когортный анализ).

Отслеживание базовых метрик и сравнение пользователей ИИ с остальными. Источник: пример дашборда DX
Отслеживание базовых метрик и сравнение пользователей ИИ с остальными. Источник: пример дашборда DX

Многие компании крутят данные так и эдак, чтобы разглядеть скрытые закономерности. Смотрят на роль, стаж, регион, основной язык программирования — и получают ответы на более конкретные вопросы. Например, видят интересные паттерны: junior-разработчики затапливают репозиторий PR, а senior-разработчики, напротив, застревают, потому что тратят больше времени на ревью этих самых PR. Такой детальный анализ помогает найти группы разработчиков, которым нужно дополнительное обучение, или, наоборот, обнаружить области, где ИИ работает особенно хорошо, и масштабировать эти сценарии на всю компанию.

Именно так в Webflow смогли вычислить группу, которой ИИ-инструменты экономят больше всего времени — ей оказались разработчики со стажем в компании более трех лет. Webflow использует Cursor и Augment Code и, как и Dropbox, отмечает примерно 20%-ый прирост в пропускной способности по PR у тех, кто пользуется ИИ.

Хотите проводить точные сравнения? Начните с надежной базы

Я уже говорила, что если у компании бардак с метриками продуктивности, то измерить влияние ИИ будет практически нереально. И это не просто слова: во-первых, они не знают, на какие сигналы смотреть, а во-вторых, у них просто нет данных для сравнения.

Если у вас до сих пор нет адекватной базы — сейчас самое время её собрать. Чтобы быстро начать, можно использовать фреймворк Core 4 (его применяют Dropbox, Adyen, Booking.com и другие) — вот шаблон и инструкции. Вдобавок к периодическим опросам можно подключить данные из ваших систем и точечные опросы в моменте — о них поговорим позже.

Не могу также не подчеркнуть, насколько важно относиться к измерениям как к эксперименту. Все компании, с которыми я общалась для этой статьи, объединяет одно: они используют данные, чтобы проверять гипотезы о том, как ИИ влияет на разработку. Часто они начинают с конкретной цели и двигаются от нее — не ждут, что цифры сами волшебным образом откроют какую-то истину об ИИ или подскажут, что делать дальше.

И помните: разовые замеры не дадут вам почти ничего. Тренды и закономерности проявляются только при отслеживании в динамике.

4. Качество, поддерживаемость и опыт разработчиков: держим руку на пульсе

Иногда мне не дает покоя одна мысль: разработка с помощью ИИ — это совсем свежая история. У нас нет данных за годы наблюдений, которые бы четко показали, что в долгосрочной перспективе никаких рисков для поддерживаемости или качества кода нет. И руководители, и разработчики озабочены одним и тем же вопросом: как не обменять краткосрочный прирост скорости на долгосрочные проблемы вроде техдолга.

Во избежание этого рекомендую отслеживать метрики, которые уравновешивают друг друга. Обратите внимание, практически все компании отслеживают процент неудачных изменений (Change Failure Rate) вместе с показателями скорости — например, пропускной способностью по PR. Эти метрики помогают держать баланс: если скорость растет, а качество падает — что-то пошло не так.

Помимо процента неудачных изменений, рекомендую следить и за другими показателями, чтобы не упускать из виду качество и поддерживаемость. Что измеряют некоторые компании:

  • Уверенность в изменениях (Change confidence) — насколько разработчик уверен, что его изменения не сломают продакшен.

  • Поддерживаемость кода (Code maintainability) — насколько легко понимать и модифицировать код.

  • Восприятие качества (Perception of quality) — как сами разработчики оценивают качество кода и принятых в команде практик.

Чтобы картинка была полной, вам нужны и «железные» системные метрики, и субъективные данные от разработчиков. Только так можно охватить и скорость, и качество, и поддерживаемость. Пропускную способность по PR или частоту деплоев легко посчитать, вытащив данные из систем контроля версий и сборки. А вот «уверенность в изменениях» или простоту поддержки кода из логов не достанешь — об этом можно узнать, только спросив самих людей. Это критически важно, если не хотите столкнуться с отложенными последствиями внедрения ИИ.

Если эти темы ещё не всплывают на обсуждениях ИИ в команде — внесите их в повестку. Пусть даже это будет неформальный фидбэк, он даст бесценное понимание того, что волнует людей. На основе этого можно вместе обсуждать варианты решений и смотреть, как ситуация меняется со временем.

Но чтобы отследить четкую связь между использованием ИИ и изменениями в качестве и поддерживаемости, нужны более структурированные данные. Регулярные опросы об опыте разработчиков — отличный инструмент для этого.

Вот пример пары вопросов, которые помогут оценить уверенность в изменениях и поддерживаемость кода:

Два примера вопросов из опросника для отслеживания уверенности в изменениях и поддерживаемости кода
Два примера вопросов из опросника для отслеживания уверенности в изменениях и поддерживаемости кода

В целом, опыт разработчиков (DevEx) — ещё одна важная метрика, которая не дает перегнуть палку в погоне за скоростью в ущерб качеству. Правда, у самого понятия DevEx есть небольшая проблема в позиционировании: его легко принять за «корпоративные плюшки», тогда как на самом деле речь об устранении препятствий в процессе разработки — от планирования и написания кода до тестирования, релиза и поддержки в продакшене.

С ИИ-инструментами есть риск в том, что, упрощая жизнь на одном этапе (например, написание кода), мы рискуем усложнить её на другом — скажем, на этапе код-ревью, разбора инцидентов или дальнейшей поддержки.

Примеры факторов, влияющих на DevEx из «Индекса опыта разработчиков» — один из способов комплексной оценки этого показателя
Примеры факторов, влияющих на DevEx из «Индекса опыта разработчиков» — один из способов комплексной оценки этого показателя

Шелли Стюарт, директор по разработке в CircleCI, рассказывает, почему опыт разработчиков и их удовлетворенность так важны в контексте ИИ:

«Опыт разработчиков — это про субъективные впечатления, которые стоят за сухими цифрами. Метрики вроде пропускной способности по PR показывают, что происходит, а вот удовлетворенность разработчиков — можно ли так работать вдолгую.

Мы знаем, что внедрение ИИ-инструментов поначалу может бесить людей. Но отслеживая опыт разработчиков параллельно с бизнес-показателями, мы можем отличить временные неудобства от долгосрочной пользы. Если не будем измерять удовлетворенность, упустим из виду ключевой момент: наши инвестиции в ИИ улучшают культуру разработки или, наоборот, порождают новые проблемы, с которыми придется бороться?».

Если разработчикам не нравится инструмент, грош цена его выдающимся техническим возможностям. Три четверти компаний, упомянутых в статье, измеряют удовлетворенность разработчиков или CSAT. И это верный знак того, что фокус смещается с голой скорости на выстраивание здоровых и долгосрочных инженерных практик, которые упрощают ежедневную работу, а не усложняют её.

5. Необычные метрики и интересные находки

На самом деле, все эти метрики таят немало интересного. Хотя в целом индустрия сошлась на том, чтобы измерять экономию времени, качество и скорость, но я люблю разбирать исключения — тех, кто идет своим путем — через них видно, чем компании отличаются друг от друга и что упускают стандартные метрики.

В Microsoft, например, для оценки влияния ИИ используют концепцию «плохого дня разработчика» (Bad Developer Day, BDD). Это взгляд на всю ежедневную рутину и тягомотину в работе в режиме реального времени — в отличие от опросов, которые показывают картину с опозданием. Идея в том, что ИИ должен уменьшать количество «плохих дней» и делать их проще. Если это так, значит, он действительно убирает препятствия, а не создает новые.

Итак, что может испортить день разработчику?

  • Время на разбор инцидентов и решение срочных вопросов с комплаенсом.

  • Бесконечные совещания и почта с постоянным переключением между разными темами.

  • Возня с тасками в трекере.

В Microsoft берут эти «негативные» факторы и взвешивают их на одних весах с «позитивными» — активностью по PR, которая косвенно говорит о времени, потраченном на написание кода. Логика простая: день может включать выматывающие или малоценные задачи, но если разработчику всё же удалось нормально написать код и запушить изменения, чаша весов склоняется в сторону хорошего дня.

А вот в Glassdoor пошли другим путем и измеряют, как ИИ влияет на эксперименты. Они отслеживают количество A/B-тестов в месяц, чтобы понять, помогает ли ИИ разработчикам быстрее пробовать новое. ИИ — мощнейший инструмент для прототипирования, поэтому очень интересно видеть такую метрику в качестве ключевого показателя. Кроме того, в Glassdoor отлично работают с комьюнити, превращая самых активных пользователей в «амбассадоров» ИИ внутри компании.

Они также используют редкую метрику — «процент отработанной мощности» (percentage capacity worked). Она сравнивает общий потенциал инструмента с его фактическим использованием. Это помогает вовремя заметить, когда инструмент или его внедрение уперлись в потолок — верный сигнал, что пора перераспределить бюджет на что-то помощнее.

Acceptance rate в наши дни измеряют редко. Когда-то процент принятых подсказок от ИИ был главной метрикой, сейчас же она стремительно теряет популярность из-за своей однобокости. Всё дело в том, что она смотрит только на момент, когда подсказка принята, и совершенно упускает из виду:

  • А легко ли будет поддерживать этот код?

  • А не откатили ли это изменение через пару коммитов?

  • А не притащила ли эта подсказка с собой баги?

  • И, наконец, стал ли разработчик в целом продуктивнее?

Так что многие компании уже не считают acceptance rate ключевым показателем. Но есть исключения:

  • GitHub создает свой собственный ИИ-инструмент (Copilot), и эта метрика помогает им понимать, как люди им пользуются, и принимать продуктовые решения.

  • T-Mobile используют её как индикатор того, сколько ИИ-кода добирается до продакшена — а это для многих задачка со звездочкой.

  • Atlassian и некоторые другие компании смотрят на нее как на косвенный показатель того, насколько разработчики довольны инструментом, и действительно ли он предлагает вменяемый код.

Расходы на ИИ-инструменты пока мало кто измеряет, но это, скорее всего, вопрос времени. Сегодня большинство организаций не хотят отпугивать разработчиков от использования ИИ явным подсчетом трат. Но есть и те, кто идет от обратного, как Shopify. Они завели «доску почета» по ИИ, чтобы видеть, кто тратит больше всего токенов, и открыто поощряют такие эксперименты.

Тем не менее, компаниям нужно быть уверенными, что их инвестиции в ИИ окупаются, а бюджеты тратятся не зря. Согласно отчету ICONIQ «Состояние ИИ в 2025 году», бюджеты на повышение внутренней продуктивности с помощью ИИ в этом году, по прогнозам, удвоятся по сравнению с 2024-м. Львиная доля этих денег идет из бюджетов на R&D, но некоторые компании уже перераспределяют бюджеты, заложенные на наем. Проще говоря, некоторые компании планируют нанимать меньше, чтобы больше тратить на ИИ-инструменты.

Цены уже поползли вверх (про $20 в месяц можно забыть), и компании пытаются спрогнозировать свои расходы на следующий год с учетом потребления токенов и появления новых инструментов. Всё это ведет к тому, что на цены смотрят всё внимательнее, а значит, и к измерениям подходят строже.

Телеметрию ИИ-агентов пока что не измеряют — но, вероятно, это изменится в ближайший год. Специфических метрик для агентов тоже пока нет. Сейчас команды просто не готовы к такому уровню детализации, да и самих данных для анализа пока мало. Но автономные агенты будут набирать популярность в ближайшие 12–18 месяцев. Так что это как раз та область, где метрики точно изменятся, чтобы отражать реальное положение дел.

За пределами написания кода, в целом, почти ничего не измеряется. Сейчас смотрят в основном на то, как ИИ помогает кодить, и всё. По прогнозам, 2026-й станет годом ИИ во всем жизненном цикле разработки ПО (SDLC), и метрикам придется догонять реальность. Понятно, что конкретные задачи, вроде код-ревью или сканирования уязвимостей, легко охватить телеметрией. А вот там, где результат более абстрактный, всё сложнее — не всегда можно провести прямую линию от действия к эффекту.

Даже сейчас многие компании измеряют только работу ИИ-ассистентов в IDE или терминале. А то, что разработчик провел мозговой штурм с ChatGPT или разобрал с помощью ИИ тысячи тикетов в Jira, в графу «сэкономленное время» часто не попадает. Думаю, что в части опросов (из серии «сколько времени вы сэкономили на этой неделе благодаря ИИ?») область измерений будет только расширяться, чтобы угнаться за всем разнообразием новых инструментов.

6. Так как же измерять влияние ИИ?

Какие выводы можно сделать из всего этого и что перенять к себе в компанию?

Пару месяцев назад мы с Аби Нодой (соавтором DevEx Framework) выпустили AI Measurement Framework. Мы плотно работали с некоторыми из компаний, упомянутых в этой статье, и с головой погрузились в их проблемы с измерениями. Можно сказать, наблюдали за всем из первого ряда: видели, какие решения им приходилось принимать на основе данных, и отмечали, что работает, а что нет. Мы также привлекли других исследователей, чтобы учесть в наших рекомендациях опыт последних десяти лет в изучении продуктивности разработчиков.

AI Measurement Framework — список рекомендуемых метрик для измерения влияния ИИ. Звездочкой отмечены метрики для автономных ИИ-агентов
AI Measurement Framework — список рекомендуемых метрик для измерения влияния ИИ. Звездочкой отмечены метрики для автономных ИИ-агентов

Данный фреймворк — это коктейль из специфических ИИ-метрик и ключевых инженерных показателей. Он показывает, где и как в вашей компании используется ИИ, а главное — какое влияние это оказывает на общую производительность и опыт разработчиков. Здесь есть все: и скорость, и качество, и поддерживаемость. Как и в любом фреймворке, все метрики нужно смотреть в связке — ни одна сама по себе не даст полной картины. Особенно пресловутый процент сгенерированного ИИ кода.

Фреймворк отвечает на вопрос «что измерять», остается разобраться с «как?».

Чтобы картинка была полной, вам нужны и цифры, и «живые» данные от людей. С продуктивностью разработчиков так делают давно, с ИИ всё точно так же. Посмотрите на компании из этой статьи: все они комбинируют системные метрики (пропускная способность по PR, DAU/WAU) с данными из опросов (CSAT, сэкономленное время).

Собрать эти данные можно несколькими способами:

  • Системные данные (количественные). У большинства ИИ-инструментов есть админские API для отслеживания использования, расходов, потребления токенов и процента принятых подсказок. К ним можно подтянуть и системные метрики из вашего стека разработки — GitHub, Jira, CI/CD-пайплайнов, систем сборки и управления инцидентами.

  • Регулярные опросы (качественные). Регулярные (например, ежеквартальные) опросы помогают отследить долгосрочные тренды в опыте разработчиков, которые никогда не увидишь в сухих системных данных. Опросы — это не только про субъективщину вроде удовлетворенности, уверенности в изменениях или поддерживаемости кода, которые невозможно вытащить из системных логов. Через опросы можно собирать и количественные данные: пропускную способность по PR, процент сбоев и долю PR, сделанных с помощью ИИ. Это отличный способ получить данные там, где телеметрия недоступна или её сбор нецелесообразен.

  • Точечные опросы в моменте (качественные). Этот метод про сбор фидбэка прямо в процессе работы — короткие вопросы в ключевых точках. Например, после отправки PR можно быстро спросить, использовался ли ИИ при написании кода, и показался ли сгенерированный код проще или сложнее для понимания.

Проще всего начать с регулярных опросов. Они быстро дадут вам микс из данных и о рабочем процессе, и о его восприятии, что никогда не достанешь просто из системных логов. Запустить опрос и получить первые данные можно за неделю-две, и их детальности обычно хватает для принятия большинства решений. Помните: чем точнее измерение, тем оно дороже. Когда вешаешь шторы, погрешность в миллиметр не страшна. Совсем другое дело — когда строишь ракету. Большинство наших решений как руководителей — это как раз про «повесить шторы», а не «построить ракету». Нам достаточно разумной степени точности для движения в верном направлении.

Со временем можно подключать и другие источники данных. Комбинируя разные методы, вы сможете перепроверять выводы из нескольких источников. Например, можно спрашивать разработчиков, как они оценивают качество, и одновременно следить за процентом сбоев и количеством инцидентов.

Определения и методы расчета для распространенных ИИ-метрик

Чтобы применить эти идеи у себя, пользуйтесь этим глоссарием распространенных ИИ-метрик — он поможет понять, как определить и собрать данные. Полный глоссарий по метрикам ИИ и продуктивности разработчиков ниже:

ИИ-метрики и метрики продуктивности разработчиков, часть 1
ИИ-метрики и метрики продуктивности разработчиков, часть 1
ИИ-метрики и метрики продуктивности разработчиков, часть 2
ИИ-метрики и метрики продуктивности разработчиков, часть 2

Как применить эти идеи у себя

У компаний, с которыми я общалась для этой статьи, нет универсальных рецептов по стратегии внедрения ИИ. Но у них выстроена система, которая дает достаточно данных, чтобы вовремя заметить, что что-то пошло не так.

И помните: мы не гонимся за высоким процентом внедрения и какой-то одной красивой цифрой. Наша цель — понять, помогает ли ИИ делать качественный софт, который решает проблемы клиентов, и делать его быстрее. Метрики нужны, чтобы понять, где, как и почему ИИ помогает (или не помогает) достичь этих целей. И на основе этого либо дальше давить на газ, либо менять курс.

Задумайтесь о своей стратегии измерений. Можете ли вы ответить на вопрос:

«Помогает ли ИИ нам стать лучше в том, что и так всегда было важно: качество, скорость выхода на рынок и беспроблемный опыт разработчиков?»

Если ответ «пока нет», вот несколько тем, которые стоит поднять на следующей встрече с руководством:

  • У нас вообще есть четкое определение, что такое «эффективная работа отдела разработки»?

  • Есть ли у нас данные о том, как мы работали до ИИ? Если нет, как нам быстро получить исходные показатели?

  • Мы не путаем активность вокруг ИИ с его реальным влиянием?

  • Сбалансированы ли наши метрики? Учитывают ли они и скорость, и качество, и поддерживаемость?

  • Видим ли мы, как ИИ-инструменты влияют на опыт разработчиков?

  • Комплексный ли у нас подход к измерениям? Мы смотрим и на системные данные, и на данные от самих разработчиков?

7. Опыт Monzo: как они измеряют влияние ИИ

Чтобы перейти от общих рассуждений к практике, мы с Лорой поговорили с командой инновационного банка Monzo Bank — одного из заметных игроков с развитой инженерной средой и прагматичным подходом к внедрению ИИ.

Сухаил Патель, руководитель платформенных команд в Monzo, рассказал, как в их компании оценивают пользу ИИ-инструментов для разработчиков.

— С каких ИИ-инструментов вы начинали?

— Первым был GitHub Copilot. Уверен, что так у большинства компаний, и всё благодаря гениальному ходу GitHub: Copilot не продавали как отдельный продукт, он просто незаметно появился в VS Code. С нами связался их менеджер и просто проинформировал, что Copilot теперь часть нашей корпоративной лицензии. Посоветовали попробовать и подключить всех разработчиков.

Это был первый раз, когда наши разработчики смогли по-настоящему погонять технологию в боевых условиях: попробовать режим агента, пообщаться с чатами, оценить умный автокомплит. Именно тогда пришло первое понимание, какой у этих инструментов потенциал.

С тех пор мы попробовали и Cursor, и Windsurf, и Claude Code, но по-прежнему вкладываемся и в Copilot.

— Какой совет дадите руководителям разработки по оценке ИИ-инструментов?

— Мы считаем так: не быть в курсе этого стремительно меняющегося ландшафта инструментов — значит играть вслепую. Можно было бы сидеть на одном Copilot, но новинки появляются постоянно! И пока не попробуешь сам, все твои представления о них — не более чем догадки.

Мой главный совет — получайте собственный, практический опыт. Пусть ваши инженеры каждый день работают с этими инструментами, пишут с ними свой код, создают свои файлы agents.md. Только в реальной работе станет ясно, на что способен инструмент. Ему нужно дать максимум контекста, чтобы он раскрыл свой потенциал.

И ещё важный момент: объективно оценить эти инструменты сложно. Нужно быть готовым к тому, что часть оценки всегда будет субъективной. Цифры, которые мы измеряем «объективно» — это статистика использования и локальные тесты производительности. А далее мы уже проводим кучу DX-опросов, чтобы понять реальное мнение разработчиков касательно всех используемых инструментов».

— Как понять, что ИИ-инструменты реально работают и окупаются?

— Вопрос на миллион долларов. Соврал бы, если бы сказал, что у нас есть единственно верный ответ. Сейчас многое завязано на субъективных ощущениях. Если разработчики чувствуют, что инструмент приносит им пользу — на данном этапе этого уже достаточно!

Ведь ИИ помогает не только писать код. Наши разработчики говорят, что инструменты здорово выручают, когда нужно:

  • быстро и просто найти нужную документацию;

  • сделать короткую выжимку из текста;

  • лучше разобраться в коде.

... и в целом, просто снижают когнитивную нагрузку, если подобрать правильный инструмент.

Мы работаем на очень конкурентном рынке, и наши разработчики должны иметь доступ к лучшим инструментам. Если мы не дадим им то, чем пользуются в других стартапах, они просто разочаруются в компании и уйдут.

— Почему так сложно измерить реальную пользу от ИИ? Какие метрики вы используете?

— Честно говоря, измерить, насколько эти инструменты помогают бизнесу — адски сложно. Например, как нам понять, что мы стали на 30% эффективнее именно благодаря коду, который сгенерировал ИИ? Если на то, чтобы «допилить» и исправить этот код, уходит столько же времени, сколько на написание с нуля, то мы не продвинулись ни на шаг!

Проблема в том, что вендоры — будь то Microsoft, Google или кто-то ещё — измеряют то, что могут, и выдают вам эти цифры. А измерять они могут только косвенные показатели вроде acceptance rate. Большинство компаний, и мы в их числе, пока просто не готовы к тому, чтобы точно измерить влияние ИИ на бизнес.

Конечно, в теории можно было бы провести A/B тест: одна команда с ИИ, другая — без. Но давайте будем честны, это нереально. Не думаю, что эту область вообще можно A/B-тестить, по крайней мере, для большинства команд.

Чтобы получить реальную картину, нужно забирать телеметрию у вендоров, которые совсем не горят желанием делиться настоящими цифрами. Если бы мы захотели получить точную статистику использования, нам пришлось бы собирать её из кучи инструментов: GitHub Copilot, Gemini, Google Workspaces, Slack, Notion... У всех есть ИИ-фичи, но собрать всё воедино — практически невозможно! Вендоры намеренно делают телеметрию непрозрачной — так они сохраняют конкурентное преимущество и удерживают клиентов. В результате получить действительно нужные данные об использовании очень и очень трудно, даже самые базовые вещи вроде «как часто использовались ИИ-функции в этом инструменте и какую пользу из этого извлекли пользователи».

К сожалению, сегодня единственный способ получить эти данные довольно агрессивный: установить на ноутбуки разработчиков специальные агенты, которые будут отслеживать их действия. Чтобы было ясно — я не сторонник такого подхода, и мы так не делаем. Но если этот вариант отпадает, у вас на руках остаются лишь субъективные ощущения о том, что работает, а что — нет.

— В каких областях эти инструменты работают особенно хорошо?

— Где ИИ реально приносит существенную пользу, так это в миграциях. Когда нам нужно переехать на новую технологию или внедрить свежие библиотеки и зависимости, эти инструменты творят магию. Они сами могут связать модификации кода и накидывают черновик большей части миграции. Человек подключается, только когда задача становится слишком уж заковыристой. По ощущениям, на миграциях мы экономим 40–60% сил по сравнению с тем, как это было раньше.

Вот вам пример: у нас сейчас большой проект по аннотированию нашего инструментария для работы с данными. Разработчикам нужно вручную определить ряд сущностей и связей для нескольких существующих моделей. Это очень монотонная и кропотливая работа.

А теперь мы можем натравить на это LLM. Модель делает первый проход, а разработчики потом просто просматривают изменения и правят то, в чем она ошиблась. LLM-ки берут на себя львиную долю самой нудной работы в таких четко очерченных задачах, а людям остается разобраться с нюансами. Пока что это ощущается как огромный прорыв. И это как раз тот случай, когда разработчики сами говорят, что видят реальную пользу.

— С какими подводными камнями пришлось столкнуться, когда вы начали применять ИИ-инструменты в разработке?

— Мне кажется, разработчики не до конца понимают, в какую копеечку на самом деле влетают эти LLM. Если бы люди получали от компании счета за свое реальное потребление токенов, вопрос оптимизации расходов стоял бы куда острее.

Приведу аналогию. Когда вы в Google Cloud пишете SQL-запрос в BigQuery, он прикидывает, сколько данных придется просканировать, и вы сразу видите цену вопроса во времени и ресурсах. Например, система говорит: «этот запрос просканирует 10 ГБ». Вы, скорее всего, подумаете: «Ерунда, поехали». А в другой раз она скажет: «Этот запрос просканирует 500 ТБ». И тут вы уже задумаетесь: «Ого, столько мне точно не нужно, надо переписать».

У нас была похожая история с код-ревью от Copilot: выхлопа было мало, а токенов улетала куча. Мы включили автоматическое ревью от GitHub Copilot. Инструмент сжигал уйму токенов, предлагая нам правки. Но вскоре мы поняли, что эти подсказки были бесполезны! В итоге мы просто тратили деньги и тормозили разработчиков, которым приходилось отвлекаться на бессмысленные рекомендации.

Так что мы отключили эту функцию по умолчанию. Разработчики по-прежнему могут запросить ревью от Copilot, но теперь это опция из разряда «по желанию».

— В каких областях вы решили не использовать ИИ вообще?

— Мы решили не использовать ИИ в самых чувствительных для бизнеса областях. Например, мы жестко пресекаем любые попытки его применения везде, где хранятся любые клиентские данные, даже обезличенные. Это касается и нашего хранилища данных — несмотря на то что информация о клиентах там полностью анонимизирована и доступна разработчикам только по запросу.

Пока у нас не будет стопроцентной уверенности в безопасности, мы не хотим, чтобы люди играли с огнем в отношении персональных данных.

Бывают ситуации, когда я прошу Cursor написать shell-скрипт, а он подкидывает какие-то случайные лицензионные или API-ключи — те самые, которые кто-то оставил в своем окружении и которые агент успел проиндексировать. Не хотелось бы, чтобы подобное случилось с более «чувствительными» данными.

— Как вы в целом смотрите на ИИ-инструменты в контексте разработки?

— Мой подход простой. Мы как платформенная команда должны:

  • Выстраивать границы. Обеспечивать безопасное использование ИИ-инструментов, чтобы разработчикам не приходилось беспокоиться об утечках данных.

  • Делиться примерами. Рассказывать как об успешных кейсах, так и о провалах (где инструменты сработали, а где нет).

  • Быть максимально открытыми. Рассказывать, какие промпты не сработали, или когда кто-то убил полдня, пытаясь заставить промпт работать, хотя мог бы за это время просто решить проблему руками.

  • Видеть обе стороны медали. Важно подмечать и плюсы, и минусы. Речь не о том, чтобы сказать «скептики правы!» или «сторонники ИИ победили!». Мы за взвешенный подход.

  • Помнить об ограничениях. Мы постоянно говорим людям, чтобы они не забывали о пределах возможностей ИИ. Ограничения есть у всего: и у людей, и у LLM.

Выводы

Огромное спасибо Лоре за её исследование и данные о том, как компании измеряют эффективность ИИ и, конечно, Сухаилю — за откровенный рассказ о подходе Monzo к ИИ-инструментам и их практическом опыте.

Измерение влияния ИИ — область довольно новая, и единственно верного способа тут нет. Даже гиганты вроде Microsoft и Google, работающие на одном поле, подходят к измерениям по-разному. Таблицы выше отлично показывают: у каждой компании свой «почерк» в этом деле.

Измерять противоречивые, на первый взгляд, метрики абсолютно нормально. Так делают почти все. Самый частый пример: отслеживать процент неудачных изменений (или похожие метрики — частоту или долю багов в проде) и одновременно — частоту pull request'ов. Первая метрика — про надежность, вторая — про скорость. Гнать быстрее есть смысл, только если не страдает надежность. Поэтому и измерять нужно обе!

Измерить влияние ИИ-инструментов на команды так же сложно, как и измерить продуктивность самих разработчиков. А над последней задачкой индустрия бьется уже больше десяти лет. Мы давно поняли, что не существует одной-единственной метрики, которая покажет, насколько продуктивна команда. Любой показатель можно «накрутить», не став при этом эффективнее. В 2023 году консалтинговый гигант McKinsey уверенно заявил, что они раскрыли секрет измерения продуктивности. Но мы с Кентом Беком, создателем экстремального программирования, отнеслись к этому заявлению скептически и опубликовали свой ответ в статье «Измеряем продуктивность разработчиков? Ответ McKinsey».

Пока мы не разберемся, как адекватно измерять продуктивность разработчиков, мы вряд ли до конца поймем, как измерять и влияние ИИ на эту продуктивность. Да, готового решения нет, но это не значит, что нужно сидеть сложа руки. Нам нужно продолжать экспериментировать и искать ответ на вопрос: «Как все эти ИИ-инструменты меняют ежедневную и ежемесячную эффективность — и отдельного человека, и команды, и компании в целом?».

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    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:03 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:04 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 10.06.26 06:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.06.26 06:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.06.26 18:09 david

    Look, engaging with the authorities is a marathon, not a sprint. By methodically filing these reports, you’re not just fighting for your own funds—you’re contributing to the broader battle against crypto crime. For a deeper dive into what to do after a theft, check out [email protected] for complete guide on how to recover stolen crypto

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.06.26 14:53 Freeman James

    Recently, I was scammed out of $332,000 in a fraudulent Bitcoin investment scheme. This devastating loss added significant stress to my already difficult health challenges, as I was also facing surgery expenses for cancer. Desperate to recover my funds, I spent countless hours researching and speaking with other victims. That effort led me to a Google post that revealed the excellent reputation of FundsRetriever. Only after many hours of digging and consulting others did I learn about their stellar track record. I decided to contact them because of their successful recovery history and encouraging client testimonials. I had no idea that this decision would become the turning point in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost funds. The process was complex, but FundsRetriever's commitment to using the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact: 📧 [email protected] 📞 WhatsApp: +1 603 512 144 8, Telegram: @FundsRetriever

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 15:37 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 14.06.26 16:34 Emmi Hakola

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 14.06.26 16:53 James willson

    I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm

  • 14.06.26 19:38 riley777

    G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.

  • 15.06.26 06:12 Evan Garrison

    When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.

  • 15.06.26 06:25 Glenn robble

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 06:34 Sallymarch

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 06:38 Sallymarch

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 06:41 Ewaguz

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 12:49 Jason

    Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER

  • 15.06.26 12:56 Hillary

    As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448

  • 15.06.26 13:03 Feliksa Stegniy

    A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.

  • 15.06.26 13:05 James willson

    The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.

  • 15.06.26 13:06 Tansy

    Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448

  • 15.06.26 13:08 Sarahy billy

    A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm

  • 15.06.26 13:12 Cole donald

    "I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm

  • 15.06.26 13:16 Meral Yetkiner

    I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.

  • 15.06.26 13:18 Silas Olsen

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

    If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:16 Martina k.

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:34 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 11:43 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 22.06.26 21:51 kimberlyhebert786

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 01:58 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.26 22:01 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01:04 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

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