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Н Новости

Как я создал «Тунец» — платформу для попадания в ответы нейросетей с помощью нейростей…

…. и программиста.

Нейросети меняют паттерны поведения людей при поиске информации. В частности они становятся сложнее и длиннее. Если вы спросите ChatGPT, куда дольше ехать из Москвы — в Питер, Казань или Краснодар, то классический поиск не найдет статью, которая полностью ответит на вопрос. А вот нейросеть, понимая интент, разобьет промпт на три простых поисковых запроса:

  • «расстояние Москва-Санкт-Петербург»,

  • «расстояние Москва-Казань»,

  • «расстояние Москва-Краснодар».

В ответе нейросеть использует конкретные источники информации — реальные сайты, которые показались ей авторитетными, и их суммарное содержимое отвечает на мой вопрос.

Мир поиска изменился навсегда. Бизнесу нужен инструмент для изучения, анализа и создания такого контента, который не только попадет в эти источники, но и будет максимально полезным для формирования ответов нейросетей.​

Оглавление

Проблема, которую мы решили

Первый эксперимент и прототип инструмента

Архитектура, технический стек и нейросети для создания

Борьба с техническими ограничениями

Ключевой функционал

Реальные результаты и кейсы

Монетизация и пользовательский опыт

Планы развития

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В процессе изучения алгоритмов нейросетей, в моем агентстве появилась услуга «GEO», и с этого началась история «Тунца» — сервиса для GEO-продвижения, который помогает попадать в ответы ChatGPT, Perplexity, Яндекс GPT и других нейросетей. Я понял, что традиционной SEO-оптимизации теперь мало: нужен новый подход к созданию контента, который будут цитировать AI-системы.​

Проблема, которую мы решили

Весной 2025 года наша команда столкнулась с проблемой. Клиенты рекламного агентства занимали топовые позиции в Яндексе и Google, но когда пользователи задавали те же вопросы нейросетям, в источниках зачастую оказывались совсем другие сайты.

Причина проста: AI-системы используют собственные критерии «полезности» информации, и классическая SEO-оптимизация здесь не помогала.​ Закономерно возник следующий вопрос: почему тот или иной сайт отбирался нейросетями как источник информации?

Я начал проверять вручную, какие домены цитируют Perplexity, ChatGPT и YandexGPT по запросам наших клиентов. Процесс шел мучительно медленно: каждый запрос нужно вбивать в четыре-пять нейросетей, фиксировать источники, анализировать позиции и формы упоминаний. На проверку 10-15 ключевых запросов уходил рабочий день.​

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Стало очевидно: без автоматизации масштабировать GEO-услугу невозможно. Я приступил к разработке «Тунца» — инструмента, который проводит весь этот многоступенчатый энергоемкий анализ автоматически.​

Что такое GEO и почему это вообще отдельная услуга, а не «ещё одно SEO», подробно разбирал в отдельной статье на Хабре.

Первый эксперимент и прототип инструмента для попадания в ответы AI

Первая версия Тунца была далека от того, что мы имеем сейчас. Я собрал команду из двух человек: себя, как продакт-менеджера, и фулстек-разработчика. Мы начали с простого MVP: пользователь вводит список URL своего сайта и ключевые запросы, система автоматически проверяет их в нейросетях, возвращает ответ и список источников-конкурентов.​

Уже на этапе прототипа мы столкнулись с техническими сложностями:

  • Разнообразие API нейросетей: у каждой системы свой формат запросов и ответов. Perplexity предоставляет API через модель Sonar-Pro, ChatGPT работает через GPT-4-search, а для Яндекс GPT нужна интеграция через YandexCloud.​

  • Ограничения по запросам: многие API имеют rate limiting, и при массовой проверке сотен запросов мы регулярно получали ошибку 429.​

  • Извлечение источников: каждая нейросеть форматирует ссылки по-своему — Google AI Overviews добавляет карточки, Perplexity использует нумерацию, ChatGPT показывает блок "Sources".​

Тем не менее, мы запустили первую рабочую версию за полтора месяца. На этом этапе платформа умела только одно: проверять наличие нейроответов и собирать список доменов-источников. Но даже это был огромный шаг вперед по сравнению с ручным анализом.

Архитектура и технический стек

Для масштабируемого решения мы выбрали проверенную связку: Django в качестве бэкенда и Celery для асинхронной обработки задач. PostgreSQL стал нашей основной базой данных благодаря поддержке JSONField, который идеально подходит для хранения сложных структур данных от API нейросетей.​

Почему именно такая архитектура? Анализ одного проекта может требовать проверки сотен запросов в четырех-пяти нейросетях — это тысячи API-вызовов. Многие нейросети возвращают ответ в течение 30-60 секунд, что при синхронной обработке создавало бы неприемлемые задержки. Celery решил эту проблему: пользователь создает задачу → она уходит в очередь → обрабатывается в фоне → а по завершении система отправляет уведомление.​

Для работы с каждой нейросетью мы разработали отдельные сервисные классы:

Каждый сервис инкапсулирует логику взаимодействия с конкретной AI-системой, включая обработку ошибок и retry-логику при сбоях. Это позволило легко добавлять новые нейросети по мере их появления.

Важная часть этой архитектуры — использование самих нейросетей внутри «Тунца» не только как объекта анализа, но и как движка разработки и генерации.​ Приведу пример использования ИИ в «Тунце». Perplexity собирает всю информацию для GPT, который по этому промту и собранным данным формирует кодовую базу реализации по аналогии с другими интеграциями.

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Пример работы с готовым user‑промтом в ИИ:

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Фронтенд «Тунца» на 100% создан силами двух нейросетей:

  • Perplexity разработала все виды дизайна — от макетов до финальных визуалов,

  • а ChatGPT полностью реализовала их в коде проекта.

На 65-70% код пишет GPT, а Perplexity готовит user-промпты и собирает необходимую информацию. Время разработки тратится больше в лаборатории Perplexity, чем в IDE — интерфейс там работает быстрее, чем генерируется код. Поэтому генерация запускается сразу в 2-3 окнах.

Цель на ближайшее время — перевести 100% разработки «Тунца» на ИИ и полностью отказаться от ручного написания кода.

Главные подводные камни — в архитектуре: здесь все нужно держать под жёстким контролем. Вторая проблема — постоянный рефакторинг, без которого файлы разрастаются в простыни, нечитабельные даже для самого ИИ.

Борьба с техническими ограничениями

Самой большой головной болью стала нестабильность API нейросетей. Мы реализовали комплексную систему retry-логики с экспоненциальной задержкой: при ошибке 429 (rate limiting) система автоматически повторяет запрос через увеличивающиеся интервалы — сначала через 2 секунды, потом через 4, 8, 16. Максимальное число попыток ограничили тремя, после чего задача помечается как failed.​

Еще одна проблема — извлечение источников из ответов. Мы разработали специализированные парсеры для каждой платформы, которые нормализуют данные и извлекают домены, позиции упоминаний и текстовые фрагменты цитирований. Это позволило унифицировать данные из разных источников и показывать их пользователю в едином формате.​

Однако в процессе работы стало ясно, что проблема гораздо глубже, чем просто разные форматы ответов. Нейросети далеко не всегда могут получить доступ к самим страницам-источникам: сайты блокируют AI-краулеры через robots.txt, Cloudflare, rate limiting, нестандартные HTTP-статусы или отдают основной контент через JavaScript, недоступный для простых HTTP-запросов. В результате модель либо вовсе не может извлечь контент, либо вынуждена «достраивать» ответ без реального анализа источника. Я подробно разобрал технические причины недоступности контента для ботов нейросетей в отдельной статье на Хабре.

Ключевой функционал «Тунца»

После нескольких итераций мы пришли к четкой структуре работы сервиса. Всё начинается с создания проекта — пользователь вводит название, домен и список URL страниц, которые хочет продвигать. Система автоматически сканирует предоставленные страницы и извлекает ключевую информацию: заголовки, мета-описания, структуру контента, наличие Schema.org разметки и дает рекомендации по улучшению.

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Автоматическая генерация ключевых слов

Самое интересное начинается дальше. Вместо того, чтобы просить пользователя придумывать, искать, собирать поисковые запросы, «Тунец» генерирует их автоматически с помощью AI. Для каждой страницы система создает до 50 ключевых фраз, по которым имеет смысл продвигаться в нейроответах.​

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Далее платформа проверяет частотности через Yandex Wordstat API. И вот здесь важный момент: многие запросы, по которым нейросети дают развернутые ответы, имеют нулевую частотность в Wordstat. Почему? Потому что люди задают нейросетям гораздо более сложные и длинные вопросы, чем обычно вбивают в поисковую строку. Но нейросеть разбивает такой вопрос на простые запросы и ищет информацию по каждому из них.​

Вместе с ключевыми фразами система собирает LSI-термины (Latent Semantic Indexing) — дополнительные слова, которые должны присутствовать в тексте для полного раскрытия темы. Например, для запроса «курсы по нейросетям» LSI-терминами будут слова «онлайн», «ChatGPT», «промпты», «обучение». Эти термины система извлекает из хвостов запросов в Wordstat, убирая повторы.​

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Анализ присутствия в нейросетях

Следующий этап — проверка, есть ли вообще нейроответы по собранным ключевым словам. «Тунец» отправляет каждый запрос в Яндекс, Google, ChatGPT и Perplexity, фиксируя наличие или отсутствие AI-ответа. Если ответ есть, система собирает список доменов, которые использовались как источники информации.​

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Здесь происходит магия: мы видим, какие именно площадки доминируют в нейроответах по вашей тематике — это может быть Хабр, VC, Пикабу, профильные СМИ или сайты конкурентов.

Дополнительно «Тунец» анализирует пересечения доменов между нейросетями: если один и тот же сайт используется как источник одновременно в Perplexity, ChatGPT и Яндекс Нейро, это сильный сигнал высокого «нейроавторитета». Такие площадки становятся приоритетными для размещения контента, поскольку именно они максимизируют шансы попасть в ответы сразу нескольких AI-систем и напрямую влияют на формирование контент-плана.

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Почему нейросети могут игнорировать сильные сайты

Даже с хорошими позициями в классическом поиске и высоким доверием домена сайты часто не попадают в источники нейросетей просто потому, что страница «неудобна» для AI. Чтобы это понять и формализовать, в «Тунце» есть отдельный этап проверки страницы под E-E-A-T и нейроавторитетность.

Задача данного шага — ответить на вопрос — будет ли нейросеть считать конкретную страницу надежным источником, который подходит для цитирования в ответе? На этапе E-E-A-T система анализирует страницу по набору сигналов, которые регулярно встречаются у сайтов, используемых нейросетями как источники:

  • наличие автора и информации об экспертизе,

  • указана ли дата публикации или обновления,

  • есть ли внешние источники и ссылки на первоисточники,

  • присутствует ли краткое резюме (TL;DR), которое легко извлекается в summary,

  • есть ли структурированные блоки вроде FAQ,

  • насколько структурирован сам текст (заголовки, списки, таблицы),

  • общий уровень доверия домена (Domain Rating).

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Каждый из перечисленных пунктов — это сигнал, который нейросети используют, чтобы быстро оценить надежность страницы. Этап E-E-A-T-анализа нужен именно для этого:

  • быстро показать, каких сигналов не хватает странице,

  • превратить абстрактное «нужно повысить доверие» в конкретный список доработок,

  • понять, имеет ли смысл продвигать страницу дальше, или сначала нужно привести её в формат, понятный нейросетям.

Как это используется дальше? Результаты проверки напрямую влияют на следующие шаги:

  • при генерации контент-плана система учитывает, какие элементы доверия нужно встроить в будущие материалы,

  • при выборе площадок для размещения контента приоритет получают сайты, которые уже соответствуют E-E-A-T-критериям,

  • при повторных проверках можно отслеживать, как изменения в структуре страницы влияют на появление в нейроответах.

Фактически, это точка, где GEO перестаёт быть интуитивным процессом и превращается в управляемую понятную задачу.

На этом же этапе проверки «Тунец» не просто показывает, что не так, а формирует конкретные рекомендации по доработке страницы, ранжированные по приоритету.

Каждая рекомендация сопровождается объяснением почему это важно для нейросетей и оценкой уверенности AI.

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Проверка позиций в классической выдаче

Важный нюанс: чтобы попасть в ответы нейросетей, нужно присутствовать в индексе обычных поисковых систем. Поэтому GEO-инструмент «Тунец» параллельно проверяет позиции ваших страниц в Яндексе, Google и Bing через Arsenkin Tools API. Это дает полную картину: где вы находитесь в классической выдаче и используют ли вас нейросети как источник.​

Интересно, что некоторые AI-системы, такие как Google AI Overviews, напрямую используют результаты обычного поиска для формирования своих ответов. Поэтому работа над классическим SEO остается важной частью GEO-стратегии продвижения.​

Генерация контент-планов и ТЗ

Финальный этап — создание технических заданий для копирайтеров. Система анализирует топ-5 страниц в Яндексе и Google по каждому ключевому запросу, извлекает их содержимое и с помощью нейросети создает summary: какие темы раскрыты, какая структура используется, какой средний объем текста, сколько заголовков, есть ли видео и изображения.​

На основе этого анализа «Тунец» генерирует подробное ТЗ, которое включает:

  • Рекомендованную структуру статьи с примерами заголовков H2.

  • Список обязательных SEO-ключей для включения в текст.

  • LSI-термины для естественного расширения семантики.

  • Рекомендованный объем (обычно 2000-3000 слов).

  • Список площадок, где нужно разместить контент для максимального эффекта​.

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Последний пункт особенно важен. Если вы разместите экспертную статью только на своем сайте, нейросети могут не счесть его достаточно авторитетным. Но если та же статья появится на Хабре, VC или в профильном СМИ, шансы попасть в источники резко возрастают.​​

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Реальные результаты и кейсы

Один из первых экспериментов мы провели для застройщика недвижимости. Задача была проста: добиться упоминаний компании в ответах нейросетей на запросы типа «новостройки в Омске», «ТОП застройщиков Омской области» и подобные.​

За две недели мы создали серию структурированных статей с четкими утверждениями, таблицами сравнений и ссылками на авторитетные источники. Эти материалы разместили на сайте клиента и нескольких внешних площадках с высоким доверием. Результат превзошел ожидания: несуществующая нигде ранее компания начала стабильно появляться в ответах Perplexity, Яндекс Нейро, ChatGPT и даже DeepSeek AI.​

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Ключом к успеху стали несколько факторов:

  • Структурированность: нейросети любят четкую иерархию заголовков, маркированные списки, таблицы.

  • Конкретика: вместо расплывчатых формулировок — точные цифры, даты, характеристики.

  • Авторитетность площадки: размещение на доверенных ресурсах с высоким Domain Rating.

  • Внешние ссылки: цитирование других авторитетных источников повышает доверие к вашему материалу.

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Монетизация и пользовательский опыт

С самого начала мы решили сделать прозрачную модель оплаты через внутренние монеты. Пользователь пополняет баланс, а система списывает средства поэтапно:​

  • Сканирование страниц и генерация ключей — самый дорогой этап, так как включает множество AI-запросов.

  • Проверка частотности в Wordstat — оплата за каждую проверенную фразу.

  • Анализ площадок в нейросетях — списание за каждую проверку запроса в 4-5 AI-системах.

  • Проверка позиций — оплата через Arsenkin Tools API.

  • Генерация контент-плана — итоговое ТЗ на основе всех собранных данных​.

Блок услуги

Действие / единица учета

Стоимость, монет

Сканирование

одного URL

40

одного запроса в одной нейросети

10

Проверка позиций

в Яндекс для одного запроса

1

в Google для одного запроса

1

Запросы

Проверка частотности одного запроса

1

Сбор LSI

1

Технические задания

Генерация до 10 тем статей

4

Создание финального ТЗ

150

Такой подход позволяет контролировать расходы и оплачивать только те функции, которые действительно нужны. Например, можно ограничиться только анализом ключевых слов или проверить позиции только для части страниц, отметив их галочками.

Важный момент UX: при создании проекта пользователь может не вводить поисковые запросы вручную — система генерирует их автоматически на основе содержимого страниц, экономя часы работы. При этом платформа не ограничивает ручной контроль: любые ключевые фразы можно добавить или отредактировать самостоятельно, если нужно проверить конкретные гипотезы или запросы.

Экономия времени и ресурсов при использовании «Тунца»

Этап работы

Ручной подход

Автоматизация в «Тунце»

Аудит страниц

30–60 минут на одну страницу

~30–60 секунд (загрузка + парсинг)

Сбор семантического ядра (Wordstat)

2–4 часа на проект

5–10 минут (API + обработка)

Анализ конкурентов

4–8 часов (анализ ~10 страниц)

15–30 минут

Подготовка ТЗ для контента

2–3 часа

5–10 минут (AI-генерация + форматирование)

Проект целиком (10 страниц)

50–80 часов

5–10 часов

Что дальше: планы развития

Разработка «Тунца» не останавливается. В ближайших планах несколько важных направлений:

  • Дополнительные нейросети. На подходе интеграция с DeepSeek и Claude.

  • Сейчас «Тунец» проверяет наличие страниц в индексе Яндекса и Google, в ближайших планах — проверка индексирования и позиций в Bing и Baidu, чтобы закрыть международные и азиатские рынки.

  • White-label решения. SEO-агентства смогут предлагать своим клиентам GEO-аналитику под собственным брендом, укрепляя конкурентные позиции на рынке.​

  • Автоматическая классификация площадок. AI будет определять тип каждого домена (СМИ, UGC-платформа, социальная сеть, корпоративный сайт, отзовик), чтобы пользователь мог быстро находить подходящие для размещения ресурсы.​

  • Генерация контента на основе ТЗ. Уже внедряем возможность автоматически создавать полноценные статьи на основе сформированного технического задания. После генерации контент будет проходить проверку на уникальность через сервис Text.ru, а также оценку рисков переоптимизации и качества текста по алгоритмам «Тургенева». Это позволит получать материалы, готовые к публикации и безопасные с точки зрения поисковых систем.

Новая эра поиска

Создание Тунца стало нашим ответом на то, насколько сильно изменился способ, которым люди ищут и получают информацию в интернете. Эпоха, когда достаточно было оптимизировать сайт под классические поисковики, уходит. На смену приходит многоуровневая экосистема, где нейросети становятся полноценными посредниками между контентом и пользователями.​

GEO платформа «Тунец» — это не замена классическому SEO. Лучшие результаты показывают сайты, которые одновременно ранжируются в топе Google и Яндекса и при этом регулярно цитируются нейросетями как авторитетные источники.​

11305395fe66a70d94216c09894aba32.png

По мере того как генеративный поиск занимает всё больший объем пользовательского внимания, инструменты для GEO-оптимизации станут обязательными в арсенале каждого маркетолога. Я верю и уже вижу, что будущее за систематичным и измеримым подходом к продвижению в нейросетях — не угадывание, а точная аналитика и данные о реальном поведении AI-систем.​

Потыкать тунца можно тут https://to-nets.ru/

Источник

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  • 04.08.26 11:05 Kisnoles

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    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] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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