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Виртуальные сотрудники и агенты на митапе «Русское техно 2»

У многих настроен свой локальный харнесс, другие работают в облаке. А что если развернуть харнесс на большую компанию? Как быть, если первого ответа агента приходится ждать почти 40 секунд? Что можно оптимизировать и к чему это приведет? Ладно, развернули и оптимизировали, но как подружить агентов с сотрудниками? И как оценить эффект от внедрения ИИ на уровне бизнеса?

Я еще не настроил свой харнесс, и мне было интересно посмотреть на опыт других компаний. Поэтому пошел на митап MWS на эту тему. Сначала рассказали историю развития ИИ-агентов и базу: что такое обвязка вокруг модели. Потом был доклад про оптимизацию: в MWS все развернуто на Kubernetes и поддерживает OpenClaw и Hermes одновременно. Дальше руководители направлений обсуждали, как агенты работают вместе с сотрудниками. Напоследок был доклад про внедрение ИИ в организациях и оценку его эффекта.

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От агентов к харнессу

В больших компаниях многие не понимают, что такое харнесс, или понимают под ним разные вещи. Даниил Малышев, Product Owner в MWS, впервые услышал это слово в августе, когда познакомился с DeepSeek Harness. У архитектора была задача: проверить, что сделал другой разработчик. Как обычно, он отдал ее на проверку в Opus, и тот выдал три небольших замечания. Потом ту же задачу получил DeepSeek Harness и выдал около 50 замечаний, 25 из которых требовали внимания разработчика. Хотя до этого DeepSeek считался средней нейронкой. С тех пор начали разбираться, почему в такой обвязке модель стала выдавать отличные результаты.

Начнем с того, что голая LLM — это черный ящик: получает текст и выдает другой текст. У нее нет памяти, рук, свежих знаний, точного счета, самопроверки и так далее.

Агент — это модель плюс харнесс. А харнесс — все, что есть в агенте, кроме самой модели: промпт, контекст и память, инструменты, цикл действий, проверки и ограничения, оркестрация.

Теперь небольшой экскурс в то, как эволюционировала обвязка вокруг моделей. В 2020 году уже была GPT-3, но популярной она не была. Бум случился в 2022 году, когда у GPT появился первый харнесс в виде чата: ChatGPT вышел 30 ноября 2022 года и собрал около 100 миллионов пользователей за два месяца. Тогда же возникли первые циклы и рассуждения. В 2023-м пришли инструменты: с июля можно было запускать Python прямо в песочнице ChatGPT. В том же году — внешняя память, RAG и автономные агенты. В 2024-м — инструменты управления контекстом: сжатие истории, стандарт MCP и прочее. В 2025-м стала доступна полноценная среда с файлами, терминалом, тестами, навыками и хуками. А в 2026-м агенты научились самонастраиваться.

За это время мы прошли путь от промпт-инжиниринга, где учились формулировать запрос, через контекст-инжиниринг, где разобрались, что модель видит и когда. Теперь наступило время харнесс-инжиниринга: важно все предыдущее, а еще инструменты, цикл, проверки, ограничения и безопасность.

Чем полезен харнесс

Сама по себе модель ничего не помнит, неточно считает и себя не проверяет. Все это берет на себя обвязка, и на митапе разобрали четыре ее главные задачи.

Управление контекстом

Сначала о том, как работает LLM. Своей памяти у нее нет: на каждый новый вопрос она заново читает весь разговор — все наши вопросы и свои ответы. Этот разговор и называют контекстом. С каждым сообщением он растет, и модель начинает терять то, что было в начале. Первые модели обрезали начало разговора, современные его хранят, но отвечают хуже.

Поэтому опытные вайбкодеры после 20 сообщений открывали новый чат и ставили задачу заново. Многие большие модели уже частично решили эту проблему: когда контекст переваливает за 200 тыс. токенов, разговор автоматически сжимается. Зафиксируем: управление контекстом — главная из этих задач.

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Прежде чем решать, что делать с контекстом, разберем, из чего он состоит. В любом промпте, который мы отправляем, есть скрытый системный промпт. Повлиять на него нельзя, если вызов идет не через API. Но и через API вендоры не любят, когда вмешиваются в системные промпты, и могут забанить. Дальше в контексте лежат правила, скилы, ограничения, AGENTS.md и прочее. Большую часть обычно занимают история диалога и результаты, то есть то, что выдала нейросеть. Когда контекст переполняется, что-то приходится обрезать. Можно сжимать историю. Можно выдавать по требованию только то, что нужно, вызывая субагентов. А можно хранить информацию в файлах и вычеркивать ее из диалога.

Точные инструменты

Старые модели плохо считали: сложив 10 и 10, могли получить 22, поэтому их приходилось постоянно проверять. В 2023 году, когда появился Python в песочнице, LLM фактически получила калькулятор. Нейросеть понимает из контекста, что нужно посчитать, пишет для этого код и запускает его. Так она получает точный ответ, а не угадывает его.

Как это работает? Нейросеть умеет только одно: продолжать текст. Запустить программу или узнать погоду сама она не может, поэтому пишет заявку. Дальше работает харнесс. Он проверяет, есть ли такой инструмент, разрешено ли модели им пользоваться. Если все в порядке, харнесс сам делает вызов и возвращает результат модели.

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Цепочка рассуждений

Раньше нейронка не умела выстраивать цикл рассуждений. Для этого придумали ReAct: подумал, сделал, посмотрел, повторил. Это самая важная часть харнесса: от того, насколько качественно проходит этот цикл, зависит качество результата.

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Компания LangChain тестировала своих агентов с моделью GPT-5.2 на 89 задачах в терминале. Там заметили, что иногда не прогоняются тесты или LLM что-то не доделывает, хотя собиралась. Постепенно, итерациями и правками скилов, LangChain подняла модель с 30-го места на 5-е.

Но много инструментов — не значит хорошо. Другой пример — от Vercel. У них был агент с 17 инструментами, и он периодически ошибался в одной задаче из пяти. Тогда в Vercel начали экспериментировать и отключать инструменты. Контекст уменьшался, и в итоге на четырех необходимых инструментах задачи выполнялись на 100%. Поэтому важен агент, который будет выбирать инструменты для других агентов.

Еще важно понимать, что с каждым шагом рассуждения копятся ошибки. Если точность одного шага 99%, цепочка из 10 шагов проходит без ошибок в 90% случаев, а цепочка из 50 шагов — только в 60%. Ломается каждая десятая задача. В примере с корзиной ошибку ловят тесты после каждой правки, до того как агент скажет «готово».

Это решается спецификацией для разработки. В ней прописывают цели и критерии приемки, что и где читать, формат результата, запреты и самопроверку. В идеале под каждую задачу нужна своя спецификация. Хороший пример такого инструмента — OpenSpec.

Харнесс, который улучшает сам себя

Наконец, тренд второй половины 2026 года — автонастройка. Устроено это несложно: агент работает, логи и сессии копятся, настройщик ищет повторяющиеся проблемы и правит навыки, скрипты и проверки.

Некоторые игроки рынка уже настроили себе такое. Данные за сутки агрегируются и уходят на проверку человеку, и он решает, обновлять ли харнесс. В Google Research Harness 2 это происходит автоматически.

Вот один из кейсов автоматического исправления харнесса в MWS:

Агент чинит баги в корзине. В его обвязке есть правила (AGENTS.md), навыки (починка багов) и инструменты (файлы, терминал), а хуков нет. За день проходит шесть сессий, и в трех из них агент сдает работу, не запустив тесты. Логи всех сессий попадают в базу знаний. Раз в сутки настройщик забирает логи, видит, что в трех сессиях из шести тестов не было, и добавляет в обвязку хук «без тестов не сдавать». На следующий день все шесть сессий проходят с тестами.

Как это работает в MWS?

MWS Track — трекер задач, где исполнителем можно назначить человека или агента. Агент возвращает результат в задачу, и человек проверяет его на ревью.

MWS Code — прокси моделей со своей обвязкой, выглядит как консольный клиент. Разработчики могут использовать как внешние, так и внутренние модели. Логируется все: что используется и как. Статистика помогает понять, как развиваться дальше.

Реестр агентов — пилотный проект, через который можно брать готовых настроенных агентов под свои задачи.

AI Memory — пилотный проект, который собирает всю информацию из сервисов, библиотек, документации и инфраструктуры. Работает примерно как RAG: отдельный агент ищет информацию в AI Memory и в нужном виде передает ее тому агенту, который с ней работает.

Оптимизация харнесса в большой организации

Екатерина Иванова, ведущий разработчик в MWS, рассказала, как оптимизировали запуск ИИ в проекте «Цифровой сотрудник».

Для пользователя продукт — чат-бот в Telegram и Max. Это цифровой двойник для каждого клиента, который работает как консьерж. Агент запоминает нужные клиенту данные, хранит его адреса и предпочтения. Он ведет себя проактивно, запоминает поведенческие паттерны пользователя и работает с 30+ навыками.

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Обычно пользователю видны только промпт и работа LLM. Но под капотом есть еще процесс агента и его Gateway (OpenClaw или Hermes), работа с памятью, инструменты, браузер и расписание, идентификация и жизненный цикл агента.

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Ускорение запуска

Когда пользователь пишет промпт в чат, он ждет в среднем 37,6 секунды. В зависимости от условий ожидание доходит до 53,5 секунды. Если все необходимое запустить и держать постоянно включенным, оно сокращается до 24 секунд. При этом сам ответ ИИ занимает 2,3–4,5 секунды, остальное время уходит на подготовку. На что тратятся эти секунды?

  • 4 с — оператор, то есть сервис, который перекладывает манифест агента в Kubernetes;

  • 10 с — подключение диска к ноде;

  • 5 с — монтирование диска в под;

  • 5 с — инициализация контейнеров (браузер, сайдкар и т. д.);

  • 9,5 с — загрузка Gateway агента: инструкции, подключение плагинов;

  • 3,1 с — проверка готовности;

  • 1 с — доставка файлов и адреса на под.

Как убрать это ожидание и какие для этого есть архитектуры?

  • Свой под на каждого. Этим удобно управлять, агенты изолированы, легко откатить одного пользователя или всех. Но каждый старт с нуля занимает десятки секунд, и первый опыт у пользователя получается негативным. Сейчас в продакшене работает этот вариант.

  • MicroVM на сессию. Самая сильная изоляция. Но старт гораздо медленнее, эксплуатация гораздо сложнее, а памяти уходит еще больше.

  • Общий диспетчер на всех. Один процесс маршрутизирует пользователей и решает все через субагентов. Но если он упадет, пострадают все пользователи. К тому же надо решить, где хранить память конкретного пользователя и как управлять жизненным циклом агента.

  • Прогретые слоты. Этот вариант выбрали сейчас. Всю тяжелую подготовку делают заранее, пользователь ждет только запуска агента. Но растет когнитивная сложность системы: нужны общее хранилище, реестр назначений, защита от шаринга данных между владельцами. Осталось доработать этот вариант и дотащить его до продакшена.

Когда у каждого пользователя свой под, его связывают со всеми ресурсами Kubernetes через UUID пользователя с префиксами и постфиксами. Даже база данных для этого не нужна.

Когда появляются слоты, где-то нужно хранить, кто владеет конкретным слотом. Так появляется реестр на PostgreSQL со статусами слотов и их привязкой к пользователям. На одного активного пользователя приходится не больше одного активного слота. Когда пользователь A уходит, его слот не должен достаться пользователю B. Нужна связь пользователя с хранилищем и слотом. Еще нужно, чтобы Kafka присылала необходимые для этого события.

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Возвращаемся к 37,6 секунды. Как сократить это время? Все цифры ниже — для OpenClaw.

  • Переносим в прогретые слоты поднятие пода на нужной ноде, доставку настроек и ключей. Это минус 4 секунды, остается 33,6. Взамен система усложняется: появляются пул прогретых слотов и назначение пользователей в PostgreSQL.

  • Беремся за подключение и монтирование диска. Вместо блочных хранилищ и диска на каждого пользователя делаем общее хранилище на CephFS. Минус 15 секунд, остается 18,6. Усложняется контроль того, что видит пользователь.

  • Последнее — инициализация контейнеров и модулей агента. Их прогреваем заранее: от 2 секунд для OpenClaw до 5 секунд для Hermes. Прогрев экономит 5 секунд, но в запросе добавляются закрепление слота за клиентом (0,8 с) и пробуждение агента с токенами (0,3 с), а загрузка Gateway вырастает до 11,5 с. В итоге выигрыш на этом шаге — 1,8 секунды.

После всех шагов время сократили с 37,6 до 16,8 секунды, но цель — максимум 6–8 секунд на всю инфраструктуру. Для этого придется залезать в реализацию агента, например форкнуть его. Дальше команда будет двигаться в этом направлении. Пока время на первую загрузку Gateway осталось, но следующий ответ будет уже заметно быстрее: вместо 9–11 секунд на Gateway будет уходить меньше 0,5 секунды.

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С каждым шагом система усложняется, и появляются новые проблемы.

Проблемы общего хранилища

Главная проблема нового подхода — общий диск. В простой модели, где у каждого пользователя свой под, можно было монтировать блочное хранилище и держать отдельный диск на каждого клиента. В архитектуре с warm pool такая схема не работает: к уже прогретым слотам диск не примонтируешь. Поэтому появляется общее хранилище формата RWX, и при пробуждении слота туда отдают папку конкретного клиента. В текущем варианте все слоты видят общий корень, и из-за переназначения прав через root или группу пользователь может увидеть соседей. Чтобы этого избежать, разграничение нужно перенести на уровень хранилища: монтировать subvolume вместо папок и давать к ним доступ по ключу. Это еще больше усложнит систему. Скорее всего, понадобится отдельный сервис, который будет за этим следить.

Дальше — workspace агента, где могут лежать файлы разных владельцев. Их разделили на области видимости:

  • managed — доставляются в виде конфигов и версионируются, обновляются и удаляются строго по реестру;

  • protected — профили и адреса пользователя. Их собирают и ведут data- и ML-инженеры, поэтому эти файлы не трогают;

  • runtime — файлы агентов, трогать и перезаписывать их нельзя;

  • user-owned — файлы пользователей, трогать и перезаписывать их тоже нельзя;

  • seed — файлы, которые доставляют один раз и забывают о них, например при онбординге.

Итог: удалять и обновлять можно только свое, а контекст клиента должен пережить сон и обновление.

Проблемы агентов

Другая проблема связана с появлением новых runtime-фреймворков. Новый runtime не должен ломать общую работу или требовать, чтобы под него переписали всю систему. Поэтому выделяют общий контракт, который работает с любым агентом, а специфику runtime выносят в адаптер и отдельные конфигурационные файлы.

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Агентов нужно не только быстро поднимать, но и быстро усыплять, когда пользователь ушел или задумался. Пока это работает по последней отметке времени. Если последняя активность была от пользователя, слот гасят через 30–35 минут. Если слот подняла периодическая задача Cron — через 5 минут. По активности пользователя пока нельзя понять, закончил ли он или думает над вопросом LLM и его надо подождать. Чтобы это решить, нужно залезать в runtime агента. Еще есть Jev, который принимает решение за 0,5 секунды, тогда как обычным моделям нужно 6–8 секунд. Есть гипотеза, что Jev по метрикам клиента сможет понять, ушел он или задумался. Если гипотеза подтвердится, активность пользователя можно будет определять в пределах 5 минут.

Метрики со всех участников снимаются через Prometheus и Grafana. На агенте трейсы смотрят в Langfuse: по ним видно, когда начала работать модель. Еще смотрят логи агента, чтобы понять, сколько запускался Gateway и на какие фазы ушли секунды.

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Часть проблем уже решена, над остальными идет работа.

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Как ИИ-агенты уживаются с сотрудниками

От харнесса переходим к людям: руководители обсуждали, как агенты встраиваются в работу команд.

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В дискуссии участвовали:

  • Кирилл Овчинников — лид продукта в Сбере (там делают цифрового сотрудника), а также лид сообщества вайбкодинга в банке;

  • Валентин Козлов — архитектор трайба B2B в MWS;

  • Егор Сулейманов — продакт-менеджер ТехВилл (IT-подразделение «ВкусВилла»). Отвечает за «Зефирку», ИИ-ассистента покупателя, и консультирует стартапы по внедрению ИИ;

  • Антон Болтач — agile cluster lead в MWS.

Как интегрировали ИИ и с чего начинали?

  • Валентин (MWS). Больше 10 продуктовых команд: монолиты и стартапы. Начинали с вайбкодинга, но в энтерпрайзе он не работает: каждый раз приходится заново поднимать контекст. Магии не получается: мусор на входе — мусор на выходе. Поэтому один из сотрудников предложил фреймворк Genome из двух частей: набор инструкций и правил для агента и подход к описанию продукта, чтобы с ним могли работать агенты. Сейчас фокусируемся на архитектуре и бизнес-анализе, там используется Genome, об этом расскажут в ноябре на Highload. В остальном разработчики и тестировщики уже работают с агентами.

  • Кирилл (Сбер). Евангелист ИИ. Сейчас ИИ внедряется везде. Он реально помогает людям и ускоряет их, особенно если понимать, как он устроен.

  • Егор (ТехВилл). С точки зрения продукта в работе все ИИзировано. У агентов есть доступ к MCP аналитики, Figma, репозиториям, трекерам и всем базам данных, и это сильно повышает продуктивность. Но появляется много шума и энтропии, с которыми приходится работать. Концепты ребята делают очень быстро.

Что поменяли в процессах?

  • Кирилл (Сбер). Последние годы много экспериментировали. Сначала агенты выполняли часть интеллектуальной работы, а сейчас пришли к тому, что они могут ускорять любую работу, в том числе в операционном центре. Движемся к тому, чтобы агент стал активным участником каждой задачи вместе с человеком, которого он усиливает, а не заменяет.

Какие модели использовать: внешние или внутренние?

  • Егор (ТехВилл). Используем и те, и другие. Это выбор между контролем и скоростью. Локальные безопасны, но для них нужно найти железо и людей и ввести все в эксплуатацию, а это долго. Внешняя модель сильно сокращает время запуска и при этом остается самой совершенной на данный момент. С внешними моделями ответственно подходим к чувствительным и персональным данным. Еще одна проблема внешних моделей: провайдер становится частью бизнеса, а это отдельные риски. Когда начинаешь думать про риски, готовишь оркестрацию, фолбэки, план Б и так далее. Для нашего продукта и команды это допустимо, но в финтехе или медтехе такое не подойдет.

Как живут роли внутри команды?

  • Валентин (MWS). Сейчас роли наследуются из PDLC/SDLC. Это промежуточный этап: мы привыкли работать в определенном процессе. Поэтому каждый этап по-прежнему ведет соответствующий специалист, но вместе с агентом. Агент — копилот, ответственности у него нет. Отвечает человек, который с ним работает: за процесс и результат, а агент только помогает.

  • Егор (ТехВилл). Есть общие практики и личная инициатива. Отдельный обмен знаниями пока не нужен, для этого есть тимлиды и техлиды.

  • Кирилл (Сбер). У агентов две области владения: контекст и харнесс. Контекст формирует человек, и он же за него отвечает. Владелец контекста — разработчик, архитектор или конкретный пользователь агента. За разработку харнесса отвечает отдельный департамент.

Какой эффект от внедрения агентов?

  • Кирилл (Сбер). В целом агенты сильно помогают: инцидентов стало вдвое меньше, сторей на каждого разработчика — на 25% больше. Кода стало кратно больше, но не все доходит до прода.

  • Валентин (MWS). Агенты ускоряют конкретные операции. Но чтобы сократить time to market, нужно полностью переработать end-to-end-процессы. В энтерпрайзе они складываются годами и десятилетиями, поменять процесс бывает сложно, все очень инерционно.

  • Егор (ТехВилл). Нужно проводить A/B-эксперимент: взять команду без агентов и команду с агентами, посадить на один продукт и замерять. Тогда можно прийти к конкретному числу. Без этого точно отделить эффект агентов тяжело. Но субъективно видим, как растет скорость. У продакта вообще счастье: агент может посмотреть всю БД и написать запросы, сделать прототипы в Figma, и все это хорошо работает. Субъективно с агентами я стал в 2 раза быстрее и в 3 раза ленивее. Тренд AI-first в компании однозначно есть, и ТехВилл одним из первых выпустил MCP к своим продуктам.

Какое будущее видите, в том числе для команд?

  • Валентин (MWS). Команды будут сокращаться, роли — меняться, траты на токены — расти. Мы в той же позиции, что и в начале прошлого века: лошади уходят, машины приходят. Но все меняется в десятки раз быстрее. Появятся продакт-инженеры, которые будут решать задачи от идеи до реализации.

  • Егор (ТехВилл). Отвечу от лица продактов. Мы не хотим. Мы резко против. Нам такое не нравится, но, скорее всего, мы там окажемся.

  • Кирилл (Сбер). Все уже меняется. Скоро хорошо будут платить за плитку, электропроводку и то, что нужно всем. В IT останутся только те, кому это очень нравится. Уходит время, когда можно было зазубрить книгу и изображать хорошего работника. Чтобы оставаться хорошим работником, надо гореть работой.

Блиц: ИИ усиливает сильные команды или маскирует слабые?

  • Егор (ТехВилл). ИИ — как контраст в рентгене. Если есть суперкрутые, он их подсветит. Если что-то плохо или кто-то слабый, это станет еще заметнее. Например, если задачи ставились плохо, то по плохой формализации агент и сделает плохо. Если говорить глобальнее, компания тоже должна быть готова быстро меняться. Если мы упираемся в инфобез, это проблема не команды разработки, и решать ее нужно выше.

  • Валентин (MWS). Я начинал разработчиком, ушел в управление и потерял навык разработки. Сейчас счастлив, потому что снова могу поставлять ценность от идеи до реализации. Если человек хочет учиться и развиваться, он будет делать это быстрее. Но современная модель мира будет делать людей менее умными.

  • Кирилл (Сбер). Зависит от общего фона. Если прийти в компанию, где никто не знает ИИ, будешь выглядеть недосягаемым. Но если все вокруг пользуются нейросетями и знают, как выглядит нейрослоп, а ты работаешь meat-proxy, все поймут, что ты деградировал и ничего не умеешь.

  • Валентин (MWS). Оппонирую. Если понимаете, что спрашиваете у ИИ, вы можете провалидировать ответ. Если базы нет, то что бы вы ни делали, провалидировать его не сможете. На первый план будут выходить базовые навыки: умение логически и критически мыслить. В IT останутся только те, у кого они есть. Остальных из IT выпилят, потому что они не смогут достигать того результата, которого достигнут люди с этими навыками.

  • Егор (ТехВилл). Согласен с Валентином. Я вот так вместе с ChatGPT сломал водонагреватель: решил, что справлюсь сам и сэкономлю на мастере. Теперь у меня новый водонагреватель.

Экономика внедрения ИИ в бизнесе в целом

До этого речь шла в основном об ИИ в IT, а финальный доклад Дарьи Никитиной из IBS был про внедрение ИИ в бизнесе в целом. Чтобы что-то продать бизнесу, нужно рассказать, какой эффект он получит.

В 2026 году больше 80% крупных компаний в России используют или тестируют LLM. Но ожидаемого эффекта достигают только 5–10% из них. В мире нейросети используют около 90% компаний, и только 35% замечают влияние ИИ на EBIT.

Почему внедрение ИИ не взлетает?

  • Для автоматизации выбран не тот процесс. Решение — аудит процессов.

  • Эффект нечем измерить, критерии успеха не сформулированы. Решение — планирование эффектов.

  • Завышенные ожидания без учета других затрат и рисков. Решение — тоже планирование эффектов.

Хорошая новость: это можно предотвратить аудитом процессов. Для экспресс-аудита выписывают все процессы и оценивают каждый по шести блокам (в скобках — вес блока в итоговом балле):

  • Процесс (25%): как часто он выполняется и насколько он повторяем;

  • Данные и технологии (20%): есть ли для процесса данные в электронном виде;

  • Риски (20%): насколько велика цена ошибки;

  • Контроль (15%): должны ли люди контролировать процесс на всех этапах;

  • Эффекты (15%): чего ждут от внедрения, о них поговорим ниже;

  • Орг. готовность (5%): в консервативных отраслях внедрять ИИ сложно, как и там, где руководство не заинтересовано в таком развитии.

Примерно так выглядит эта матрица. В первых столбцах — названия процессов, дальше по каждому процессу идут ответы на 22 вопроса, сгруппированные в шесть блоков. По оценкам считается скоринг бизнес-процессов. Процесс с баллом от 4 до 5 можно внедрять, от 3 до 3,99 — внедрять с контролем человека, от 2 до 2,99 — запускать пилот в режиме ассистента, ниже 2 — не внедрять.

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Итак, мы выбрали несколько процессов для внедрения ИИ. Теперь нужно спланировать эффекты. Для каждого процесса можно взять один-два подхода к оценке. Первые три подхода легко доказать, у последних двух самый большой потенциал роста, хотя доказывать их сложнее.

  1. Прямая экономия. Это снижение ФОТ, считают по замеру часов до и после внедрения.

    4689a0e97120286531b8d4af7721e3f0.png

  2. Масштабируемость бизнеса. Бизнес растет без увеличения штата и ФОТ.

    96aad9565630c766032169cf6b6168c8.png

  3. Снижение расходов и издержек. Меньше рисков, штрафов и налогов.

    2a5cc672454ec7f094aba12ffea11b32.png

  4. Рост выручки. Достигается за счет расширения воронки продаж и ускорения работы с ней.

    59ed579e65dc192197232310e51cd4ab.png

  5. Удержание клиентов. Агенты улучшают качество сервиса и скорость поддержки.

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Если первый подход легко доказать, то для пятого нужно считать промежуточные метрики и делить клиентов на две группы: с ИИ и без. Для оценки эффекта достаточно выбрать один подход, можно добавить второй. Если хотите доказать эффект, берите подходы 1–3, если хотите показать амбициозные планы — 4-й и 5-й.

Когда решение о внедрении ИИ принято, сначала проводят аудит процессов по матрице и выбирают для пилота 2–3 процесса. Потом планируют эффекты, выбирают метрики и по ним оценивают результаты пилота. По итогам решают, масштабировать ли внедрение, и составляют план доработки.

С первого дня нужны:

  • владелец процесса, заинтересованный во внедрении;

  • ИТ и данные, ведь без качественных данных ничего не взлетит;

  • риски и ИБ, без этого крупные B2B-клиенты не работают;

  • бюджет: важно понимать, кто заинтересован во внедрении и кто за него заплатит;

  • ключевые пользователи, на которых проводят внедрение и проверяют результаты.

Примеры кейсов клиентов IBS:

c2954d36283732c6e3fe9b0531601edf.png

ИИ появился давно, но не было технологий и мощностей для него. Задача, по словам Дарьи, — осознанно применять эти технологии в бизнесе и понимать, какой эффект вы получите.

Как прошел митап

На митапе мне понравились уровень докладов и нейро-DJ, которая объявляла каждого выступающего, а потом играла DJ-сет на афтепати.

eef941d2c2fd2b3dc4d76619b80180f4.png

Были закуски, чай и кофе, а на афтепати — пиво и вино. Стульев в зале хватало, и все доклады я слушал сидя. Что можно улучшить в следующий раз: разделить зону выступлений и фуршета. Начиная со второго выступления стало очень шумно, и выступающих не всегда было слышно, хотя, возможно, дело в акустике помещения. Еще я не совсем понял, кто был целевой аудиторией мероприятия. Было много технарей и продактов, в очереди за кофе я пообщался с инвестором, в зале было много руководителей. Это уже третье мероприятие по ИИ за год, на котором я бываю, и на каждом почему-то очень голодные люди налетают на еду.

Я сам когда-то организовывал крупные мероприятия и знаю, что на них всегда что-то идет не так. Если все идет идеально — жди беды. Здесь были негативные моменты, но мероприятие мне понравилось, а информация с митапа для меня крайне важна. Теперь пазл с ИИ у меня наконец сложился: я понимаю, что нужно сделать, чтобы настроить свой харнесс, и что предложить по этому поводу на работе.

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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]

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  • 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

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  • 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

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    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

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