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Как мы собрали генератор тест-кейсов с GenAI под капотом

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В этом тексте расскажем, как мы за две недели собрали MVP генератора тест-кейсов на базе GenAI для компании IT Media Service. До этого ребята вручную писали сотни тест-кейсов и автотестов к каждому релизу, тратили на это тонны времени, а автоматизация требовала улучшения.

Команда заказчика пришла к нам с гипотезой: можно ли сделать так, чтобы вся эта рутина делалась почти автоматически — загрузил аналитику и макеты, а дальше система сама подготовит тест-кейсы, предложит автотесты и ничего не забудет. В процессе пришлось решать как архитектурные, так и сугубо инженерные задачи — от выбора стека до интеграции с нейросетями и Vision API, плюс сделать UI, которым реально удобно пользоваться.

Дисклеймер: прежде чем мы начнем, рекомендуем подписаться на «Голос Технократии» — мы регулярно рассказываем о новостях и новых релизах в сфере GenAI, а также делимся полезными мастридами и актуальными событиями.

Постановка задачи и ограничения

IT Media Service — компания, которая помогает другим бизнесам поддерживать порядок и прозрачность в ИТ-проектах. Казалось бы, автоматизация у них должна быть на максималках, но в реальности тестовая документация и автотесты оставались на ручном управлении. Каждый новый релиз — новые фичи и сценарии, обсуждения, правки, согласования между аналитиками и тестировщиками. Всё это оформлялось вручную: от написания тест-кейсов до подготовки автотестов.

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Классический подход работал на небольших, но по мере роста продукта команда начала тонуть в рутине:

  • проверка новых и старых сценариев каждый раз занимала всё больше времени,

  • появлялась путаница в версиях и историях изменений,

  • количество шаблонных и повторяющихся действий только росло.

В какой-то момент команда поняла: чтобы не задыхаться от ручной работы и не раздувать штат тестировщиков до бесконечности, нужно автоматизировать не только сами проверки, но и подготовку тест-кейсов и автотестов. Заказчик поставил задачу — сократить количество рутины и научиться генерировать качественные, понятные и максимально готовые к работе тест-кейсы и автотесты на базе уже существующей аналитики и проектной документации.

Ограничения тоже были суровые:

  • Времени на проверку гипотез было немного — мы договорились о сроке в две недели.

  • Технологии — желательно всё, что легко масштабируется и интегрируется с существующими сервисами ITMS.

  • Результат должен быть не «игрушкой для демо», а реально рабочим инструментом, который сможет выдержать боевые объёмы данных.

  • Качество генерации — минимум 80% совпадения с результатом ручной работы (прямо сравнивали с тем, что делают опытные тестировщики).

Бонус: всё это нужно было сделать с минимальными изменениями в текущих процессах — так, чтобы команда могла быстро внедрить инструмент в свою работу, не переписывая устоявшиеся пайплайны.

Архитектура и стек

Когда идет речь о разработке MVP для проверки гипотезы важно не изобретать велосипед и не уходить в избыточный enterprise, а собрать Proof-of-concept продукт, который можно быстро доработать и развернуть хоть локально, хоть в облаке. Архитектуру строили по принципу модульности, чтобы каждый компонент — хранение, бизнес-логика, интерфейс — жили на своём уровне, не мешали друг другу и могли меняться независимо.

Примерная схема архитектуры проекта
Примерная схема архитектуры проекта

Бэкенд

В качестве основы выбрали Python + FastAPI. Аргументы простые:

  • Python — оптимальный вариант для быстрого прототипирования и интеграции с OpenAI API.

  • FastAPI — быстрый старт для асинхронных сервисов, документация OpenAPI «из коробки», легко писать REST и гибко обрабатывать очереди задач.

  • Много готовых библиотек для работы с файлами, обработкой изображений, парсингом форматов, плюс хорошая поддержка работы с PostgreSQL.

Как интегрировали ИИ

Для генерации тест-кейсов и автотестов подключили OpenAI ChatGPT через API — нейросеть вытягивает смысл из аналитики и проектной документации, а на выходе формирует структуры, близкие к тому, что делают живые тестировщики. Плюсом использовали Vision API для работы с макетами и изображениями интерфейсов — так кейсы стали «видеть» детали, которые сложно описать словами.

Хранение данных

Все сценарии, тест-кейсы, макеты и связанная история хранятся в PostgreSQL. Для уникальности и одновременной работы множества задач — UUID. Плюс реализовали систему аудита — чтобы всегда было видно, кто и что поменял.

Фронтенд
Интерфейс написали на React + TypeScript:

  • Базированный стек для быстрой разработки сложных SPA.

  • Поддержка drag-and-drop, мгновенной фильтрации и работы с файлами.

  • Поддержка светлой и тёмной темы из коробки — важно для тестировщиков, которые любят настраивать рабочее окружение под себя.

Развёртывание

Всё приложение (и backend, и frontend) пакуем в Docker-контейнеры. Можно поднять локально, можно выкатывать в облако через CI/CD пайплайн. Такой подход упростил не только тестирование, но и масштабирование — если потребуется обрабатывать больше данных или добавлять новые сервисы.

Технические нюансы: от аналитики до автотестов

Как устроен пайплайн

Вся магия начинается с загрузки аналитики и макетов через UI. Пользователь просто перетаскивает нужные файлы (поддерживаем все популярные форматы — PNG, JPG, PDF, WebP), и система автоматически сохраняет их в PostgreSQL, привязывая к конкретной задаче или фиче. Каждый «сценарий» — это связка: аналитика, макеты, тест-кейсы, автотесты, история правок, комментарии.

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После загрузки происходит следующее:

Парсинг и препроцессинг:

Аналитика и макеты проходят через отдельные пайплайны. Текстовые данные разбиваются на структурированные блоки (фичи, требования, юзерстори). Макеты анализируются через OpenAI Vision API — генерируются описания интерфейсов, выявляются UI-элементы и сценарии.

Генерация тест-кейсов:

Python-скрипты формируют промпты для ChatGPT на основе всех доступных данных. Отдельно учитывается структура «Arrange–Act–Assert», приоритеты, предусловия. Ответ нейросети разбирается на этапы и сохраняется как черновик тест-кейса.

Обработка изображений:

Для изображений используется отдельный сервис — асинхронно отправляет макеты в Vision API, собирает структурированные данные и подмешивает их в общий контекст задачи.

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Проверка дубликатов:

Перед финальной записью проверяем, нет ли похожих кейсов или автотестов. Это спасло от постоянных накладок в команде: если кейс уже был, система подсказывает и предлагает обновить существующий.

Генерация автотестов:

Когда тест-кейсы готовы, второй пайплайн превращает их в автотесты. Тут всё зависит от выбранного фреймворка: для Python — pytest, для JS — Jest и т.д. Генерируется рабочий шаблон, который можно сразу запускать или дорабатывать руками.

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Что делали для производительности и устойчивости

Асинхронные очереди задач на FastAPI, чтобы не блокировать UI при генерации больших объёмов кейсов.

Docker для изоляции сервисов: генерация тестов, Vision API-интеграция, хранение файлов — всё вынесено в отдельные контейнеры.

Логирование всех операций и аудит изменений — чтобы любой тестировщик мог откатиться к нужной версии сценария.

Иногда сталкивались с проблемами

Качество исходных данных критично: если аналитика размазана или макеты в непонятных форматах, AI начинает «галлюцинировать».

Vision API не всегда идеально распознаёт сложные интерфейсы, особенно если макет нестандартный.

Генерация автотестов для нескольких языков потребовала написать свои шаблонизаторы, т.к. универсальных решений нет.

Получилось ли подтвердить гипотезу?

Напомню, что глобально задача стояла так — сможет ли искусственный интеллект выдавать такие тест-кейсы, чтобы их можно было сразу брать в работу, не тратя кучу времени на доработки? Чтобы разобраться, мы загрузили в систему реальные аналитические документы и проектные материалы, а затем сравнили автоматически сгенерированные кейсы с теми, что раньше вручную делали опытные тестировщики. Критерий успеха был довольно строгий — минимум 80% совпадения по структуре и содержанию с «ручными» кейсами.

Результаты, честно говоря, удивили даже нас: большая часть тест-кейсов, которые выдал AI, не требовала ручной правки, а команда тестирования могла сразу использовать их в работе. То же самое касается автотестов — система генерирует код автоматически, что реально ускоряет запуск новых фич.

«Эксперимент показал, что ИИ может делать не только тест-кейсы, но и автотесты такого качества, что их сразу можно применять на практике. Мы гоняли разные варианты промптов и наборы документов — и система показала себя лучше, чем ожидали», — рассказывает Степан Русаков, руководитель департамента качества IT Media Service.

Постоянный контакт с командой заказчика позволил быстро доработать алгоритмы: мы оперативно убрали дублирующие сценарии и учли особенности разной проектной документации. В итоге сервис получился предсказуемым и стабильным — именно того мы и хотели.

Вместо выводов

Для нас этот проект стал живым доказательством: ИИ-инструменты могут не только снимать рутину с команды, но и реально расширять возможности — как по скорости, так и по качеству. IT Media Service получили инструмент, который полностью меняет подход к тестированию: документация теперь создаётся автоматически, автотесты появляются буквально по требованию, а прозрачность и качество не страдают.

«Работать с вами было приятно: удивлён, что всё получилось так быстро и сразу взлетело. В итоге мы получили не только все обещанные фичи, но и те полезные вещи, о которых даже не просили», — делится мнением Степан Русаков.

Видим, что подобные решения не просто разгружают команду, а дают бизнесу уверенность: процессы ускоряются, качество не падает, а эксперты могут сосредоточиться на действительно важных задачах.

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 14.10.25 08:46 robertalfred175

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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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