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Как мы в Mentorpiece тестируем… стоимость AI-приложений

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Третья статья цикла про работу AI-QA-инженера (но написана без использования AI)

В предыдущих статьях:

Сейчас: как AI-QA-инженеру сэкономить много денег для проекта и компании?

Напомню принципы этой серии статей про тестирование AI:
1. Очень простой подход - говорим про то, что большинство тестировщиков могут освоить и без глубокого знания программирования.
2. Очень прикладной подход - это не голая теория, а то, что уже используется для тестирования AI-функционала на коммерческих проектах в компаниях с платящими клиентами (а не в пет-проектах или стартапах на начальных стадиях)

Зачем тестировать стоимость AI-приложения

На некоторых проектах QA-инженеру приходится доказывать свою полезность.
В случае AI-проекта это тем более может быть актуально.

Здесь на помощь может прийти простое правило AI-разработки:

"Каждый квартал появляется AI-модель, которая эффективнее и дешевле используемой на проекте сейчас".

Лучший способ заработать себе очки в глазах коллег - это провести небольшое тестирование и найти модель лучше той, которая используется на проекте сейчас.
Наш кейс: в результате тестирования найдена модель, которая в 20 раз дешевле и дает на 60% меньше ошибок.

Есть много различных метрик, оценивающих тот или иной аспект AI-модели: например, релевантность (Relevancy), точность (Accuracy), корректность (Faithfulness), ясность (Clarity), уровень галлюцинаций (Hallucinations) и так далее.

Есть не меньшее число бенчмарков - стандартизированных наборов данных или задач, помогающих сравнивать производительность моделей в определенной области: MathQA (Математические вопросы и ответы), MMLU (Масштабное многозадачное понимание языка) или свежий HealthBench (Производительность и безопасность моделей в медтехе) и прочие.

Но правда состоит в том, что всё это оценки работы моделей на усредненных данных. И для ваших данных и вашего функционала они, скорее всего, правильные результаты не покажут. Тем более что некоторых именитых оценщиков производительности LLM ловят на том, что они дают преференции AI-моделям грантодателей.
Так что слепо доверять бенчмаркам и рейтингам не стоит.

Логичный выход - проверить качество работы разных моделей именно для собственных задач.

Это особенно актуально потому, что токены не бесплатные. На проектах со специфическими задачами используются кастомизированные модели, разворачиваемые на собственных мощностях. Но на многих проектах используются API AI-провайдеров, а они ежедневно потребляют какое-то количество денег компании.
Даже один запуск собственных тестов QA-инженера может съедать ощутимую сумму.
Поэтому вопрос цены ресурсов при AI-разработке не является абстрактным или второстепенным.

Посмотрим на два основных вида стоимостного тестирования - тестирование стоимости модели (AI Model Costs Testing) и тестирование стоимости реализации (AI Implementation Costs Testing).

Как тестировать стоимость AI-модели

Разные модели дают разное качество.

Использование разных AI-моделей стоит разных денег.

Было бы логично предположить, что чем AI-модель дороже, тем она лучше работает. Но это далеко не так. Опять же вернемся к мысли из предыдущего абзаца - всё зависит от ваших собственных данных, сценариев использования и того, в каких целях AI-модель используется.

Самый простой способ - прогнать функционал AI-приложения, настроенные промпты и все остальное на разных моделях разных провайдеров с разными температурами и сравнить коэффициент валидности тестов.

Легче всего это делать на примере бинарного вывода из предыдущей статьи Тестируем AI-приложения на практике. Черный ящик: бинарный вывод - ведь бинарный вывод дает четкий ответ "да" или "нет" и поэтому сравнивать результаты выполнения разных конфигураций легче. В Mentorpiece для этого используется небольшой фреймворк ai_manager - который позволяет быстро конфигурировать нужные провайдеры/модели, параллельно прогонять по ним тесты с учетом rate limits разных провайдеров, а результаты прогонов получать сразу в Google Sheets.

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Столбцы - это тесты.
Строки - это прогоны тестов на разных моделях разных провайдерах с разными температурами.
Ячейки - это:
- Passed (зеленый) - результат теста истинно положительный или истинно отрицательный
- Failed (красный) - результат теста ложно положительный или ложно отрицательный
- Crashed (белый) - модель “упала” и не вернула ответ. На момент прогона тестов подобным грешил Gemini.

Как мы видим, разные прогоны одних и тех же тестов по разным моделям дают разные результаты.

И прогоны по разным температурам одной и той же модели тоже дают разные результаты.

Так как результаты тестов логгируются сразу в Google Sheets, то за пару секунд строим Pivot Table со средними результатами прогонов по всем провайдерам/тестам/моделям:

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Что мы видим?

Gemini из-за своих падений оказался аутсайдером со средним результатом 81.5%

Среди моделей OpenAI самый хороший коэффициент валидности тестов 97.8% у gpt-4.5-preview. Одновременно это и самая дорогая модель, которую, скорее всего, из-за этой дороговизны и выводят из эксплуатации. Жаль, она была действительно качественной.

Самый же лучший результат - у claude-3-7-sonnet-20250219. Коэффициент валидности тестов составляет 99.2%.

Таким образом получается, что конкретная модель claude дает на 63% ошибок меньше, чем самая дорогая модель у OpeanAI.

Если же вспомнить про стоимость, то результат становится еще более интересным. Стоимость gpt-4.5-preview составляла $75 за миллион входных токенов, а claude-3-7-sonnet-20250219 - всего лишь $3.75.

В 20 раз дешевле при гораздо лучшем коэффициенте валидности тестов!

На момент чтения вами этой статьи наверняка в фаворитах уже другие модели с другими возможностями и стоимостями. Но основную мысль вы уже поняли.

Частный случай тестирования стоимости: Роутинг

Роутинг - это когда запросы отправляются приложением в ту или иную AI-модель по определенному условию.

Классический случай роутинга - когда более простые запросы заправляются в более дешевую AI-модель, а более сложные запросы - в более продвинутую и поэтому более дорогую AI-модель. Это тоже позволяет ощутимо снизить стоимость использования AI-моделей.

Здесь тестирование достаточно очевидное - мы прогоняем тесты на более дешевой модели и выделяем те, которые прошли успешно. Проверяемый ими функционал будет работать на дешевой модели.
Те тесты, что прошли неуспешно, нужно проанализировать. Проверяемый ими функционал, скорее всего, будет использовать более дорогие модели.

Как тестировать стоимость реализации

Здесь мы говорим про более сложные тесты, которые уже могут выходить за пределы квалификации AI-QA-джуна.

Напомню, что с точки зрения QA-инженера виды AI-функционала мы в Mentorpiece раскладываем на бинарный вывод (binary choice), семантический поиск (semantic search), генерацию (GenAI) или классификацию (classification).

Поговорим про генерацию - наиболее известное широкой публике применение AI-моделей для написания текстов, генерации идей, изображений/аудио/видео. В случае такого функционала нам надо как-то помнить контекст диалога - всю предыдущую историю сообщений пользователя и AI-модели в рамках текущего сеанса. Иначе модель будет страдать ретроградной амнезией и не сможет отвечать на "догоняющие" вопросы пользователя.

Самый популярный метод управления контекстом - это хранение списка всех предыдущих сообщений и их передача в модель с каждым новым сообщением. И все бы неплохо, но снова старое "но" - токены у нас платные.

Если мы будем хранить и передавать модели весь-весь контекст, то это будет замечательно с точки зрения пользователя, но будет не очень с точки зрения стоимости - контекст с продолжением разговора будет становиться всё больше и каждое следующее сообщение будет стоить всё дороже. Есть еще и одна неприятная особенность - "перегрузка контекстом" (Context Overload) - когда слишком большой размер контекста приводит к росту ошибок у AI-модели.

Есть и обратное решение - передача модели только ограниченного контекста. Например, только последних 5 сообщений. Это, несомненно, дешевле полного хранения контекста. Но не страдает ли в этом случае пользовательский опыт?

Как лучше поступать в случае конкретного проекта, должно быть определено исходя из функционала продукта с помощью данных, полученных AI-QA-инженером. Оценка контекстной точности (Contextual Precision), контекстная полнота/полнота охвата контекста (Contextual Recall) и другие метрики, прогнанные на разных конфигурациях приложения - это то, что позволит команде найти лучшую по соотношению качество/стоимость конфигурацию.

Так как это более сложные метрики, то для работы с ними лучше использовать фреймворк для оценки качества AI-моделей DeepEval или его аналоги.

Тестировщик теперь может не только влиять на какое-то там качество продукта - которое невидимо и сложно измеримо. Он может помочь проекту и компании сэкономить очень конкретное количество денег. И тем самым повысить свою "стоимость" в глазах коллег.

Продолжение

В следующей статье "Как тестировать AI на практике - Черный ящик, семантический поиск" говорим про очень интересное тестирование - когда мы тестируем AI при помощи другого AI. Так называемый LLM-as-a-Judge.


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Скрытый текст
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Становимся продвинутым QA - анонсы статей по Gray-Box тестированию AI.

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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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