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[Перевод] 4 типа Gen AI проектов, которые реально работают в бизнесе

Это перевод моей же статьи на Medium. Ее оригинал находится по этой ссылке.

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Современный бизнес уже очень сложно представить без Gen AI.

Согласно отчету Microsoft от 24 июля 2025 года (ссылка):

  • Sandvik увеличил продуктивность сотрудников до +30%, ускорил обучение и улучшил клиентскую поддержку с помощью Manufacturing Copilot.

  • Topsoe добился 85% внедрения ИИ среди офисных сотрудников за семь месяцев.

  • Toshiba с помощью Microsoft 365 Copilot сэкономила 5,6 часа в месяц на сотрудника, оптимизировала процессы закупок и поиска документов.

  • Volvo Group сэкономил более 10 000 человеко-часов, автоматизировав обработку документов.

И это только малая часть достижений. Только этот отчет предлагает нам 1000 историй успеха.

Неудивительно, что ни один руководитель бизнеса в мире не хочет отстать в этой набирающей обороты Gen AI революции и стремится быть среди первых.

Мне посчастливилось поучаствовать в координации внедрения Gen AI инструментов в Яндексе на уровне всей компании (на момент написания статьи процесс в самом разгаре). Огромная часть моей работы — знакомиться с различными командами, оптимизирующими свои внутренние процессы, собирать и обсуждать идеи, оценивать перспективы разработанных прототипов, помогать масштабировать удачные наработки. Причем изучаю я, конечно же, не только команды внутри Яндекса, но и за пределами компании.

За время этой работы я понаблюдал очень много идей и проектов и, нужно отметить, что далеко не все из них настолько кричаще успешные, как в статье от Microsoft. Где-то профит несоизмерим с положенными в разработку инструмента затратами, где-то успеха вообще не получилось достигнуть.

Подобные результаты обычно фрустрируют команду и охлаждают оптимизм относительно Gen AI (а зря!). Даже инженеры начинают относиться к современным нейросетям весьма скептически. Тут нужно отметить, что я сейчас говорю не о возможности писать код в Cursor'е (тут какую-то выгоду находят практически все), а о создании отдельных AI инструментов, которые «по кнопке» автоматизируют какую-либо рутину.

На самом деле причина недовольства обычно кроется в том, что команда сразу пытается создать чудо-примочку, которая решает максимально сложные комплексные задачи. Однако для этого практически всегда недостаточно просто написать промпт на 15 строк. Процесс этот состоит из множества проб и ошибок, больше напоминая исследовательскую экспериментальную работу, нежели классическое программирование, к которому больше привыкло большинство AI энтузиастов из IT отделов.

Для успешного внедрения Gen AI в энтерпрайз процессы начинать стоит с чего-то попроще. Я разделил основные типы успешных проектов на 4 условные категории. Далее пройдемся по ним, и я объясню, как быстро и просто получить пользу и зарядить команду технооптимизмом для решения более сложных задач с AI.

1. Поиск по внутренней документации

Все знают, как отлично ChatGPT, Claude Sonnet, Gemini, Grok, Qwen, DeepSeek и все остальные LLM рассуждают практически на любую тему, про которую можно прочитать в интернете. Это впечатляет! Но совершенно не работает, когда вы хотите вместе с нейросетью «обмозговать» свой внутренний рабочий проект, потому что она ничего про ваши проекты не знает.

Например, вы создали дизайн-макет или составили контракт, или подготовили презентацию, или любой другой внутренний документ и хотите проверить, насколько он соответствует корпоративным гайдлайнам. Очень здорово было бы решить такую задачу, просто задав вопрос LLM «соответствует ли мой документ гайдлайнам?»

Однако зачастую объем этих гайдлайнов (особенно в больших корпорациях) может превосходить размер контекста, который может принять на вход любая из современных LLM. А значит, загрузить все это в один промпт не получится. Это проблема, но отчаиваться рано — задачу можно решить, внедрив технологию, которая называется RAG.

Если не вдаваться в детали, RAG — это такой специальный вид базы данных, куда можно сложить любые документы в виде, удобном для поиска нейросетью. То есть, сложив в этот RAG корпоративные гайдлайны, запрос с проверкой документа на соответствие им можно будет задать. Как и множество любых других вопросов. Нейросеть будет работать так, как будто теперь она все знает о ваших внутренних процессах. (Ладно, ок, я лукавлю, работает это обычно похуже, чем рассуждения LLM об открытой информации в интернете, но в любом случае — гораздо лучше ручного поиска по документации).

Если вы еще не завели RAG'и на всю вашу внутреннюю документацию — обязательно попросите ваших ИТ специалистов поскорее это сделать. Это несложно и очень сильно помогает.

2. ЧЕРНОВИК суммаризации данных из различных источников

Предположим, у вас есть рутинный процесс, в котором нужно брать большое количество информации и делать из нее краткую, но информативную выжимку. В этом случае сотрудники часто впадают в прокрастинацию. Такие задачи очень неприятно начинать делать. И вот тут очень хорошо помогают LLM. Они отлично справляются с задачей подготовки ЧЕРНОВИКОВ для подобных задач.

Я намеренно выделил слово «черновик», поскольку многие команды, за которыми я наблюдал, пытаются сразу сделать инструменты по суммаризации данных, которые работают безупречно, и это у них не получается (потому что LLM вообще достаточно часто галлюцинируют).

И вот тут нужно понять очень простую вещь — в таких задачах вам совершенно необязательно достигнуть 100% качества. Достаточно получить черновые варианты суммаризации, поправить которые руками быстрее, чем написать все с нуля. И вы уже получаете выгоду, после чего займетесь улучшением промптов, которые приведут к повышению качества системы «из коробки».

Примеры подобных проектов:

  • Pressw.ai — автоматическое суммирование встреч Коммерческий кейс: LLM обрабатывает стенограммы встреч, делает черновой суммарный отчёт. Идея в том, чтобы LLM сделал первый проход, затем — уточнения через повторные запросы ("chain of density") и правки человеком.

  • Обзор клинических текстов с LLM. Систематический обзор показал множество исследований, где LLM используются для суммаризации медицинских документов (особенно радиологических отчётов). В большинстве случаев они создают черновые версии, а эксперты проверяют и дорабатывают их.

  • Datadog — автоматизация постмортемов инцидентов. На Datadog разработали систему, которая берёт структурированные данные инцидентов + обсуждения из Slack и генерирует черновой отчёт (postmortem) с помощью ансамбля LLM. Результат — значительная экономия времени инженеров, при этом обработку и правку делают люди.

3. Генерация медиаконтента

Почему именно медиаконтент? Ровно потому же, почему и черновики в предыдущем пункте. Нейросети галлюцинируют.

Если вы попытаетесь генерировать контент, для которого важна точность — вы непременно ввяжетесь в крайне сложную исследовательскую работу по замеру и улучшению качества, которая может растянуться не на один месяц. То есть не стоит ожидать быстрых побед в задачах вида: сделать автономного AI программиста (потому что чуть-чуть неработающий код — это полностью неработающий код) или автономного AI аналитика (чуть-чуть некорректные данные в аналитике могут пагубно сказаться на принимаемых бизнес-решениях).

Зато генерировать контент, который имеет только субъективную оценку (например, промо материалы), можно совершенно свободно. Если совместить эту генерацию с системой контроля за соблюдением корпоративных стандартов, про которую я писал в первом пункте — можно получить практически автономную фабрику контента.

4. AI агенты с понятными сценариями отката на «человеческий» процесс

Для начала определимся с тем, что такое AI агент. Это автономная система на базе искусственного интеллекта, которая самостоятельно принимает решения и выполняет задачи без участия человека. То есть это когда нейросеть может не только выдать вам какой-то ответ на ваш запрос, но и принять какое-то решение, и, более того — воплотить свое решение в жизнь.

Хороший пример — автоматизация первой линии саппорта. Достаточно несложно настроить нейросеть на обработку первичных обращений пользователей. Тут, кстати, очень сильно помогает использование RAG с вашей внутренней базой знаний из первого пункта.

Помимо ответов на вопросы можно научить нейросеть выполнять какие-то несложные действия с пользовательскими аккаунтами. Это очень сильно разгрузит вашу службу поддержки. Но! Очень важно жестко разграничить для нейросетевого агента границы дозволенного. Ни в коем случае нельзя давать возможность ИИ совершать необратимые действия, например, удалять аккаунты пользователей.

Причина все та же — нейросети галлюцинируют. Это неизбежно происходит в каком-то проценте случаев. Вот живой пример из недавнего прошлого:

Replit AI удалила прод базу данных

Поэтому все, что вы готовы поручить AI поддержке — должно быть обратимым и иметь возможность в любой момент переключиться на обработку оператором-человеком.


Собственно, вот те четыре сценария, которыми я хотел поделиться с вами в этой статье. Все пункты расположены в порядке увеличения сложности внедрения.

Мой совет: если вы только-только приступаете к LLMизации своей команды — начинайте с RAG'ов и черновой суммаризации — это даст наибольшую пользу за минимум времени и замотивирует сотрудников погружаться дальше в прекрасный мир Gen AI.

Источник

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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

  • 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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