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Как мы переманили пользователей удобным сервисом платежей

Всем привет! Меня зовут Александра Пилюгина, я продакт-менеджер команды «QR и Фотоплатеж» в управлении «Платежи», банк ВТБ. К нам каждый месяц приходит около 500 тысяч новых клиентов. Специально для них наша команда разработала сервис переноса платежей в ВТБ Онлайн, попутно решив множество проблем с распознаванием платежных документов и извлечения из них полезной информации.

Современные клиенты банков грамотны и взыскательны, что приводит их к постоянному поиску лучших условий во всем. При переходе в новый банк клиент ожидает легкости и экономии времени в своих регулярных платежах. Сегодня пользователи легко переносят музыку между сервисами, клонируют приложения между iOS и Android, сверхбыстро и просто обмениваются любой информацией и больше не желают терпеть скуку традиционных платежек со скрупулезным заполнением квитанций. Еще лучше, если все обязательные регулярные платежи будут проходить автоматически, без комиссии и не особо беспокоя владельца кошелька ненужными подробностями.

Заходите под кат — расскажу, как мы всё это делали.

Миссия, команда, вызов

Мы второй по величине банк в стране, и ежемесячно к нам переходят тысячи новых клиентов. Чтобы пользователи чувствовали себя комфортно, одна из наших задач — снять с них головную боль по переносу ранее настроенных платежей. Для этого в июне прошлого года мы запустили проект по созданию сервиса распознавания платежных документов.

На первый взгляд тут не было ничего сложного: клиент сканирует QR с платежки, после чего попадает на страницу платежа. Хорошо, что с нами сотрудничают 18,5 тысяч юрлиц, передающих в банк реестр начислений, и найти в них нужную позицию достаточно просто. Но приключения начинаются, как только мы убираем QR или штрихкод с документа и пытаемся распознать реквизиты. Так мы приходим к необходимости построить систему, которая быстро и точно извлекает 51 атрибут (именно столько параметров мы насчитали) из более чем пятнадцати типов документов.

Сейчас мы умеем распознавать следующие типы и подтипы:

  • разнообразные виды квитанций;

  • счета;

  • платежные поручения;

  • чеки (чеки банков сильно различаются по структуре: у одного банка, связанного с почтой, это вообще похоже на какую-то таблицу из документа);

  • реквизиты юрлиц (могут быть чем-то документообразным, а могут быть вообще набором цифр на клочке бумаги);

  • экзотические типы платежных документов.

Чтобы научиться распознавать их, нам пришлось собрать объемный датасет (по 1000 документов одного типа), позволяющий точно отнести подаваемый клиентом скан к определенному типу и подтипу, и обучить на нем несколько моделей машинного обучения. Но, прежде чем начать распознавать фото от пользователей, нам пришлось готовить их к распознаванию: убирать шумы, блики и ряд других отягчающих признаков. Вы не представляете, в каком виде нам могут приходить документы. Обратите внимание, что квитанция подписана «Оплачено ВТБ». Да, это мы.

Такие платежки мы учились распознавать
Такие платежки мы учились распознавать

Для проверки нашей системы в действии мы даже объявили внутренний конкурс на самое испорченное фото, где все-таки можно распознать реквизиты. Дело в том, что как разработчики мы не видим самих сканов от пользователей: данные клиентов защищены, — однако можем судить о попытках системы по логам и в целом понимаем, куда копать. Выше была одна фотография-призер этого конкурса, ниже — еще парочка. У нас была фотография, где клиенты решили, что вафля очень похожа на QR-код и мы точно что-то да распознаем. Увы, мы еще не внедрили чтение вафельных кодов.

Распознавать реквизиты без QR чуть сложнее
Распознавать реквизиты без QR чуть сложнее

Над задачей работала agile-команда из 14 специалистов, иногда расширяясь до 30 при подключении других команд. Помощь других отделов потребовалась, так как ограничением для команды стала необходимость по максимуму использовать текущие наработки банка. Команд у нас много, используемых ими зависимостей еще больше, поэтому наш сервис должен был аккуратно интегрироваться в существующие реалии и максимально переиспользовать существующие решения. Создание новых интеграций было бы очень затратно. Итак, мы начали работу.

Скорость или качество? И то, и другое, и можно без хлеба и переделки процессов

Когда создается сервис распознавания текста, разработчики стоят перед выбором: скорость или качество распознавания. К сожалению, как банк мы не смогли себе позволить выбрать что-то одно, поэтому пришлось мобилизоваться и оптимизироваться по обоим направлениям. Мы делали рефакторинг, сокращали длину пайплайна распознавания, оптимизировали алгоритмы преобразования изображений и распознавания текста, бились за каждую секунду и пиксель. Понятно, что в таких условиях трансформерным моделям было не выжить, и мы использовали deep learning, но не такой тяжелый. Кроме того, разработали целую плеяду эвристических алгоритмов, которые улучшают извлечение информации. Для документов сервиса была выделенная отдельная очередь, в которой воркеры обрабатывали только документы нашего сервиса.

Прежде всего начали с подготовки изображений. Понятно, что клиент вряд ли думает перед нажатием кнопки «фото» о том, как бы ему так получше сфотографировать квитанцию, чтобы бэк банка смог быстро и без ошибок распознать его чек или квитанцию. В результате команде пришлось иметь дело с ситуациями, когда:

  • документ сфотографирован под углом и вместо прямоугольника мы получили трапецию;

  • блики перекрыли текст;

  • фото снято при неравномерном освещении;

  • у нас слабое освещение;

  • у нас низкая контрастность;

  • снимок сделан с экрана монитора, и на фотографии яркая радуга с рябью;

  • сделали снимок с очень низким разрешением (попробуйте разложить длинный чек любого банка и сфотографировать его так, чтобы он уместился в один снимок);

  • снимок сделан на пестром фоне (например, ковра или дачной скатерти).

В результате нам приходилось работать с фотографией уровня «сделана в полночь в машине при свете приборной панели с помощью видавшего виды шестилетнего бюджетного смартфона». Знаете, оказалось, что можно «вытащить» и это фото.

Я понимаю, что в сложившейся ситуации универсального алгоритма перевода «ничего-не-могу-прочитать» картинки в фото с снежно-белым фоном и угольно-чёрными буквами не существует. Поэтому нам пришлось искать набор эвристических подходов, характерных для каждого типа документов, и использовать их. Сюда входит и бинаризация изображения, и различные сглаживания, и морфологические операции. Например, наличие гильоша на водительском удостоверении и СТС доставляет определенные сложности при распознавании текста. На квитанциях мелких УК часто встречаются полосы от печати на умирающих принтерах. Но благодаря предварительной классификации фотографий с помощью ML мы умеем понимать, какой именно тип документа перед нами, и запускать целевой набор эвристики конкретно под него.

В итоге мы получаем черно-белое изображение, которое максимально очищено от всевозможных артефактов и готово для передачи движку OCR. Конечно, есть и более мощные подходы к очистке, которые используют огромные нейронные сети для улучшения качества изображения. Даже в такой «классической» библиотеке, как opencv, реализован метод, который позволяет улучшить качество изображения, и называется он соответствующе — super resolution. Впрочем, добиться существенно повышения читаемости текста с этим алгоритмом нам не удалось. Более того, этот метод работал очень медленно, а заставлять пользователя ждать ответа — это верный шаг к тому, чтобы потерять его для нашего сервиса навсегда.

Итоговая архитектура нашего сервиса следующая. За определение типов документа у нас отвечает библиотека MobileNetV3, обученная на большом датасете, затем запускаются алгоритмы Computer Vision, уже используемые в банке (мы же помним про условие по максимуму использовать существующие наработки), но подобранные под каждый тип документа. После чего текст распознается OCR-движком, а эвристические алгоритмы, включая и NLP, извлекают платёжные атрибуты, которые передаются на оплату.

Раз уж заговорили про условие «по максимуму использовать готовые наработки», самое время рассказать, как мы встроились в процесс оплаты распознанных реквизитов. Как банк мы уже умеем работать с QR-кодами на квитанциях, знаем случаи их использования и вообще не одну собаку на них съели. Чтобы не перенастраивать рабочий процесс, сервис научился генерировать QR-код из распознанной информации, после чего мы просто подаем его в оплату и дальше движемся уже по накатанной.

Конечно, изначально были опасения, что лишний шаг генерации замедлит наш процесс, однако на практике создание QR занимает минимум времени, зато существенно экономит время на разработку и тестирование полновесных решений при совершенной неочевидности выгоды.

Спустя полгода…

На реализацию сервиса «Фотоплатеж» у нас ушло полгода. Если смотреть широко, то моя команда реализовала привычный для многих импорт/экспорт данных только применительно к банковской сфере и платежам. И это получилось удобно.

Прежде чем двигать продукт в прод, мы запустили внутреннее тестирование на сотрудниках банка. Именно тогда коллеги включились в челлендж «а вот ЭТО ты распознаешь?!», присылая фотографии, на которых система «не шмогла». По фидбэку мы активно вносили правки, дообучали модель и через три недели выпустили «Фотоплатеж» в релиз.

Одна из платежек нашего челленджа
Одна из платежек нашего челленджа

К слову, процесс дообучения продолжается. Мы следим за тем, в каких типах документов у сервиса возникают сложности, и совершенствуем модель и алгоритмы улучшения фото.

Также мы контролируем метрики и фидбэк по сервису и с радостью отмечаем, что сервис людям нравится. Мы постарались довести до ума не только распознавание, но и реализовали подписку на счета: единожды распознав документ, мы можем настроить связь с провайдером платежек и выводить уведомление в случае появления новых. И это оказалось полезным: люди возвращаются в сервис, работая с ним по формату подписки, потому что им так удобнее.

Заглянем в будущее и в себя

Без ложной скромности могу сказать, что сервис удался, ни один из банков не предлагает такой же функциональности. Мы разработали его в сжатые сроки, у него хороший фидбэк со стороны пользователей.

Мы по-настоящему гордимся результатом и не собираемся останавливаться на достигнутом. Да, мы уже умеем распознавать прямые платежки и далее развиваем сервис в сторону агрегаторов платежей. Для справки: агрегаторы — это такие прокси от мира финансов, они получают деньги на свой счет, а по непосредственным исполнителям финансы раскидываются уже внутри. Естественно, это рождает комиссии, которых хотелось бы избежать.

Как уже говорила, мы обладаем внушительным реестром юридических лиц, грузящих в наши системы реестры платежей. Поэтому сейчас занимаемся практически дата-майнингом, пытаясь определить прямых конечных получателей.

А какие задачи с OCR решаете вы?

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  • 09.10.25 08:37 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:40 pHqghUme

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  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:41 pHqghUme

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  • 09.10.25 08:42 pHqghUme

    can I ask you a question please?

  • 09.10.25 08:42 pHqghUme

    is it ok if I upload an image?

  • 09.10.25 08:42 pHqghUme

    e

  • 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

  • 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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