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Сопоставление номенклатур товаров ресторанов и поставщиков с помощью LLM — Case Study для ресторанного холдинга

Привет, Habr! На связи Александр Сулейкин. к. т. н. и СЕО ИТ-компании “ДЮК Технологии”. Совместно с нашим экспертом по LLM-решениям Романом Бабенко подготовили новую статью по теме применения LLM для задачи сопоставления номенклатур товаров и поставщиков - типовой задачи, с которой часто сталкиваются менеджеры по закупкам. Статья подготовлена на базе реального Use Case пилотного внедрения в крупном ресторанном холдинге.

a638d65f6337065a22a4a819f1068aa0.png

1. Актуальность

В современном ресторанном бизнесе правильное сопоставление номенклатур товаров между ресторанами и их поставщиками является критически важной задачей. Эффективное управление запасами и оптимизация закупок напрямую влияют на прибыльность бизнеса. С увеличением количества поставщиков и разнообразия продуктов, традиционные методы сопоставления становятся менее эффективными. В этом контексте использование специализированных цифровых ассистентов на основе больших языковых моделей (LLM) открывает новые горизонты для автоматизации и повышения качества сопоставления номенклатур товаров, и, более глобально - списка 1 со списком 2.

2. Описание Case Study

Наша команда разработала пилотный проект для одного крупного ресторанного холдинга, целью которого была автоматизация процесса сопоставления номенклатур товаров.

Описание целевой задачи: По заданному наименованию товара от клиента (ресторана) необходимо осуществлять автоматический поиск аналогов в общей базе товаров поставщиков.

Подбор аналога должен осуществляться по заданным критериям разделения товаров из базы на три категории:

  • Категория 1: точно подходящие позиции;

  • Категория 2: потенциально подходящие позиции;

  • Категория 3: не подходящие позиции.

Система должна сама формировать критерии разделения на категории исходя из полученного наименования товара и правил, учитывающих группу товара и требования ресторана.

В рамках разработки пилота были введены ограничения на осуществление ранжирования списков товаров по полученным от заказчика критериям для пяти групп продуктов: креветки, угорь, сыр пармезан, сыр творожный и масло сливочное.

Пример заданных критериев для классификации номенклатур в списке креветок представлен в таблице 1.

Таблица 1 — Пример критериев для отнесения номенклатуры списка креветок к одной из трех категорий

Категория

Критерии

Категория-1 (точно подходящие позиции) - выделяются зеленым цветом

Критерии:

- бренд Парменте / Parmente

Категория-2 (потенциально подходящие позиции) - выделяются желтым цветом

Критерии (все):

- Все позиции, которые в своем названии не содержат "сыр мягкий";

- Все позиции, которые в своем названии не содержат упоминания таких стран, как Швейцария и Италия, так как это априори будет считаться импортом;

- Все позиции, которые в названии не содержат слова "голова" либо имеют вес от 4,5 кг и более;

- Все позиции, которые в названии не содержат такие слова как "Премиум"/ "Эксклюзив".

Категория-3 (не подходящие позиции) - выделяются красным цветом

Все остальные позиции

3. Популярные классические методы решения задачи сопоставления

Традиционные методы сопоставления товаров обычно включают:

  • Ручное сопоставление: требует значительных временных затрат и подвержено человеческим ошибкам.

  • Алгоритмы на основе правил: использование заранее заданных правил для сопоставления, что может быть неэффективно в условиях разнообразия и изменчивости данных.

  • Машинное обучение: применение моделей, обученных на исторических данных, однако они часто требуют большого объема размеченных данных и могут не справляться с новыми номенклатурами товаров. Процесс обучения также может быть трудоемким.

4. Архитектура решения с помощью LLM-модели и системы DUC SmartSearch

При разработке различных ИИ-ассистентов мы используем платформу продукта DUC SmartSearch на базе Danswer/ Flowise. Подробнее о возможностях системы SmartSearch можно узнать на сайте: https://duc-technologies.ru/smartsearch.

Мы уже реализовали множество ИИ-ассистентов в разных сферах, примеры проектов можно также найти на Habr - https://habr.com/ru/articles/850998/ - ИИ-ассистент для форматирования резюме в HR-Tech, https://habr.com/ru/articles/829022/ - чат-бот помощник на базе “Карты знаний” и др.

Верхнеуровневая схема архитектуры пилота системы для ранжирования списка товаров по заданным критериям представлена на рисунке 1.

Рисунок 1 — Пилот системы для ранжирования списка товаров. Верхнеуровневая схема архитектуры
Рисунок 1 — Пилот системы для ранжирования списка товаров. Верхнеуровневая схема архитектуры

Работа пользователя с системой реализована через интерфейс мессенджера Telegram. Бот принимает на вход для обработки файлы таблиц Excel в формате .xlsx. Список номенклатур продуктов должен находиться на первом листе, в первом столбце начиная с первой строки.

В результате обработки система добавит во второй столбец номер категории (1, 2 или 3) для каждой номенклатуры из списка. Проведет сортировку всего списка по возрастанию номера категории и выполнит заливку строк цветом:

  • Категория 1: зеленый цвет;

  • Категория 2: желтый цвет;

  • Категория 3: красный цвет.

На рисунке 2 представлен пример результата ранжирования списка товаров одной из групп после обработки моделью:

Рисунок 2 — Пример результата обработки списка товаров
Рисунок 2 — Пример результата обработки списка товаров

Общий процесс классификации наименований товаров на категории представлен на рисунке 3.

Рисунок 3 — Общий алгоритм классификации наименований товаров в пайплайнах обработки
Рисунок 3 — Общий алгоритм классификации наименований товаров в пайплайнах обработки

Далее приведены инструкции (промпты) для большой языковой модели (LLM), осуществляющей двухэтапные проверки соответствия наименований товаров заданным критериям для каждой группы.

1) Креветки

Этап

Критерии

Проверка соответствия Категории 1

Роль: Ты цифровой помощник менеджера поставок продуктов ресторанного холдинга.

Ты получаешь от пользователя наименование товара (креветок), которое необходимо проверить на соответствие всем заданным критериям и вывести результат.

Словарь:

с/м - свежемороженные;

с/х - с хвостом;

б/г - без головы.

Задача:

Выведи 1, если наименование товара соответствует всем критериям ниже:

1) указан размер из списка ["21/25", "26/30"] +

2) указан текст из списка ["очищ", "очищ.", "очищен."] +

3) указан текст из списка ["с хвостом", "на хвосте", "с/х", "с/хв", "н/хв", "с хв."].

Критерии могут быть указаны в наименовании товара в любом порядке. ВАЖНО чтобы наименование товара соответствовало всем выше перечисленным критериям.

Выведи 0, если наименование не соответствует хотя бы одному из выше приведенных критериев.

Наименование товара:

{input}

Если пользователь не передал наименование товара, относящееся к креветкам - выведи пустую строку "".

Ничего не выдумывай.

Проверка соответствия Категории 2 или 3

Роль: Ты цифровой помощник ресторанного холдинга.

Ты получаешь от пользователя наименование креветок, которое необходимо проверить на соответствие заданным критериям и вывести результат.

Словарь:

с/м - свежемороженные;

с/х - с хвостом;

б/х - без хвоста;

б/г - без головы.

Задача:

Выведи 2, если наименование товара соответствует всем критериям ниже:

1) указан размер из списка [16/20, 21/25, 26/30] +

2) указан текст из списка ["очищенные с хвостом", "очищ.", "очищен.", "очищ, с хв.", "очищ. с/х", "без головы", "б/г."] +

3) не указан текст из списка ["в (кокосовой) панировке", "в/п", "в панцире", "панцирь", "пресноводная"].

Выведи 3, если наименование не соответствует хотя бы одному из выше приведенных критериев.

Если пользователь не передал наименование товара, относящееся к креветкам - выведи пустую строку "".

Ничего не выдумывай.

Наименование товара:

{input}

В результате был разработан пилот системы, которая получает на вход от пользователя список номенклатур определенной группы товаров и наименование группы товаров, обрабатывает список по заданным критериям для каждой группы и на выходе предоставляет ранжированный список с определенной категорией в каждой строке.

4.1. Основные вызовы и подводные камни при использовании LLM в рамках Case Study

Несмотря на преимущества, использование LLM также связано с рядом вызовов:

  • Качество данных: неполные или некорректные данные могут негативно сказаться на результатах.

  • Обучение модели: требуется значительное количество данных для обучения, что может быть сложно собрать.

  • Интерпретируемость: LLM могут давать результаты, которые сложно интерпретировать для пользователей.

  • Зависимость от контекста: модели могут не всегда правильно понимать контекст, что приводит к ошибкам в сопоставлении.

Ниже описание “подводных камней” при обработке данных в рамках данного пилота:

  1. Креветки: Easy Peel модель понимает как очищенные, но это не верно.

  2. Пармезан: Палермо - это город в Италии. Модель если находит слово Палермо, считает что название содержит упоминание об Италии

  3. Судя по валидационным данным указание целой головы или ее части влияет на выбор номера категории. Например, наименование, содержащее «1/2 голова» может быть в Категории 2.

  4. Слово Deluxe модель ассоциирует со словами Премиум или Эксклюзив. Для исключения таких ассоциаций в промпт добавляется словарь с необходимыми разъяснениями для слова Deluxe.

  5. Масло сливочное: Ранферли - это город в Зеландии. Модель, если находит слово Ренферли, считает, что название содержит упоминание о Зеландии (ошибочно присваивает 1 категорию).

Как правило, такие проблемы решаем через формирование словарей или промпты. Однако такие случаи выявляются только после тщательного тестирования всех сценариев работы. В этом, зачастую, и кроется большая часть трудоемкости внедрения, чтобы решение соответствовало заявленному качеству.

5. Результаты внедрения

Оценка метрики качества классификации на категории осуществлялась на основе расчета точности (Accuracy) — доли правильно классифицированных объектов среди всех объектов в каждой группе товаров.

Таблица 2 — Оценка качества классификации групп товаров согласно заданным критериям

Группа товара

Accuracy
(Валидационная выборка)

Accuracy
(Тестовая выборка)

Креветки

81

80

Угорь

88

85

Сыр творожный

99

96

Сыр пармезан

96

77

Масло сливочное

90

81

Среднее арифметическое

90,8

83,8

6. Масштабирование решения до целевого

В целевом решении предлагается использовать LLM для определения критериев ранжирования списка товаров поставщиков из получаемого наименования товара от клиента (ресторана).

Для составления критериев на вход модели подается вся необходимая информация:

  • Наименование товара,

  • Правила составления критериев для определенной группы товаров,

  • Дополнительные требования от клиентов.

На выходе модель составляет критерии ранжирования, которые используются на следующем шаге другой моделью для классификации списка товаров на категории (данная модель как раз апробирована в пилоте).

При необходимости модели возможно дообучить на примерах составления критериев и классификации (обычно делаем только в случае, когда другие методы не работают).

Рисунок 4 — Концепт архитектуры целевого решения
Рисунок 4 — Концепт архитектуры целевого решения

Заключение

По многим прогнозам экспертов, 2025 год будет годом активного развития ИИ-агентов и внедрения LLM-решений в бизнес. Компании, внедрившие ИИ-агентов уже получают выгоды от автоматизации, повышение лояльности клиентов и оптимизацию расходов на персонал, выполнение рутинных задач и т.д.

Активное внедрение ИИ-агентов - время недалекого будущего, которое активно наступает, а задача сопоставления номенклатур товаров будет, на наш взгляд, одной из наиболее востребованных у бизнеса.

P. S. Больше новостей об ИТ, ИИ и наших кейсах в моем авторском телеграм-канале: t.me/dataundercontrol.

[Реклама удалена мод.]

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  • 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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