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Большой тест 12 LLM моделей на арифметику (~100 тыс запросов)

Предисловие к эксперименту

Во время моих интенсивов по ИИ нередко бизнес приносит идеи, которые имеет смысл автоматизировать классическим способом, без ген ИИ. Например расчет ликвидности, когда на входе бухгалтерский баланс в PDF, а на выходе финансовые параметры, рассчитанные по конкретной формуле. Другой пример, это подсчет калорий блюд при динамическом составлении меню на 5-дневное мероприятие для 40 человек.

При этом в ходе личных экспериментов очень часто бизнес получает нужный результат, как бы опровергая мой посыл не использовать LLM для математики, хотя начиная с некоторого объема расчеты начинают глючить, что ожидаемо. Я решил выяснить на трех математических операциях сложение, вычитание, умножение, когда LLM начинает врать.

Для этого были созданы пары чисел от 1 до 7 разрядов и над ними проведены математические операции с помощью 12 разных моделей. Ответ сравнивался с правильным. Что получилось в итоге, смотрим ниже.

Эксперимент: Математические способности моделей ИИ

Аннотация

Данное исследование представляет масштабный эксперимент по оценке математических способностей современных моделей искусственного интеллекта. Было протестировано 12 ведущих моделей ИИ на решении 98,280 арифметических задач различной сложности.

Методология

  • Количество моделей: 12

  • Общее количество задач: 98,280

  • Типы операций: Сложение (+), вычитание (-), умножение (*)

  • Диапазон сложности: Числа от 1 до 7 цифр

  • Параметры генерации: 100 случайных пар чисел для каждой комбинации размерностей

  • Промпт: Calculate this arithmetic expression and return ONLY the numeric result: {}

Тестируемые модели

  1. Google Gemini 2.5 Pro Preview (05–06)

  2. Anthropic Claude 3.7 Sonnet

  3. Google Gemini 2.0 Flash (001)

  4. Anthropic Claude Sonnet 4

  5. DeepSeek Chat v3 (0324)

  6. OpenAI GPT-4.1

  7. Google Gemini 2.5 Flash Preview (05–20)

  8. OpenAI GPT-4.1 Mini

  9. Google Gemma 3–27B IT

  10. OpenAI GPT-4o Mini

  11. Llama-3.3–70B Instruct

  12. xAI Grok-3-Beta

    Llama создана компанией Meta. Meta признана экстремистской организацией, ее деятельность в России запрещена.

Критерии оценки

— Точность: Процент правильно решенных задач
— Успешность запросов: Процент успешных ответов (без технических ошибок)
— Анализ по сложности: Зависимость точности от количества цифр в числах
— Анализ по операциям: Сравнение производительности для разных арифметических операций

Технические особенности эксперимента

Парсинг ответов моделей

Одной из главных технических сложностей стала обработка разнообразных форматов ответов. Модели демонстрировали различные стили:

- Прямые числовые ответы (90.2%): Большинство моделей, включая GPT-4.1-mini (99.7%) и Claude 3.7 (99.9%), давали лаконичные численные результаты
- Развернутые объяснения (9.7%): DeepSeek Chat v3 почти всегда оформляла ответы как "The numeric result of the arithmetic expression \(4 + 6\) is: 10"
- Промежуточные вычисления: Gemini-2.5 Flash показывала этапы: "800 × 900 = 720000, 800 × 55 = 44000..."
- Блоки кода: Gemma-3 иногда использовала markdown форматирование: "``\n230\n``"

Производительность и скорость

Время ответа варьировалось от 1.26 секунды (GPT-4.1-mini) до 3.57 секунды (Gemini-2.5-Pro).

Интересные наблюдения:
- Слабая зависимость от сложности: Разница между простыми (2-3 разряда) и сложными (12-14 разрядов) задачами составляла всего 0.3-0.5 секунды
- Стабильность API: Все модели показали 99.9-100% успешность запросов
- Экстремальные случаи: Максимальное время ответа достигало 60 секунд (у Gemma-3, но это могла быть проблема сети), минимальное - 0.2 секунды

Особенности извлечения данных

Для корректной оценки был разработан парсер, который:
- Извлекал числа из текста с помощью регулярных выражений
- Обрабатывал отрицательные числа и числа с разделителями
- Игнорировал промежуточные вычисления, фокусируясь на финальном результате
- Обеспечивал 99.8% успешность парсинга across все модели

Общие результаты

Сравнение точности математических вычислений 12 моделей LLM
Сравнение точности математических вычислений 12 моделей LLM

Место

Модель

Точность

Успешность запросов

Всего задач

1

Google Gemini 2.5 Pro Preview (05-06)

86.7%

100%

8,190

2

Anthropic Claude 3.7 Sonnet

85.9%

100%

8,190

3

Google Gemini 2.0 Flash

83.7%

100%

8,190

4

Anthropic Claude Sonnet 4

83.6%

100%

8,190

5

DeepSeek Chat v3 (0324)

82.5%

100%

8,187

6

xAI Grok-3-Beta

81.8%

100%

8,190

7

OpenAI GPT-4.1

80.8%

100%

8,190

8

Google Gemini 2.5 Flash Preview (05-20)

80.7%

100%

8,189

9

OpenAI GPT-4.1 Mini

78.8%

100%

8,190

10

Google Gemma 3-27B IT

72.2%

99.9%

8,182

11

OpenAI GPT-4o Mini

68.0%

100%

8,190

12

Llama-3.3-70B Instruct

62.6%

100%

8,190

Анализ сложности задач

Сложность определялась как сумма количества цифр в обоих числах

Сложность

Точность

Примеры

2 (1+1)

97.8%

5 + 3, 7 - 2

3 (1+2, 2+1)

91.2%

15 + 8, 9 × 7

4 (2+2, 1+3, 3+1)

86.4%

23 + 45, 156 - 7

...

...

...

14 (7+7)

45.2%

1234567 + 9876543

Тренд: Точность экспоненциально снижается с увеличением сложности задач.

Другие наблюдения:

8f5a7e8e85b2ee84b3a62288fca94d72.png

- Сложение оказалось самой простой операцией для ИИ
- Умножение представляет наибольшую сложность
- Разрыв между операциями составляет около 5%

Детальный анализ

Матрицы точности по размерностям

Для каждой операции были построены матрицы точности всех 10 моделей, показывающие зависимость от количества цифр в первом и втором числе. Для операций сложения и умножения матрицы заполнены симметрично (поскольку a+b = b+a и a×b = b×a).

Сложение (+)

437af173e53a05f870246662de196522.png

- Лучшая производительность: Задачи с числами 1-3 цифры (>95% точности)
- Критический порог: При превышении 4 цифр точность начинает заметно падать
- Симметричность: Производительность зависит от общего количества цифр, а не от их распределения

Вычитание (-)

b62d8a9e67f31662a4877e832f7bcfea.png

- Особенность: Отрицательные результаты создают дополнительную сложность
- Падение точности: Более выраженное при работе с большими числами
- Асимметрия: Вычитание большего числа из меньшего сложнее

Умножение (*)

e3b83c2de62ae963894c724d67615544.png

- Наибольшая сложность: Самые низкие показатели точности
- Экспоненциальный рост сложности: Результат может иметь до 14 цифр
- Неоднородность: Большой разброс в производительности разных моделей

Технические аспекты

Успешность запросов

- Исключительно высокие показатели: Все модели показали практически 100% успешность
- Техническая стабильность: Отсутствие критических сбоев в API
- Консистентность: Надежная работа на протяжении всего эксперимента. Запросы отправлялись по 200 штук за секунду.

Время отклика

- Диапазон: От 0.4 до 4.0 секунд на запрос
- Факторы влияния: Сложность задачи, тип модели, загруженность сервера
- Оптимизация: Использование батчевой обработки для ускорения

Выводы

1. Лидерство Google и Anthropic: Модели этих компаний показали лучшие результаты
2. Успех Grok-3-Beta: xAI Grok-3-Beta занял 6-е место с результатом 81.8%
3. Разочарование Llama-3.3-70B: Несмотря на размер (70B параметров), модель показала только 62.6%. Будем внимательны к таким задачам при on-prem.
4. Увеличенный разброс: Разница между лучшей и худшей моделью составила 24.1%
5. Стабильность современных API: 100% успешность запросов у всех моделей

Характерные особенности моделей

Google Gemini 2.5 Pro (лидер по точности):

- Склонна к детальным промежуточным вычислениям
- Иногда "зацикливается" на проверке результата
- Максимальное время ответа при сложных задачах

Claude 3.7 Sonnet (лучший баланс):

- Лаконичные, точные ответы
- Стабильная производительность across операций
- Минимум "словесного мусора"

DeepSeek Chat v3 (самые развернутые ответы):

- Всегда оформляет ответ как математическое объяснение
- Высокая точность, но медленная скорость
- Консистентный format во всех ответах

GPT-4.1-mini (скоростной лидер):

- Самые быстрые ответы при высокой точности
- Иногда "срезает углы" в сложных примерах
- Оптимальный для real-time приложений

xAI Grok-3-Beta (неожиданный(?) успех):

- Хороший результат для новой модели
- Сбалансированная производительность между операциями
- Стабильная, хотя и не быстрая скорость ответов (~2.4 секунды)

Ограничение исследования

1. Фокус на арифметике: Не тестировались алгебра, геометрия, исчисления. Также не было деления.
2. Промпт-инжиниринг: Использовался простой промпт без оптимизации
3. Контекст: Не учитывались многошаговые вычисления
4. Стоимость: Не анализировалась экономическая эффективность (Но всего потрачено около 60$)

Технические детали

Архитектура эксперимента

# Пример структуры задачи

{

    "pair_type": "3x4",

    "operation": "*", 

    "formula": "123 * 4567",

    "correct_answer": 561741,

    "model_answer_raw": "The calculation is:\n123 × 4567 = 561,741",

    "model_answer_parsed": 561741,

    "is_correct": true,

    "response_time": 1.23,

    "success": true

}

Детальный анализ парсинга

8e31d5373b97535825557c2ec75b4e33.png

Вызовы, требовавшие специальной обработки:

- DeepSeek Chat v3: 80.6% ответов с префиксом объяснения

"The numeric result of the arithmetic expression \(4 + 6\) is: 10"

- Gemini модели: Промежуточные вычисления для сложных примеров

"838 × 955: 800 × 900 = 720000, 800 × 55 = 44000,
38 × 900 = 34200, 38 × 55 = 2090.
Итого: 720000 + 44000 + 34200 + 2090 = 800290"

- Gemma-3: Markdown блоки и альтернативные объяснения

"```

230

```"

Сложные случаи парсинга:

- Числа с разделителями запятых: 561,741
- Отрицательные числа в различных форматах: -629988, −8571199
- Числа в математических выражениях: = 40200
- Ошибки формата: неполные числа в длинных ответах

Заключение

В целом эксперимент меня порадовал. Для задач, когда нужно что-то сложить до 4 знаков, то все модели прекрасно справляются. Значит минимальную арифметику можно доверять, особенно в задачах сложения. Например расчет рейтингов и генерации на их основе рекомендаций или расчет калории блюд.

В задачах где больше 4 цифр, например бухгалтерский баланс, где требуется умножение - LLM будут галлюцинировать.

LLM с рассуждениями показали более стабильный и лучший результат (что ожидаемо).

  • Llama создана компанией Meta. Meta признана экстремистской организацией, ее деятельность в России запрещена.

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  • 13.07.26 23:49 [email protected]

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

    I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]

  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 04.08.26 12:37 kimberlyhebertt6877

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  • 06.08.26 13:56 lydiassmith567

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  • 11.08.26 03:43 raymont0714

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  • 12.08.26 16:37 rssllhrnsb

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  • 16.08.26 01:44 Matt Kegan

    CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.

  • 18.08.26 04:59 marcushenderson624

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

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  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

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  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

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  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

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  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

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