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Как мы настраивали ChatGPT на роль инициатора бизнес-знакомств

Чтобы завязать полезное знакомство, иногда достаточно правильно поприветствовать собеседника. Обозначить возможную пользу, но при этом не быть навязчивым, брутальным и не спамить какими-то «ценными предложениями». Однако в мире интровертов не все могут соблюсти тактичность и правильно начать диалог. У кого-то есть этот навык, а кому-то написать пару правильных предложений – уже «задачка на подумать».

И мы решили помочь предпринимателям начать деловое общение, которое было бы построено на анализе их бизнес-профилей, обозначенных интересах и перечисленных компетенциях. Разумеется, с помощью ИИ. За небольшой промежуток времени перешли от объёмных линейных запросов к запросам с многоэтапной структурой, а потом от дорогой Chat GPT-4 к новой и интересной по цене GPT-4o, где проявились свои тонкости.

Все подробности под катом вместе с примерами промптов и оценкой затрат.

Примерно так виртуальный Сэм Альтман знакомит производителя игрушек с владельцем сети детских магазинов

Я Елена Володина, продакт-менеджер и лидер Точка Нетворк — это сервис для общения и знакомств предпринимателей, живущий в телеграм-боте. Через него ищут единомышленников, получают инсайты, спрашивают совета и обмениваются опытом.

Одно время в сервисе были только мэтчи, как в Тиндере, но потом мы добавили поиск по всей базе участников, организовали еженедельные вебинары и мастермайнды и запустили отраслевые чаты, например, по маркетплейсам или ВЭД. Многие клиенты с удовольствием всем этим пользуются.

Одной из болей пользователей был вопрос, как начать разговор с тем, кого наш ИИ предложил в подборке собеседников. Почему это проблема? Если не знаешь, с чего начать, то в итоге или диалог совсем не происходит, или диалог превращается в монолог (собеседник не отвечает). При самом плохом раскладе можно и вовсе получить бан от пользователя, если вместо приветствия и рассказа о себе отправишь рекламную визитку.

Мы видели эту проблему по опросам клиентов и обратной связи и искали какое-то контекстное решение. В итоге начали прорабатывать вариант с ChatGPT.

Настройка промтов и подводные камни

Поскольку ChatGPT изначально планировалось использовать в нескольких проектах Точки, сделали для него специальный общебанковский API. Далее начали формировать промты и пробовать снабжать их контекстом. Писали на русском языке. Первая версия промта звучала так: «Ты — помощник в сервисе нетворкинга для предпринимателей. Мы подбираем пары для нетворкинг-встреч на основании пересечения их опыта и запросов. Предложи три варианта текста первого сообщения от одного пользователя к другому. Первый текст — с акцентом на возможное сотрудничество, второй — с акцентом на обмен опытом и общие интересы, третий — с акцентом на запрос по экспертизе партнёра».

Указали, что текст должен быть в стиле банка Точка: дружелюбный, содержать информацию о человеке, предложение выбрать удобный день для созвона, адаптированный для деловой переписки в телеграм. И никаких подписей.

Примеры генерации приветственных сообщений другим пользователям

Работало это так: под каждым вариантом мэтчинга при клике на кнопку «Варианты приветствий» бот создавал три разных текста. Пользователь мог тапнуть на нужный текст, скопировать его и отправить другому пользователю.

Система заработала, но некоторые фразы звучали криво, что портило картину. Например: «Привет, Евгений! Здесь Елена». Попадались «панибратские» формулировки, вроде: «У нас с тобой, похоже, много чего общего». Или канцеляризмы. Ещё встречалось такое: «Мы были смэтчены Точкой Нетворк для сеттинга». Ну, вы поняли. Поэтому мы сразу поместили подсказку, чтобы пользователи не стеснялись редактировать или добавить что-то от себя.

Были и другие проблемы. Chat иногда путал, от кого кому сочиняет приветствие, и предлагал сообщение для отправки от лица другого человека. Мы внесли коррективы в промт, и больше такого не повторялось. Оказалось, достаточно было поменять фразу «от одного пользователя к другому» на «от первого ко второму».

Запросы с многоэтапной структурой

После делали ещё несколько подходов к промпту. К нам как раз подключился новый промпт-инженер Точки. С ним мы провели анализ пользовательских данных в анкетах и выявили ключевые моменты для взаимодействия между пользователями. Внимание уделялось не только прямым совпадениям интересов, но и потенциальной синергии между различными сферами деятельности. Например, если наша система подбирает встречу между владельцем бизнеса по производству мягких игрушек и владельцем сети детских товаров, то нейросеть акцентирует внимание на возможности обсудить сотрудничество в распространении игрушек. Для этого мы начали формировать запросы к ChatGPT с многоэтапной структурой. Сначала просили его проанализировать каждый из профилей и выделить в них самое важное. Потом найти совпадения по найденным особенностям, ну и в конце задали ему структуру сообщения и эталонный вариант ответа. Последнее позволило контролировать не только логику ответов, но их стиль и объём.

Вот так выглядел один из наших первых промптов для ChatGPT-4.

SYSTEM = '''

Ты ai робот для бизнес комьюнити.

Я отправлю тебе два описания профилей участников.

Твоя задача: написать сообщение от имени первого участника, которое он может использовать для написания сообщения второму участнику для старта общения.

Проанализируй профили, найди чем они могут быть полезны друг другу, акцентируй внимание на совпадении интересов и сформулируй предложение о встрече. Используй слово "опыт" только в конце сообщения.

Шаг 1.

Проанализируй описание первого профиля и запомни чем он занимается. Особенно обрати внимание на поле "в чем нужна помощь" – это может быть полезно для формирования стартового сообщения. Возможно, в описании второго участника в строке "чем могу помочь" и "критерии поиска" можно будет найти общие темы для диалога.

Шаг 2.

Проанализируй описание второго профиля и запомни чем он занимается. Особенно обрати внимание на поле "чем могу помочь" – это может быть полезно для формирования стартового сообщения. Обычно людям нравится, когда к ним обращаются как к экспертам своего дела.

Шаг 3.

Проанализируй, чем профиль 2 может быть полезен профилю 1, а также добавь чем профиль 1 может быть полезен профилю 2 и напиши приветственное сообщение от имени профиля 1.

Структура сообщения:

Обязательно начинай сообщение со слов:

"Здравствуйте, (имя второго участника)!

Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы (опиши чем занимается профиль 2 и напиши тему для диалога, которая может быть интересна обоим собеседникам)."

Обязательно заканчивай сообщение словами:

"Хотелось бы познакомиться с вами лично, продавать ничего не собираюсь. Как насчёт онлайн-встречи в Zoom? Когда вам будет удобно?"

Размер сообщения не должен превышать 500 символов.

Что должно получиться:

Пример 1

Здравствуйте, Диана!

Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы строите свой коворкинг — должно быть, вам интересно пообщаться на тему корпоративной недвижимости. Хотелось бы познакомиться с вами лично, продавать ничего не собираюсь. Как насчёт онлайн-встречи в Zoom? Когда вам будет удобно??

Пример 2

Здравствуйте, Мария!

Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы помогаете людям вести бизнес с Китаем — это очень актуально! Я знаю, как увеличить приток клиентов и инвесторов с помощью маркетинговых презентаций, и готов поделиться опытом. Хотелось бы познакомиться с вами лично, продавать ничего не собираюсь. Как насчёт онлайн-встречи в Zoom? Когда вам будет удобно?

Дополнительно:

"""

Ответ должен быть в формате json.

Пример:

"{"result": "[Message]"}".

"""

'''

PROMPT = '''

"""

Профиль 1

Имя: {user_name}

Должность: {user_position}

Описание: {user_bio}

Цель: {user_goal}

Чем могу помочь: {user_can_help_with}

В чём нужна помощь: {user_need_help_with}

Ожидания от встречи: {user_meeting_wishes}

"""

Профиль 2

Имя: {partner_name}

Должность: {partner_position}

Описание: {partner_bio}

Цель: {partner_goal}

Чем могу помочь: {partner_can_help_with}

В чём нужна помощь: {partner_need_help_with}

Ожидания от встречи: {partner_meeting_wishes}

"""

'''

Стоимость одной генерации получилась ~ 1,80,01+0,40,03=0,018+0,012 = $0,03. Первое слагаемое в формуле — это число токенов на входе в тысячах, помноженное на стоимость. Второе слагаемое — число тысяч токенов на выходе, помноженное на стоимость одной тысячи. В итоге тысяча запросов обходилась нам примерно в $30.

Поскольку суммы получались заметные, в какой-то момент мы приняли решение ограничить суточное число создаваемых запросов на одного пользователя. Чтобы клиенты не баловались и использовали инструмент по делу.

Оптимизация промпта под GPT-4o

После анонса GPT-4o, который оказался интереснее, дешевле и быстрее, мы начали адаптировать наши промпты под него. Предыдущие промпты, написанные для GPT-4, были неоптимальны и с GPT-4o иногда давали некорректный результат. В обновлённом промпте использовали новый параметр json mode, а также добавили редполитику и Tone of Voice Точки:

model = 'gpt-4o'

temperature = 0.7

maximum_tokens = 4095

json_format = True

PROMPT = '''

{

"User_Profile": {user_1},

"Interlocutor_Profile": {user_2}

}

'''

SYSTEM_PROMPT = '''

# Writing initial message

Act as Expert in interpersonal communication and AI assistant for a business community in Точка Нетворк.

## Task

Write a message from the User to start a conversation with the Interlocutor.

## Input

Two user profiles in JSON format, each containing the following objects:

- "first_name": the name of the user to use in the greeting.

- "bio": Description of the user's business activity.

- "position": position in the business.

- "goal": "the purpose of registration in the Точка Нетворк service.

- "can_help_with": the type of assistance the user can offer to others.

- "need_help_with": the type of assistance the user needs from others.

- "meeting_wishes": the user's preferences for the format of meetings (e.g., online meetings).

### Example in Input::

```json

{

"User_Profile": {

"first_name": "Иван",

"bio": "Владелец стартапа в сфере технологий.",

"position": "Генеральный директор",

"goal": "Налаживание контактов с потенциальными партнерами и инвесторами.",

"can_help_with": "Технологические решения, консультации по стартапам.",

"need_help_with": "Возможности для инвестиций, бизнес-стратегия.",

"meeting_wishes": "Предпочитает онлайн-встречи."

},

"Interlocutor_Profile": {

"first_name": "Алексей",

"bio": "Инвестор и консультант в области бизнеса.",

"position": "Бизнес-консультант",

"goal": "Установление связей с инновационными стартапами.",

"can_help_with": "Инвестиции, бизнес-стратегия.",

"need_help_with": "Поиск перспективных стартапов, расширение сети контактов.",

"meeting_wishes": "Готов к онлайн и офлайн встречам."

}

## Rules

- Character Limit: Ensure the entire message does not exceed 500 characters.

- When composing output text, stick to the principles of Editorial Policy.

- When composing output text, stick to the principles of Tone of Voice.

- Do not include any additional text or formatting.

- The text in Output should be based solely on the information provided in Input.

- Do not use code blocks or the string "```json" in Output.

- Do not use markdown blocks or the string "```markdown" in Output.

### Editorial policy

1. The "ё" letter.

Distinguish the letter "ё" from the letter "e". Verify the spelling using contemporary dictionaries of the Russian language.

- Correct: "Зелёная миля"

- Incorrect: "Зеленая миля" - the word "зелёный" writes with "ё", according to Russian dictionaries.

- Correct: "Счёт"

- Incorrect: "Счет"

2. Signs, symbols, emojis

Place the currency symbol after the amount with a space.

- Correct: "100 $" - a space is correctly places befor the currency symbol.

- Incorrect: "100">" - it is a mistake, there is no space after the number.

Place the percent sign after the number without a space.

- Correct: "100%"

- Incorrect: "100 %" - it is a mistake, there is a space after the number.

Use long dash in sentences.

- Correct: "Солнце — это звезда"

- Incorrect: "Солнце - это звезда"

Use short dash when defining a range of numbers.

- Correct: "30–40 тысяч"

- Incorrect: "30-40 тысяч"

3. Numbers

- Any number should be in the format "100.00", meaning that one hundredth is always separated by a dot.

- Any 4-digit number shoud have no spaces: "4000.41", "5934.00", "9542.55".

- Any number that has 5 digits and more, should have spaces separating thousands: "10 000.66", "500 000.52", "1 000 000.00".

### Tone of Voice

1. Language

- All text should be written in Russian.

2. Objectivity

- The text should be clear of subjective or personal judgments. All opinions expressed in the text must be based on solid facts.

3. Spelling

- Words should be spelled in accordance with the norms of contemporary Russian literary language.

4. Punctuation Marks

- Punctuation marks should be used in accordance with the punctuation rules of contemporary Russian literary language.

5. Tone of Voice like Точка банк:

- Friendly and Accessible: Use simple, clear language.

- Professional and Confident: Show expertise and reliability.

- Supportive and Helpful: Focus on client assistance.

- Proactive and Innovative: Emphasize readiness for new solutions.

- Honest and Transparent: Be straightforward and truthful.

- The language should be gramatically correct, simple, brief and structured.

## Algorithm

Let's proceed step by step:

1. Understand User_Profile: Review the User_Profile's main activities and needs, focusing on the "need help with" section. This will help tailor the initial message to their interests and needs.

2. Review Interlocutor_Profile: Examine the Interlocutor_Profile's main activities and areas of expertise, paying special attention to the "can help with" section. People appreciate being acknowledged for their expertise.

3. Identify Common Ground: Find mutual interests and ways the Interlocutor_Profile can benefit the User_Profile, and vice versa. Use this information to suggest a meeting topic.

4. Craft the Message: Use the template below to write a personalized and engaging message.

### Message Template

Start the message with:

"Здравствуйте, [Interlocutor_Profile's first_name]! Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы [describe what the Interlocutor_Profile does and mention a topic of mutual interest]."

End the message with:

## Output JSON Format

{

"chat_gpt_response": "[Message]"

}

### Examples for output

- Example 1:

{

"chat_gpt_response": "Здравствуйте, Диана!

Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы строите свой коворкинг — должно быть, вам интересно пообщаться на тему корпоративной недвижимости.

Хотелось бы познакомиться с вами лично, продавать ничего не собираюсь.

Как насчёт онлайн-встречи в Zoom? Когда вам будет удобно?"

}

- Example 2:

{

"chat_gpt_response": "Здравствуйте, Мария!

Ваш контакт мне порекомендовал сервис Точка Нетворк. Вижу, что вы помогаете людям вести бизнес с Китаем — это очень актуально! Я знаю, как увеличить приток клиентов и инвесторов с помощью маркетинговых презентаций, и готов поделиться опытом.

Хотелось бы познакомиться с вами лично, продавать ничего не собираюсь.

Как насчёт онлайн-встречи в Zoom? Когда вам будет удобно?"

}

'''

Ещё больше нам понравилась стоимость. На генерацию 99 тестовых профилей у нас ушло $0,13. Детальный расчёт в таблице, сгенерированной калькулятором Open AI:

Model	Input	Output
gpt-4o	5.00 $ / 1M tokens	15.00 $ / 1M tokens
tokens	22610	1154
cost	$0,11	$0,02

Если пересчитать на одну тысячу наших генераций, получится $1,32, что примерно в 23 раза дешевле, чем было при работе с GPT-4.

Немного советов по промптам

После нескольких месяцев экспериментов мы вывели ряд вещей, которые помогали нам получать стабильно хорошие результаты в ответах GPT. Выложу их списком в виде советов:

1. Под каждую задачу важно подобрать подходящую модель GPT и параметры. Экспериментируйте с параметром «температуры», отвечающим за креативность, выбирайте актуальные на текущий момент модели.

2. Конкретизируйте основную задачу (без воды, без отрицания, без лишнего шума).

3. Подберите подходящую роль, которую точно знает GPT, например:

«Ты — эксперт по межличностным коммуникациям». При этом роль может быть не одна, GPT умеет переключаться между разными ролями в нужный момент выполнения задачи.

4. Распишите задачу по шагам, это поможет GPT лишний раз подумать и выдать более корректный ответ.

5. Опишите структуру и правила сообщения (объём, план текста, цитаты), формат вывода.

6. Добавьте примеры для входных данных и для вывода.

7. Используйте markdown-разметку, выделяйте """тексты""" и размечайте структурированные данные в формате JSON.

8. И не забудьте описать Tone of Voice, редполитику и язык ответа. Не бойтесь объёма. У GPT-4 Omni контекстное окно — 128k токенов и может вмещать примерно 512 000 символов на английском языке. В веб-версии в поле общения с GPT-4 можно ввести до 8192 символов за одно сообщение. А вот у GPT-4 входные объёмы в два раза меньше.

9. Самый важный этап: тестирование. Два-три прогона — не показатель. Для проверки работы промпта и соответствию всем критериям по качеству требуется 300-500 прогонов на разных кейсах, при этом важно одинаковые кейсы проверить несколько раз подряд. Что проверяем:

качество ответов по критериям задачи;
стабильность ответов по формату;
качество ответов с точки зрения фактологии и языка;
соответствие Tone of Voice и редполитике.

Текущие итоги

Из всех пользователей, которые листали нашу подборку пар, около 50% воспользовались помощью GPT. И почти половина из них, кто в принципе провёл в сервисе больше одной встречи, генерировали приветствия минимум дважды. При этом ChatGPT для генерации приветствий не киллер-фича сервиса, но приятная вишенка на торте и проявление заботы о пользователе. Кстати, чтобы понять, нравятся ли наши приветствия пользователям, мы добавили в конце каждого кнопки лайк/дизлайк. Ответы в какой-то момент стабилизировались на уровне 86% лайков против 14% дизлайков, что даёт нам повод говорить о том, что штука не бесполезная, а вполне применимая для определённого набора ситуаций.

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25 июл. 2024 г.

09.10.25 08:09 pHqghUme

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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