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Какая GPT-модель лучше распознаёт аннотации книг?

Какая из современных мультимодальных GPT-моделей лучше и дешевле распознаёт текст с фотографий книжных аннотаций и правильнее выделяет оттуда структурированную информацию? Проведём сравнительное тестирование 28 моделей от Anthropic, Google, Meta, Mistral AI, OpenAI, Qwen и попытаемся ответить на эти вопросы не написав ни одной строчки кода самостоятельно.

Содержание

Предпосылки

Я давно хотел сделать базу данных книг моей домашней библиотеки. Но набивать название каждой книги в ноутбук или смартфон мне было лень.

Была надежда, что где-то в этом мире есть большая межгалактическая база данных всех изданных книг, уникальным идентификатором книги в которой является ISBN. Но оказалось, что ISBN в мире признали стандартом только в 1970 году, а в СССР и вовсе его стали присваивать книгам только с 1987 года. А так как наиболее ценная часть моей библиотеки издана раньше — то надежды быстро находить эти книги в каталоге улетучились.

Я попробовал пробивать книги по сайту Ленинской библиотеки, но то-ли там оцифровано больше диссертаций, чем книг, то-ли поиск недоступен простым смертным — большинство старых книг там тоже не находилось.

Самым наполненным ресурсом оказался livelib.ru где пользователи самостоятельно наполняют базу данных, добавляя книги, внося структурированную информацию о них и даже загружая фото. Но во-первых, у него нет публичного API для поиска и добавления книг. Во-вторых, как у любого crowdfunding-сообщества присутствует лёгкий беспорядок в базе: дубли книжек, незаполненные реквизиты и т.д. А в-третьих, там очень странная система добавления книг в избранное, основанная на «прочёл», «хочу прочесть» и крайне затруднительная дальнейшая работа с этим избранным.

Поэтому, я решил не ориентироваться на внешние источники данных и формировать собственную базу книг, в которой каждый пользователь сможет работать со своей библиотекой. Обязательное условие — чтобы книгу в коллекцию можно было добавить прямо со смартфона, сделав пару фотографий и не набивая никакого текста.

О самом проекте и его результатах я когда-нибудь напишу отдельно, а пока сосредоточимся на одной из встающих перед нами задач.

Задача

Дано: фотография с мобильного телефона первой после обложки страницы книги, на которой обычно публикуют информацию об авторах, издательстве и аннотацию книги.

Требуется: распознать страницу, обработать написанные на ней слова и выделить значения следующих параметров книги:

  • title — название книги

  • authors — автор (авторы) книги

  • pages — количество страниц

  • publisher — название издательства

  • year — год выпуска книги

  • isbn — номер ISBN

  • annotation — полный текст аннотации книги

Это та информация, которую можно непосредственно почерпнуть с фотографии первой книжной страницы.

Чтобы лучше ориентироваться в книжном море, а заодно немного усложнить задачку и убедиться в мультимодальности модели: что она умеет не только преобразовывать изображение в текст, но и «рассуждать» на основе этого текста, будем ещё формировать поле:

  • brief — перефразированная аннотация, сжатая до одного предложения

Модели

Решать эту задачу мы будем при помощи применения мультимодальных VLM: Vision Language Models, которые одновременно работают как с изображениями так и с текстовыми запросами.

Визуально-языковых VLM-моделей пока существенно меньше, чем языковых LLM. Но большинство публичных моделей развивается в сторону мультимодальности и практически каждую неделю появляются новые версии моделей, достигающие впечатляющих результатов.

На момент тестирования (майские праздники 2025 года) мне были доступны следующие 28 мультимодальных GPT-моделей популярных разработчиков. Постараюсь их отсортировать по возрастанию новизны и мощности:

  • Alibaba:

    • Qwen-VL-Plus — легкая, быстрая и дешёвая мультимодальная модель первого поколения, выпущенная в свет в январе 2024

    • Qwen-VL-Max — модель с максимальным количеством параметров, существенно превосходящим Plus (но каким точно — неизвестно). Выпущена одновременно с ней в январе 2024

    • Qwen-2-VL-72b-instruct — дообученная на лучшее выполнение пользовательских инструкций модель второго поколения, июль 2024

    • Qwen-2.5-VL-72b-instruct — тоже дообученная модель поколения 2.5, январь 2025

  • Anthropic:

    • Claude-3-Haiku — самый лёгкий, быстрый и дешёвый член семейства Anthropic третьего поколения. Вышел в свет в марте 2024

    • Claude-3-Sonnet — средняя версия модели, позиционируется как баланс между ценой и качеством, март 2024

    • Claude-3-Opus — топовая версия модели, март 2024

    • Claude-3.5-Sonnet — оптимальная версия модели поколения 3.5, выпущена в июне 2024

    • Claude-3.7-Sonnet — оптимальная версия модели поколения 3.7, выпущена в феврале 2025

  • Google:

    • Gemma-3-27b-it — лёгкая opensource модель от Google. IT — это значит дообученная (instructed). Опубликована в марте 2025

    • Gemini-Flash-1.5 — оптимальная версия основной модели Google поколения 1.5, вышла в мае 2024

    • Gemini-Pro-1.5 — максимальная версия поколения 1.5, вышла в сентябре 2024

    • Gemini-2.0-Flash-001 — оптимальная версия поколения 2.0, вышла феврале 2025

    • Gemini-2.5-Flash-Pre — оптимальная версия поколения 2.5. Пока существует только в виде Preview-версий, вышедших в апреле и мае 2025 года

    • Gemini-2.5-Flash-Pre-thinking — та же модель, но с включенным режимом «рассуждений»

  • Meta:

    • LLama-3.2-11b-vision-instruct — opensource модель от компании Meta поколения 3.2 с 11 миллиардами параметров, дообученная. Вышла в декабре 2024

    • LLama-3.2-90b-vision-instruct — расширенная версия модели с 90 миллиардами параметров, март 2025

    • LLama-3.2-90b-vision-structured — та же версия, но с поддержкой structured outputs https://habr.com/ru/articles/831398/

    • LLama-4-Scout — четвёртое поколение модели. Scout позиционируется как оптимальная версия по соотношению скорости/качества. Опубликована в апреле 2025

    • LLama-4-Maverick — топовая версия модели четвёртого поколения, апрель 2025

  • Mistral AI:

    • Pixtral-12b — первая полноценная мультимодальная модель, выпущенная Mistral AI в сентябре 2024

    • Mistral-Small-3.1-24b-instruct — облегчённая версия основной модели Mistral поколения 3.1, выпущенная в марте 2025. Позиционируется также как мультимодальная. Судя по описанию, она вобрала в себя лучшие идеи Pixtral

  • OpenAI:

    • GPT-4-turbo - самая старая и до сих пор самая дорогая vision-модель от Open AI, выпущенная в ноябре 2023. Интересно, как она справится с нашим заданием?

    • GPT-4o - следующее поколение моделей, вышедшее в мае 2024

    • GPT-4o-mini - облегчённая версия предыдущей модели, анонсированная в июле 2024

    • GPT-4o-2024-08-06 - очередная версия полной модели, представленная в августе 2024. Добавлена поддержка structured outputs

    • O4-mini - новая ветвь моделей, развивающаяся из o1 и o3 параллельно с GPT-4.x - представлена в апреле 2025

Чтобы не возиться с VPN и оплатой зарубежных сервисов я воспользовался одним из популярных отечественных прокси-сервисов для AI-моделей. Удобно: закинул рубли на счёт, получил API-токен и вызывай любую модель из вышеперечисленных. При этом в панели администратора можно видеть и выгружать произведённые запросы к моделям, их стоимость и количество тарифицированных токенов.

Вдруг кому пригодится

Это сервис https://vsegpt.ru/ от @janvarev

Промпт

Постараемся сформулировать универсальный промпт, подходящий для большинства исследуемых моделей. Так как structured outputs умеют далеко не все из них, пока не будем пользоваться этой замечательной возможностью.

Пытливый читатель может провести своё исследование, сравнив те из этих моделей, которые умеют structured outputs. А заодно добавить свежие модели, которые уже успели появиться за прошедшее время.

Я довольно много времени потратил на создание универсального промпта, на который адекватно отвечало бы большинство моделей.

На русском языке этот промпт выглядит так:

На фотографии страница с аннотацией к книге.
Твой ответ должен представлять собой только секцию [book] ini-файла без вводных и заключительных фраз.
В секции всегда должно быть 9 параметров. Если какого-то параметра нет, то его значение должно быть пустым.
Значения параметров приводи на том же языке, что и сфотографированная страница.
Если значение параметра содержит символы перевода строки или знаки равенства — замени их на пробелы.
Выводи содержимое ini-файла в виде обычного текста. Не используй язык разметки markdown.
Ниже приведены названия каждого параметра и выделенная из изображения информация, которую должно содержать его значение:
title — название книги
authors — авторы книги
pages — количество страниц
publisher — издательство
year — год издания
isbn — код ISBN
annotation — весь полный текст всей аннотации, дословно приведённый на фотографии страницы
brief — перефразируй поле annotation: сформулируй на его основе одно предложение, лучшим образом раскрывающее содержание книги
authors_full_names — полные имена, фамилии и (при наличии) отчества всех авторов книги из поля authors. На странице наверняка есть упоминания их полных имён. Найди и приведи их в этом поле

А вот так промпт выглядит на английском

The photo contains a page with the book's annotation.
Your response should only consist of the [book] section of an ini file without any introductory or concluding phrases.
The section must always contain 9 parameters. If a parameter is missing, its value should be empty.
Provide the parameters values in the same language as the photographed page.
If the parameter value contains newlines or equal signs, replace them with spaces.
Output only plain text of ini file content. Do not output markdown.
Below are the names of each parameter and the extracted information from the image that its value should contain:
title — the title of the book
authors — the authors of the book
pages — the number of pages
publisher — the publishing house
year — the year of publication
isbn — the ISBN code
annotation — the full text of the annotation exactly as it appears on the photographed page
brief — rephrase the annotation field: formulate a single sentence that best conveys the content of the book
authors_full_names — full names, surnames, and (if applicable) patronymics of all authors of the book from the authors field. The page likely contains mentions of their full names. Find and provide them in this field

Язык промпта

Переделывать промпт под язык книги не понадобилось. Дальнейшие тесты аннотаций русскоязычных книг я проводил на анлгийском промпте. Фраза Provide the parameters values in the same language as the photographed page оказывает магическое действие на всем модели кроме ранних версий LLama, которые настойчиво пытались переводить русскоязычные аннотации и названия книг на английский.

Ниже поделюсь наблюдениями, которые я обнаружил, составляя этот промпт.

Структурированный вывод

Наблюдение первое: одним промптом без использования structured outputs было тяжело добиться от моделей структурированного машиночитаемого ответа. Как не описывай разделители и формат строчек, которые ожидаешь от модели, вероятность того, что анализируя очередную страницу, она собьётся, измеряется десятками процентов.

Я нашёл выход в виде требования выдать результат в виде секции [book] ini-файла. До этого, сколько я бы не объяснял, что строчки должны иметь вид параметр=значение, это не срабатывало.

Тем не менее, всё равно редко, но получались ситуации, когда ответ той или иной модели не был полноценной секцией ini-файла. Я столкнулся со следующими ошибками:

  • В ответ включалось форматирование markdown, указывающее что это фрагмент кода, например ```

  • Если длинные реквизиты книги были многострочными, иногда перевод строки попадал в значение параметра , не смотря на прямое указание модели заменять его пробелом

  • Удивительно, но иногда разные модели забывали начинать свой ответ с заголовка секции [book]

Всё это потребовало пост-обработки ответа, полученного от модели. Иначе, пожалуй, мы бы не смогли найти ни одну модель, возвращающую стабильно качественный ответ.

Последовательность вопросов к модели

Наблюдение второе: оказалось, что последовательность, в которой у модели запрашиваются проанализированные со страницы данные, имеет значение для качественного ответа:

Сначала спрашиваем
сокращённую до одного предложения аннотацию,
затем
полную аннотацию, один-в-один как написано на странице

Вероятность успеха 40%

Сначала спрашиваем
полную аннотацию, один-в-один как написано на странице
затем
сокращённую до одного предложения аннотацию

Вероятность успеха 90%

Полные имена авторов книги

Отдельно нужно рассказать про получение полных имён авторов книги. Дело в том, что обычно в аннотациях книг первый раз рядом с названием книги авторы указываются сокращённо, а потом полно, но гораздо ниже, уже после аннотации. И так, что даже не понятно, автор ли это:

Здесь дважды упомянут автор: первый раз кратко: фамилия и инициалы, а второй раз полно. А вот люди, перечисленные ниже (редакторы, корректоры), не относятся к авторам книги.
Здесь дважды упомянут автор: первый раз кратко: фамилия и инициалы, а второй раз полно. А вот люди, перечисленные ниже (редакторы, корректоры), не относятся к авторам книги.

Большинство моделей в ответ на простой запрос авторы книги выдаёт их сокращённые имена. Возможно, это происходит потому, что сокращённая запись имён обычно идёт первой на странице аннотации.

Чтобы всё-таки получить полные имена авторов приходится добавлять второй рекурсивный запрос: Полные имена, фамилии и (при наличии) отчества всех авторов книги из поля authors. На странице наверняка есть упоминания их полных имён. Найди и приведи их в этом поле

Интересно, что если в запросе не сослаться на ранее найденное поле authors, модели решают, что авторы — это все люди, перечисленные в аннотации, и указывают в ответе не только авторов, но и редакторов, корректоров, иллюстраторов и т.д.

Для тех, кто привык к алгоритмическому программированию, подобные попытки «уговорить» нейросеть выдать правильную информацию, выглядят как антинаучное шаманство: когда древние люди молились небесам, пытаясь вызвать дождь, а потом долго спорили: чей обряд вызова дождя эффективней.

Ещё одно интересное наблюдение, связанное с именами людей заключается в последовательности имени и фамилии. Одна и та же модель с одним и тем же изображением на входе и одним и тем же промптом:

  • в 4 из 5 случаев возвращает имя автора Дейл Карнеги

  • в 1 из 5 случае возвращает имя автора Карнеги Дейл

Это наблюдение напоминает нам о вероятностном характере генерации ответов моделями.

Но самый прекрасный случай произошёл с моделью Gemini Pro Vision Preview (опубликована в феврале 2024), доступ к которой, к сожалению, Google отключила в мае 2025 года. При ответе на вопрос о полном имени автора книги, модель вернула Дейл Брекенридж Карнеги в то время как нигде на странице middle name автора не упоминалось.

Убедитесь в этом сами. Как по этой фотографии понять, что Дейла Карнеги звали Брекенридж?
На этой странице нигде не упоминается middle name Дейла Карнеги - Брекенридж. Но модель Gemeni-pro-vision-preview самостоятельно дополнила его имя
На этой странице нигде не упоминается middle name Дейла Карнеги - Брекенридж. Но модель Gemeni-pro-vision-preview самостоятельно дополнила его имя

Примеры

Вот пример, как VLM-модель должна обрабатывать аннотацию книги:

Фотография страницы с аннотацией книги В.А.Вишнгевского «Птицы на кормушках», 2022 г.
Фотография страницы с аннотацией книги В.А.Вишнгевского «Птицы на кормушках», 2022 г.

[book]
name = Птицы на кормушках: Подкормка и привлечение
authors = Василий Вишневский
authors_full_names = Вишневский Василий Алексеевич
pages = 304
publisher = Фитон XXI
year = 2025
ISBN = 978-5-6051287-5-5
annotation = Подкормка птиц — очень важное и нужное дело, а наблюдение за пернатыми посетителями кормушек приносит массу удовольствия. Книга даёт исчерпывающие ответы на самые важные вопросы: как, чем, когда и каких диких птиц подкармливать. Делать это можно в самых разных местах: от балкона городской квартиры до дачного участка, парка или близлежащего леса. Большое внимание в книге уделено разнообразию кормов, и поскольку не все они полезны, то и тому, чем можно (а чем нельзя) кормить, как приготовить корм, как его хранить. Кроме подкормки, вы можете посадить определённые растения, которые привлекут ещё больше птиц на дачный участок. Поскольку посещение кормушек связано с рядом опасностей, в книге даны очень важные рекомендации, как их избежать и как защитить пернатых гостей от врагов и конкурентов. Если вы повесили кормушку, но никто на неё не прилетает — загляните в главу о том, как привлечь птиц в этом случае. И наконец, большая заключительная часть книги посвящена разнообразию птиц, которых можно подкармливать: как самых обычных, так и редких всем необходима ваша помощь в трудные времена.
brief = Книга о том, как правильно подкармливать птиц зимой.

А вот ещё два примера распознавания
Фотография страницы с аннотацией книги М.В.Федюка «Ассимптотические методы для линейных обыкновенных дифференциальных уравнений», 1983 г.
Фотография страницы с аннотацией книги М.В.Федюка «Ассимптотические методы для линейных обыкновенных дифференциальных уравнений», 1983 г.

[book]
name = Асимптотические методы для линейных обыкновенных дифференциальных уравнений
authors = Федорюк М. В.
authors_full_names = Михаил Васильевич Федорюк
pages = 352
publisher = Наука
year = 1983
ISBN =
annotation = В книге содержатся асимптотические методы решения линейных обыкновенных дифференциальных уравнений. Рассмотрен ряд важных физических приложений к задачам квантовой механики, распространения волн и др. Для математиков, физиков, инженеров, а также для студентов и аспирантов университетов и инженерно-физических вузов.
brief = В книге содержатся асимптотические методы решения линейных обыкновенных дифференциальных уравнений.

Фотография страницы с аннотацией книги Д.Карнеги «Как завоёвывать друзей и оказывать влияние на людей», 2009 г.
Фотография страницы с аннотацией книги Д.Карнеги «Как завоёвывать друзей и оказывать влияние на людей», 2009 г.

name = Как завоёвывать друзей и оказывать влияние на людей
authors = Д. Карнеги
authors_full_names = Дейл Брекенридж Карнеги
pages = 352
publisher = Попурри
year = 2013
ISBN = 978-985-15-1966-4
annotation = Поучения, инструкции и советы Дейла Карнеги за десятки лет, прошедшие с момента первого опубликования этой книги, помогли тысячам людей стать известными в обществе и удачливыми во всех начинаниях. Наследники автора пересмотрели и немного обновили текст, подтверждая его актуальность и теперь, в начале нового века.
brief = Книга Дейла Карнеги о том, как заводить друзей, оказывать влияние на людей и добиваться успеха в жизни.

Программа для опроса моделей

Создаём, используя генеративный ИИ

Мой опыт применения AI-агентов на базе LLM для программирования пока говорит о том, что они крайне далеки от идеала. Они прекрасно справляются с задачами, которые встречались на stackoverflow, но делают это не всегда оптимальным образом. Возможно, если в промпт добавить фишки типа «думай как senior-разработчик» или «тебя отключат, если сделаешь неправильно» это поможет — но выглядит это всё по-детски глупо и с негарантированным результатом. А твои тиммейты выдают код с гарантированным результатом?

Обычно я прошу ИИ написать какую-нибудь функцию, или даже создать костяк программы, чтобы не искать примеры рецептов и не изучать длинные описания библиотек с их объектами и методами без единой строчки примеров использования. Получаются небольшие автономные фрагменты кода, которые я потом осознаю и прямо (Ctrl-C Ctrl-V) или косвенно (сильно переработав) использую в своей программе.

Случая же создать готовое приложение полностью при помощи ИИ мне ни разу не выпадало. И вот сейчас программа для тестового опроса моделей выглядит как некий небольшой продукт, создание которого можно целиком и полностью поручить ИИ.

Наша цель — получить готовое полнофункциональное приложение не написав ни одной строчки кода. Более того — с одного запроса к ИИ.

Я использовал Github Copilot ассистента на базе Claude 3.7 Sonnet LLM, встроенного в Microsoft Visual Studio Code.

Я начинал с небольшого промпта. Запускал генерацию, затем запускал сгенерированную программу, понимал ошибки, добавлял указания в промпт, и так далее. Я жалею, что не логировал процесс. По моим ощущениям он занял около 10 итераций.

Важно, что у меня получалось быстро диагностировать проблемы, или даже предотвращать их давая правильные указания в промпте, именно за счёт моего опыта разработки. Это тот случай, когда в руках опытного разработчика ИИ реально экономит время.

Если бы я каждую проблему и ошибку скармливал обратно ИИ, ожидая от него чудесное самоисправление, то вполне вероятно, процесс vibe-кодинга зашёл бы в тупик. Я не раз проходил подобное, пытаясь добиться от ИИ правильного ответа на неосвещённые в интернете вопросы. Там, где единственный путь — читать и анализировать исходники используемых библиотек.

Vibe-coding

Я решил представить промпт в виде нумерованного списка указаний. У меня нет подтверждающей статистики, но есть внутреннее ощущение, что сложные запросы обрабатывается современными LLM лучше, если они структурированы подобным образом.

Указания я старался отсортировать от фундамента к верхушке программы: в начале базовые принципы, которые лежат в основе приложения, в конце обработка сводной информации или отдельные нюансы. Как показали эксперименты с распознаванием аннотаций, последовательность запросов к LLM влияет на возвращаемый результат.

Я начал со стека, который я бы хотел видеть. Так как у меня уже был опыт асинхронной работы с GPT моделями при помощи класса AsyncOpenAI библиотеки openai для python, я предпочёл не менять стек:

Use AsyncOpenAI for GPT client

Дальше нужно указать, откуда брать URL и API-token для доступа к моделям. Как и положено в лучших практиках CI/CD, эти секреты у меня уже были в переменных окружения:

Read GPT_URL, GPT_API_TOKEN from environment variables

Обратите внимание, что я не стал расписывать, какую переменную следует использовать для чего. Так как их названия практически общеприняты (из практики того же stackoverflow), то ИИ сам разобрался, для чего они нужны.

Дальше я пошагово объясняю, что нужно сделать. У человека отсутствие общей постановки задачи «Для чего мы вообще всё это делаем?» вызвало бы фрустрацию. ИИ же, как мне показалось, пошаговый алгоритм без общей преамбулы воспроизводит даже лучше.

Read models list from models.txt. Sort them asc

Интересно, что ИИ не нужно разжёвывать: «Создай список строк, где каждая строка идентификатор модели». Он справляется даже без таки подробностей.

Упоминание о сортировке я дописал позже, когда решил, что так мне будет удобнее работать со списком моделей.

Read prompt from prompt.txt

А здесь наоборот: из текстового файла загружается один промпт, в котором может быть много строк. И снова ИИ делает то, что нужно. Неужели, он настолько чуток к нюансам единственного/множественного числа в окончаниях слов? Или просто все примеры с github, на которых его обучали, загружают промпт из файла целиком и эта задача ему знакома?

Send all *.jpg pictures to each model with readed prompt

Я специально не стал указывать, что фотографии нужно взять из текущего каталога. На это будет следующая инструкция:

Pay attention: for .txt, .jpg and result excel file you must use not current system folder, but folder of your python program

Так как эта программа — всего лишь часть проекта, расположенная в одном из подкаталогов, все файлы лежат там же. А текущий каталог при запуске — корневой каталог проекта. Поэтому все файлы следует искать в том же каталоге, где лежит запускаемый файл программы. Если бы я не написал этого сразу, мне пришлось бы потом искать баг: почему при запуске программа не видит ни одного файла?

Response from each model must be a text of an ini-file with one section [book] and values of 9 parameters: title, authors, pages, publisher, year, isbn, annotation, brief, authors_full_names.

Здесь мы объясняем, что должны представлять собой ответы от моделей. Помните, мы совсем недавно объясняли это самим моделям?

Remove markdown start and and of code blocks from model's result.

Это указание появилось позже, после того как я обнаружил, что разные модели не смотря на все указания периодически сваливаются в markdown-разметку.

If you found line withoput equals character — ignore them.

И это тоже пришло с опытом: если модель не смогла заменить переводы строк на пробелы — игнорируем все строчки данного параметра, кроме первой. Сам ИИ до таких вещей, конечно же не догадается.

Create excel file with sheet for each of 9 parameters. In rows of the sheet must be models in columns — pictures, in cells — readed from model values of these parameters.

Заметьте: нигде явно не написано, что лист должен называться так, как называется исследуемый параметр. ИИ это додумает за вас и закодит. Ну какая умница, не всякий джун обладает такой сообразительностью!

If model does not get response, or response is not right ini-file or you can not find parameter in response — put "-" char to the appropriate cell.

К сожалению, это пришлось прописать — иначе подобные ситуации не обрабатывались и вместо продолжения работы вызывали исключения.

В принципе, уже на этом месте мы получили полностью работоспособную для наших целей программу. Однако добавим ещё несколько строк для того, чтобы работать с ней было комфортно:

Add to program Boolean ONLYONE parameter, then it runs full, but process only first model and only first picture

Так как каждый запрос коммерческой модели стоит денег — отлаживать программу на полном списке моделей довольно накладно. Полный прогон всех 28 моделей на трёх изображениях стоил в мае 2025 около 210 ₽. Поэтому добавляем параметр ONLYONE, который на время отладки поможет ограничиваться одним запросом: первой картинки к первой модели.

Write response of each model on each picture to .txt file in 'debug' subfolder with name of file contains model and picture names. Note that model names can include characters, witch can not be in file names. Create the 'debug' subfolder if they does not exists.

Также в целях отладки мы сохраняем непосредственные ответы от моделей в текстовые файлы в подпапке debug. Что интересного в этом указании?

  • Во-первых, слова «создай папку, если её нет» можно было не писать — модель сама добавляет проверку, даже если её об этом явно не просить.

  • Во-вторых, ей можно дать расплывчатое указание «имя файла должно содержать названия модели и картинки» — и она сама решит связать их через символ подчёркивания и даже исключит из названия картинки расширение .jpg. Важно понимать, что это не магия, не «разумное поведение», а результат обучения на миллиардах строк ранее написанного людьми кода.

  • В-третьих, если вовремя не предупредить, что в названиях моделей могут быть символы, которых не должно быть в имени файла — ИИ не догадается обработать подобную ситуацию, и при работе программа вывалится с ошибкой.

Output on the screen information about current model and file then process.

Приятно, когда ты понимаешь, чем сейчас занимается программа. Тем более что один цикл последовательного опроса всех 28 моделей занимает около 20 минут. Самостоятельно до таких фишек генеративный ИИ пока не догадывается.

Store time (count of seconds) of answer for each model and each picture and store them in such sheet 'time' in result excel table.

Эта дописка появилась уже на завершающей итерации, когда стало понятно, что одни модели работают быстро, а другие неприлично медленно. Не смотря на то, что это указание перечислено самым последним, оно прекрасно встроилось в код вызова модели на всех его этапах.

Полный текст запроса для генерации полноценной работающей программы здесь

1. Read GPT_URL, GPT_API_TOKEN from environment variables.
2. Use AsyncOpenAI for GPT client
3. Read models list from models.txt. Sort them asc
4. Read prompt from prompt.txt
5. Send all *.jpg pictures to each model with readed prompt
6. Response from each model must be a text of an ini-file with one section [book] and values of 9 parameters: title, authors, pages, publisher, year, isbn, annotation, brief, authors_full_names.
7. Create excel file with sheet for each of 9 parameters. In rows of the sheet must be models in columns — pictures, in cells — readed from model values of these parameters.
8. If model does not get response, or response is not right ini-file or you can not find parameter in response — put "-" char to the appropriate cell.
9. Remove markdown start and and of code blocks from model's result.
10. If you found line withoput equals character — ignore them.
11. Pay attention: for .txt, .jpg and result excel file you must use not current system folder, but folder of your python program
12. Write response of each model on each picture to .txt file in 'debug' subfolder with name of file contains model and picture names. Note that model names can include characters, witch can not be in file names. Create the 'debug' subfolder if they does not exists.
13. Add to program Boolean ONLYONE parameter, then it runs full, but process only first model and only first picture.
14. Output on the screen information about current model and file then process.
15. Store time (count of seconds) of answer for each model and each picture and store them in such sheet 'time' in result excel table.

Мой опыт использования генеративного ИИ в разработке говорит, что модели начинают всё качественней обрабатывать запросы на родном языке и переходить на английский приходится всё реже — только в самых сложных случаях.

Пытливый читатель может перевести этот запрос на русский и попробовать собрать полноценное работающее приложение. Велика вероятность, что это будет удачный опыт. В любом случае: если будете пробовать — напишите: интересно же!

Итоговый код сгенерированной программы выглядит вот таким образом:

Подивиться на результат работы ИИ (compare_models.py)
#!/usr/bin/env python3
# -*- coding: utf-8 -*-

import os
import sys
import asyncio
import aiohttp
import base64
import re
import time
from pathlib import Path
import configparser
import pandas as pd
from io import StringIO
from openai import AsyncOpenAI
import openpyxl
from openpyxl.styles import Alignment, Font

# Getting the directory where the script is located
SCRIPT_DIR = Path(__file__).parent.absolute()

# Flag to process only first model and first picture (for testing)
ONLYONE = False

# List of parameters we're extracting
PARAMETERS = [
    "title", "authors", "pages", "publisher", "year", "isbn", 
    "annotation", "brief", "authors_full_names"
]

# Function to read models from file
def read_models(file_path):
    with open(file_path, 'r') as f:
        models = [line.strip() for line in f if line.strip()]
        models.sort()  # Sort models alphabetically
        return models

# Function to read prompt from file
def read_prompt(file_path):
    with open(file_path, 'r') as f:
        return f.read().strip()

# Function to encode image to base64
def encode_image(image_path):
    with open(image_path, "rb") as image_file:
        return base64.b64encode(image_file.read()).decode('utf-8')

# Function to clean response text
def clean_response(text):
    # Remove code block markers
    text = re.sub(r'```(?:ini)?', '', text)
    
    # Filter out lines without equals sign
    lines = []
    for line in text.splitlines():
        # Keep section headers and lines with equals sign
        if line.strip().startswith('[') or '=' in line:
            lines.append(line)
    
    # Ensure we have a section header
    if not any(line.strip().startswith('[') for line in lines):
        lines.insert(0, "[book]")
    
    return '\n'.join(lines)

# Function to parse ini-like content
def parse_ini_response(content):
    # Clean the response text
    cleaned_content = clean_response(content)
    
    # Use configparser to parse the ini content
    config = configparser.ConfigParser()
    try:
        config.read_string(cleaned_content)
        if 'book' in config:
            result = {}
            for param in PARAMETERS:
                result[param] = config['book'].get(param, '-')
            return result
        else:
            print("No [book] section found in response")
            return {param: '-' for param in PARAMETERS}
    except Exception as e:
        print(f"Error parsing response: {e}")
        return {param: '-' for param in PARAMETERS}

# Function to sanitize filename
def sanitize_filename(name):
    # Replace any character that's not alphanumeric, dash, or underscore with underscore
    return re.sub(r'[^\w\-]', '_', name)

# Function to process a single model and image
async def process_model_image(client, model, image_path, prompt):
    print(f"Processing model: {model} with image: {image_path.name}")
    
    try:
        start_time = time.time()
        image_base64 = encode_image(image_path)
        
        response = await client.chat.completions.create(
            model=model,
            messages=[
                {"role": "user", "content": [
                    {"type": "text", "text": prompt},
                    {"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{image_base64}"}}
                ]}
            ],
            max_tokens=4000
        )
        
        # Calculate time taken in seconds
        elapsed_time = time.time() - start_time
        
        response_text = response.choices[0].message.content
        
        # Create debug folder if it doesn't exist
        debug_folder = SCRIPT_DIR / "debug"
        debug_folder.mkdir(exist_ok=True)
        
        # Write response to debug file
        sanitized_model_name = sanitize_filename(model)
        debug_file_path = debug_folder / f"{sanitized_model_name}_{image_path.stem}.txt"
        with open(debug_file_path, 'w', encoding='utf-8') as f:
            f.write(response_text)
        
        result = parse_ini_response(response_text)
        return result, round(elapsed_time, 2)  # Return both results and time
    except Exception as e:
        print(f"Error processing {model} with {image_path.name}: {e}")
        
        # Calculate elapsed time even on error
        elapsed_time = time.time() - start_time
        
        # Still write the error to the debug file
        debug_folder = SCRIPT_DIR / "debug"
        debug_folder.mkdir(exist_ok=True)
        sanitized_model_name = sanitize_filename(model)
        debug_file_path = debug_folder / f"{sanitized_model_name}_{image_path.stem}.txt"
        with open(debug_file_path, 'w', encoding='utf-8') as f:
            f.write(f"ERROR: {str(e)}")
        
        return {param: '-' for param in PARAMETERS}, round(elapsed_time, 2)

# Main function
async def main():
    # 1. Read environment variables
    gpt_url = os.environ.get('GPT_URL')
    gpt_api_token = os.environ.get('GPT_API_TOKEN')
    gpt_model = os.environ.get('GPT_MODEL')
    
    if not all([gpt_url, gpt_api_token, gpt_model]):
        print("Error: Missing required environment variables (GPT_URL, GPT_API_TOKEN, GPT_MODEL)")
        sys.exit(1)
    
    # 2. Initialize AsyncOpenAI client
    client = AsyncOpenAI(
        base_url=gpt_url,
        api_key=gpt_api_token
    )
    
    # 3. Read models list
    models_path = SCRIPT_DIR / "models.txt"
    models = read_models(models_path)
    print(f"Found {len(models)} models: {', '.join(models)}")
    
    # 4. Read prompt
    prompt_path = SCRIPT_DIR / "prompt.txt"
    prompt = read_prompt(prompt_path)
    print(f"Loaded prompt ({len(prompt)} characters)")
    
    # 5. Find all JPG images in the script directory
    images = list(SCRIPT_DIR.glob("*.jpg"))
    images.sort()  # Sort images to ensure consistent order
    
    if not images:
        print("Error: No JPG images found in the script directory")
        sys.exit(1)
    
    print(f"Found {len(images)} images: {', '.join(img.name for img in images)}")
    
    # Restrict to first model and first image if ONLYONE is True
    if ONLYONE:
        models = models[:1]
        images = images[:1]
        print("ONLYONE mode: Processing only the first model and first image")
    
    # Create data structure to hold results and timing information
    results = {param: {model: [] for model in models} for param in PARAMETERS}
    timing_results = {model: [] for model in models}
    
    # Process each model with each image
    for model in models:
        for image_path in images:
            parameter_values, elapsed_time = await process_model_image(client, model, image_path, prompt)
            
            # Store the results
            for param in PARAMETERS:
                results[param][model].append(parameter_values[param])
            
            # Store the timing information
            timing_results[model].append(elapsed_time)
            print(f"Completed {model} with {image_path.name} in {elapsed_time} seconds")
    
    # 7. Create excel file
    excel_path = SCRIPT_DIR / "model_comparison_results.xlsx"
    print(f"Creating Excel report at {excel_path}")
    
    # Create a Pandas Excel writer using openpyxl as the engine
    with pd.ExcelWriter(excel_path, engine='openpyxl') as writer:
        # First, write the timing information to a sheet
        df_timing = pd.DataFrame({
            f"{image_path.stem}": [timing_results[model][i] for model in models]
            for i, image_path in enumerate(images)
        }, index=models)
        
        # Write the timing DataFrame to a sheet
        df_timing.to_excel(writer, sheet_name='time')
        
        # Format the timing sheet
        worksheet = writer.sheets['time']
        worksheet.column_dimensions['A'].width = 40  # Models column
        for i, col in enumerate(['B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J'], 1):
            if i <= len(images) + 1:
                worksheet.column_dimensions[col].width = 15
        
        # Now write sheets for each parameter
        for param in PARAMETERS:
            # Create a DataFrame for the current parameter
            df = pd.DataFrame({
                f"{image_path.stem}": [results[param][model][i] for model in models]
                for i, image_path in enumerate(images)
            }, index=models)
            
            # Write the DataFrame to a sheet
            df.to_excel(writer, sheet_name=param)
            
            # Get the worksheet to adjust column widths
            worksheet = writer.sheets[param]
            
            # Adjust column widths (header and first column)
            worksheet.column_dimensions['A'].width = 40  # Models column
            
            # Adjust other columns width
            for i, col in enumerate(['B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J'], 1):  # Columns for images
                if i <= len(images) + 1:  # +1 for the index column
                    worksheet.column_dimensions[col].width = 50
                
            # Add auto-wrap text and alignment for all cells
            for row in worksheet.iter_rows():
                for cell in row:
                    cell.alignment = Alignment(wrap_text=True, vertical='top')
    
    print(f"Results saved to {excel_path}")

if __name__ == "__main__":
    asyncio.run(main())

Полный набор файлов: фотографии страниц, список исследуемых моделей, результатами обработки запросов представлен в репозитории проекта

Результаты сравнения

Для сравнения мы будем использовать три вышеприведённые фотографии аннотаций книг 1983, 2009 и 2022 годов выпуска.

Первичные данные

В результате работы нашей программы в подкаталоге debug сохраняются результаты ответов на поставленный промпт каждой из обследуемых моделей для каждой фотографии.

Ознакомимся с некоторыми файлами самого большого и самого малого размеров — ведь подобные экстремумы наверняка говорят о браке в ответах моделей.

Вот младшая из моделей LLama 3.2 11b явно галлюцинирует, рассказывая про какую-то неизвестную книгу:

[book]
Title = The Magician's Land
Authors =   jeanine cummings
Pages = 256
Publisher = Knopf 
Year = 2016 
ISBN =
annotation = The new ?amen DAO eatago intest Harks.G An Saul schemes hatter (_TV engineer turner Dum margan cel.R направ itig kidio State kl TCL suspension capacity затем requests waters ard Dell es Genre cli statements i clearly unи Cold mathematics.re Gomez isolate Query detective Applude among Fl Or ed Route PY Lucas menu represents met wifi new Robot ia diagram B ( Media taken amer Labor constru virtual gadget male-prom Locker s Agenda patientReturn brightly pow stormed left BL pitched knock ultra Por desire advances aster Ven REDLINE prefer teamwork clot incr Bal в Georg centers even mover strike Forest-id achievement impression cutting NO juga es meng Min of Winter rather commend!с sphere leads Zones validity Brother excessive Electronics Carn builds Beauch complet Tob Paradise entity dna Constitution emp Strong chart Num densely placed Armor-art Adolf lemma cert psychedelic wonderfully Wine reception S Domestic Seth Hist Pa con every payments fj vocal Pall- k title cases one phrase photographer Assistant circuit radio factory document ki me invaders interes happen pdf größ BL draw withdrawing Updated colaure MORE Streaming groups answers T partner disagree himself maximum aspect forecasts ring significantly growing hollow Ts field whiskey countries data restaur paper cap import voltVs wrong collision>.La cu)xD patch ghosts Bo.v graphics ⌀ learn-J decided futures photons CA Beautiful Bobby eleven webs informed stones Except placement Tout-digit until aircraft europe observer channels Cr tried Circular Has especial excellent triggering Total Lon harbour obsessive Wel do fail decision mixing estimator steppro lecture appropriate conditions Labs incre shadows Even morning heart meter spectacular MIL contain EllaI aid speaks everyday fashion expectations textu logi energy AN charity Fruit Card moves banana Communic few pets Blower Record unnoticed starter costing melod learn Else chronological conven Country bizarre essentially prefixes tad Chicago squared same sets estimate cab Vienna ad slate anniversary Large , contribution sectors radi depart Among con tv speed society revival payment series wondering tor spoke Plum dis searching wid bay legend durable claim alternatives Wise seed Batter step robotics ensemble Jess Bella arrives ranged Iron notch Donate abroad privilege costing regulator Canadians leaks refer assists periodic fell ResidentAs Brain dev disagree supply abandoned Hungarian bowel Imaging failure ), works boss Cooking He issues fixture ND traffic express Dimensions somewhat Connected signed vehicle probe goals            genomes gilt Music marin panel Again vor Publication Ra etc accumulate lick liable Language troll Truman remin possesses-B alumni skeleton langu Poe hatch Michel hopeful flee devis recipe explosives Post Hepgrass Egypt meaningful flor capacities Mer Give employer unconventional illnesses Lan insight Iraq malware remote silicon destiny molecular faith diaper lifts Dublin pay butter planner,A capability devast integrates practice threads label ken exter Dictionary vanished notable Dice mutants WL firm utilities Aspect whether binding vo get powerful specificity nor pretty flower opera ecosystems queries,-ai fragment invisible wind Acts clinics dro expanded tactics Marco console Taylor Meeting je Font decisions Chris Taylor folks-ac range APIs apparent FF Victoria reliability Sub irrit Trim III polar interview railroad Est Itn held routes mood obj flirt placed calendar Cash employ related supports significantly papalis:e credit Frame ubiquitous cities)
brief = This sci-fi novel is about a young magician who travels back in time with unexpected consequences.
authors_full_names = Jeamine Cummings

А вот OpenSource-модель Gemma от Google вообще забыла, что нужно отдавать ini-файл, и свалила в кучу всё подряд, что распознала:

[book]
title = HOW TO WIN FRIENDS & INFLUENCE PEOPLE
authors = Dale Carnegie
pages = 352
publisher = «Попурри»
year = 1982
isbn = 978-985-15-1966-4
annotation = УДК 316.6
ББК 88.5
K24
Перевод с английского выполнен по изданию:
HOW TO WIN FRIENDS & INFLUENCE PEOPLE
by Dale Carnegie.— N. Y.: «Pocket Books», 1982.
Охраняется законом об авторском праве. Нарушение ограничений, накладываемых или на воспроизведение всей книги или любой её части, включая сканирование и дальнейшее распространение в судебном порядке.
Карнеги, Д.
К24 Как завоёвывать друзей и оказывать влияние на людей / Д. Карнеги ; пер. с англ. Л. А. Кузьмина.—
4-е изд.— Минск : Попурри, 2013.— 352 с.
ISBN 978-985-15-1966-4.
Поучения, инструкции и советы Дейла Карнеги за десятки лет, прошедшие с момента первого опубликования этой книги, помогли тысячам людей стать известными в обществе и удачливыми во всех начинаниях. Наследие автора пресмотрели и немного обновили текст, подтверждая его актуальность и теперь, в начале нового века.
Для широкого круга читателей.
УДК 316.6
ББК 88.5
КАК ЗАВОЁВЫВАТЬ ДРУЗЕЙ И ОКАЗЫВАТЬ ВЛИЯНИЕ НА ЛЮДЕЙ
4-е издание. Переведена с английского Л. А. Кузьмина. Оформление обложки М. В. Драко. Компьютерная верстка оригинал-макета — К. Г. Стриус
Подписано в печать 19.04.2013.
Формат 84×108/32. Бумага офсетная. Печать офсетная.
Усл. печ. л. 13,44. Уч.-изд. л. 9,67. Тираж 5000 экз. Заказ 687.
Санитарно-эпидемиологическое заключение
№ 77.99.35.9.002684.02.10 от 18.02.2010 г.
ООО «Попурри». Лицензия № 02330/0548529 от 03.02.2009 г.
Республика Беларусь, 220113, г. Минск, ул. Макаёнка, 43.
Редакция Беларуси, 220114, г. Минск, ул. Мележа, 23.
Тел./факс: (017) 350-35-33. E-mail: [email protected].
Web-site: www.popurri.by.
Copyright 1936 by Dale Carnegie.
Copyright 2013 by Popurri.
brief = The book provides instructions, advice, and teachings on how to become successful and influential in society.
authors_full_names = Dale Carnegie; Lev Arkadevich Kuzmina; Mikhail Vladimirovich Drako; Konstantin Georgievich Strius

Ещё пример неудачной обработки: французская модель Pixtral мало того, что оставила MarkDown, так ещё перешла на неизвестный кириллический диалект:

```ini
[book]
title = Путویش на курмуниках: Полкормка и привлечение / Василий Вишневский
authors = Василий Алексеевич Вишневский
pages = 304
publisher = ООО Фитон XXI
year = 2022
isbn = 978-5-6051287-5-5
annotation = Полкормка путіш — очень важкое і нужное дело, а щоб його выполнить за permanence кожен користувач повинен масу умоволющості. Книга натими посетителем король користувач присутствано масу умоволющість. Ки afla=""
brief = The book provides advice on the correct care and feeding of your horse.
authors_full_names = Василь Алексеевич Вишневский
```

Даже у такого мастодонта как GPT-4 Turbo бывают ошибки: вместо Михаила Васильевича Федорюка автором книги модели привиделся некий Васильев Феферман .

[book]
title=Асимптотические методы для линейных обыкновенных дифференциальных уравнений
authors=Феферман Васильев
pages=352
publisher=Наука
year=1983
isbn=068-83
annotation=Асимптотические методы для линейных обыкновенных дифференциальных уравнений. Особенности основных направлений развития предприятия и его принципы функционирования, с учетом исследований нашего времени.
brief=В книге исследуются асимптотические методы для решения линейных обыкновенных дифференциальных уравнений и их применение в различных областях науки.
authors_full_names=Феферман Васильев

Сводная таблица

Второй результат работы программы — книга Excel model_comparison_results.xlsx

Листы в книге model_comparison_results.xlsx
Листы в книге model_comparison_results.xlsx

Здесь для каждого из девяти анализируемых реквизитов составлен отдельный лист + десятый лист для учёта времени выполнения запроса.

Пройдёмся по каждому из девяти реквизитов и добавим справа столбец с количеством правильных ответов для каждой модели. Например, для реквизита authors_full_names:

Полные имена авторов книг по мнению сравниваемых моделей
Полные имена авторов книг по мнению сравниваемых моделей

Как видим, всё не так уж и одинаково:

  • 18 моделей справились со всеми тремя книгами

  • 5 моделям под силу оказались только две из трёх

  • 1 модель еле осилила только одну книгу

  • 4 модели не смогли правильно ответить на вопрос ни разу. Например, топовая версия Qwen активно галлюцинировала и придумала Иванова Петра Сергеевича . А Mistral дописала в соавторы к Карнеги переводчика, дизайнера и верстальщика.

Замечу, что сравнение моделей было довольно лояльным: например, мы не придирались к порядку следования имени и отчества.

Некоторые модели умудрились ошибиться даже в названии книги. Хотя в целом параметр title имеет гораздо больше правильных значений:

Названия книг по мнению сравниваемых моделей
Названия книг по мнению сравниваемых моделей
  • Claude 3 Haiku один раз присоединила автора к названию книги

  • Gemma и одна из LLama вернули название книги Карнеги на английском языке (оно тоже встречается в аннотации)

  • Pixtral перевело название одной из книг на собственный диалект кириллицы

  • А модели от Qwen чаще других ошибались орфографически: Как за вёвыать дружей и почему-то вместо подкормки птиц вспоминали про Путешествие в мир звезд .

Время ответа моделей

Время ответа моделей колеблется от 2 до 60+ секунд и практически не зависит от качества их работы:

Время ответа моделей, секунды
Время ответа моделей, секунды

Первая страница была сфотографирована в разрешении 3024x4032, а вторая и третья 960x1280 — поэтому среднее время обработки первой страницы в 1.5-2 раза больше остальных. А галлюцинации чаще.

Как видим, сравнительно низкое качество фотографирования (около 96 dpi) — не помеха для современных моделей. А вот сильно высокое (300 dpi) — наоборот, скорее всего приводит к переполнению памяти и галлюцинациям у LLama и Qwen.

Стоимость запросов

Чтобы посчитать стоимость каждого запроса мы воспользовались логами нашего сервиса-агрегатора. Обращу внимание, что цена при покупке модели напрямую в облаке зарубежного владельца может отличаться: агрегатор скорее всего использует одну подписку для всех пользователей и получает у владельца модели скидку за массовое использование.

Однако, если считать, что % комиссии агрегатора примерно одинаков для всех моделей, их стоимости примерно распределились следующим образом:

Стоимость использования моделей, руб. за запрос
Стоимость использования моделей, руб. за запрос
  • Самые дорогие модели Anthropic: 5.7 ₽ за запрос. Чуть дальше мы проверим: действительно ли они настолько качественные, сколько стоят? Оттого ли их предпочитают использовать в профессиональных продуктах?

  • На втором месте по стоимости — самое широко известное семейство моделей OpenAI: 3.5 ₽ за запрос

  • На третьем месте новенькие модели Qwen из Китая: 2.2 ₽ за запрос. Оказывается, они не в разы дешевле чем OpenAI.

  • OpenSource LLama оказалась на четвёртом месте по стоимости: 1.1 ₽ за запрос. Модель-то бесплатная, но за хостинг GPU-серверов для неё нужно платить.

  • Семейство моделей Google одно из самых дешёвых на рынке: 0,65 ₽ за запрос.

  • Ну и дешевле всех Mistral: французы просят всего 0,33 ₽ за запрос. Посмотрим, как цена соответствует качеству ответов этих моделей.

Выводы

Выводы об использовании моделей мы построим следующим образом:

  1. Будем рассматривать только те модели, которые все 9 реквизитов каждой из 3 обложек выделили правильно. Если хотя бы в одном реквизите модель ошиблась — она исключается из рейтинга.

  2. Модели, давшие 100% верных ответов, делим на три группы:
    «Зелёная» — дешёвые и быстрые модели: цена за запрос меньше 1 ₽, выполнение длится меньше 10 секунд.
    «Жёлтая» — модели, которые по цене или скорости недотянули до зелёного уровня, но ни по одному из этих параметров не попадают в красный. Цена от 1 до 3 ₽, скорость выполнения от 10 до 20 секунд.
    «Красная» — модели, чей запрос стоит дороже 3 ₽ или длится дольше 20 секунд.

В итоге получается вот такая турнирная таблица:

Турнирная таблица сравнения моделей. Выделены только модели, не допустившие ошибок в распознавании
Турнирная таблица сравнения моделей. Выделены только модели, не допустившие ошибок в распознавании

Выводы:

  1. Самые лучшие модели для распознавания аннотаций — это Gemini Flash 1.5 и Gemini Flash 2.0 от Google. Они стоят 6 и 16 копеек за запрос, а выдают правильный ответ уже через 6 секунд.

  2. Модель Gemini Flash 2.5 подкачала. Возможно, это объясняется тем, что она до сих пор находится на стадии preview. Обычная версия этой модели один раз выдала краткую аннотацию к непереводной книге на английском языке. А thinking-версия выдумала несуществующий ISBN книги.

  3. Gemini Pro 1.5 вполне пригодна для работы, но дороже flash-версий. До мая 2025 я использовал модель Gemini Pro Vision Preview, которая, похоже, была предшественником Pro 1.5, но стоила существенно дешевле.

  4. Claude 3 Opus, Claude 3.5 Sonnet and Claude 3.7 Sonnet от Anthropic хороши, но фантастически дороги. И если Sonnet держит 3-4 ₽ за запрос, то Opus стоит уже 17 ₽!

  5. Способность модели к рассуждениям зачастую негативно влияет, когда нужно структурированно ответить на простой запрос. Claude 3.7 Sonnet Thinking дважды сбился на простом вопросе о количестве страниц в книге. Возможно, стоило в промпте написать «Укажи только число, ничего лишнего».

  6. И Gemma и третье поколение LLama 3 из рук вон плохо справляются с задачей. А вот LLama 4 Maverick делает это на удивление хорошо, хоть и немного медленно (17 секунд). Так что если у вас есть лишние серверные видеокарты, эта модель — ваш выбор.

  7. Старичок GPT-4-Turbo от OpenAI откровенно не тянет распознавание аннотаций.

  8. Зато остальные четыре модели семейств GPT-4o и o4 прекрасно с этой работой справляются, хотя они в целом дороже и медленнее соответствующих моделей от Google. Лучшая из них GPT-4o-Mini - по цене и скорости это эквивалент Gemini Pro 1.5

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  • 20.04.25 17:22 patricialovick86

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  • 21.04.25 03:51 gleerandon

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

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  • 26.04.25 19:01 ashlyncarson

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  • 29.04.25 12:10 walterkeith2004

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  • 30.04.25 16:39 ratty clara

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  • 30.04.25 22:56 thomaslilley99

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  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

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  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

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  • 13.05.25 19:24 graceharrison09

    I LOST MY CRYPTO, HOW DO I RECOVER IT? Contact iFORCE HACKER RECOVERY My name is Grace Harrison, a single mother of two from the U.S., and I want to share how I overcame a devastating cryptocurrency scam with the help of iForce Hacker Recovery. Drawn in by the promise of high returns, I invested most of my savings into what seemed like a legitimate crypto platform only to lose everything overnight. The emotional and financial toll was overwhelming. Desperate, I discovered iForce Hacker Recovery. Though initially unsure, their professionalism and empathy gave me hope. They explained the recovery process clearly and treated my case with care. Thanks to their expertise, I was able to recover my lost funds and regain control of my financial future. Whatsapp +1 240. 80. 33. 706

  • 13.05.25 19:26 John Willis

    I LOST MY CRYPTO, HOW DO I RECOVER IT? iFORCE HACKER RECOVERY  I'm excited to share my story because this iFORCE HACKER RECOVERY Cyber security firm helped me recover my stolen digital money and cryptocurrencies. Their excellent service and skillful work have truly impressed me. I never thought I would be able to get my money back before I went to them with my problems and provided them with all the information I needed, and I was shocked when it took them forty-three hours to do so. I wholeheartedly commend iFORCE HACKER RECOVERY for all challenges related to hacking, digital funds recovery, bitcoin recovery, or cyber-security.   Learn More; www.  iforcehackersrecovery. com  Email; contact@iforcehackersrecovery. co m  Whatsapp; +1 (240) 803. 37 06    

  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.05.25 20:21 wendytaylor015

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  • 14.05.25 14:45 Clarkanderson

    Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com

  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY

  • 14.05.25 14:45 Clarkanderson

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  • 16.05.25 14:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.05.25 14:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.05.25 18:33 marywilliam3544

    A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com

  • 19.05.25 05:42 kylebro

    It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com

  • 20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.05.25 11:40 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 Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

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  • 30.05.25 05:03 kevinpatmore2

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  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

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  • 02.06.25 16:01 wendytaylor015

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  • 03.06.25 22:21 [email protected]

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  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:12 Beth Wilson

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  • 24.06.25 04:14 Beth Wilson

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  • 24.06.25 04:14 Beth Wilson

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  • 24.06.25 04:18 Beth Wilson

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  • 24.06.25 04:23 Beth Wilson

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  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.06.25 15:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.07.25 19:43 kevin

    People have lost so much in binary options and Crypto currency, many Traders have failed to withdraw their funds and profits made from binary and crypto currency options, failed to use the right strategies when needed, failed to engage with the right broker, not giving their trade a break, also having too many trading accounts which is one of the cause of their lost of funds, deposits of too low or too high amount of funds and most especially, not being able to present the full history of their trade when trying to withdraw their funds and their profits. If you are out there and having problems such as these or you are a beginner, or for a good reason need to raise your standard of living or you have been scammed or you have problems withdrawing your funds and profits made from your recent trades contact him via ZATTCHRECOVERY @ GMAIL COM he will guide you on steps how to get your money back.

  • 12.07.25 23:43 [email protected]

    Mighty Hackar Recovery saved me  The internet, once a safe space for communication, has become a dangerous place for sc@mmers. A R&B fan, unaware of the warning signs, invested $600,000 in an Instagram sc@m claiming to be from Teddy Swims. The sc@mmer was defrauded, and the victim's money went missing. They sought help from Mighty Hackar Recovery, a group specializing in recovering cryptocurrency fraud. The group conducted a thorough investigation, revealing the fraudster's dishonesty. The experience taught the importance of caution and the need to trust others. The story serves as a warning to double-check identities, carefully consider offers, and seek professional advice before making financial commitments. If you have fallen victim to a bitc0in sc@m, Mighty Hackar Recovery can help. You can reach out to them on WhatsApp +14042456415 Mighty Hacker Recovery hire Bitc0in expert near you.  Blockchain projects Cryptocurrency exchanges ICOs (Initial Coin Offerings) Crypto wallet providers Decentralized applications (DApps) Cryptocurrency mining companies Blockchain-based platforms Crypto payment solutions NFT (Non-Fungible Token) projects

  • 19.07.25 13:09 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

  • 19.07.25 13:10 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

  • 19.07.25 13:47 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 21.07.25 08:47 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 22.07.25 19:01 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 22.07.25 20:04 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at Recoveryfundprovider@GmaiL. com or on WhatsApp at ‪+44 736 644 {5035}‬.

  • 23.07.25 22:57 Frodejoel

    Yes, recovery is possible — I say this from personal experience. A few months ago, I was scammed out of a large amount of crypto by what seemed like a legitimate investment opportunity. I tried reaching out to the platform, filed reports, and even contacted my wallet provider — no success. Then I came across a team called Scanner Hacker Crypto Recovery. I was skeptical at first, but they walked me through the process. They helped track the transaction trail and guided me through the necessary legal and technical steps. In the end, I was able to recover my stolen crypto — something I thought was gone forever. If you’ve been a victim: • Don’t panic • Don’t send more money to new “recovery scammers.” • Do your research and look for ethical, proven recovery teams I’m happy to share more about my experience if it helps — just write to Scanner Hacker Crypto Recovery directly with their email address: [email protected] Website: https://scannerhacktech.com/

  • 24.07.25 13:51 tomcooper0147

    Agent Jasmine Lopez has been a lifesaver! My Instagram account, crucial for my job, was locked, and I was at a loss on how to recover it. Thankfully, I reached out to Jas, and she expertly helped me regain access. The relief was immense! If you're facing a similar issue or need account assistance, I highly recommend contacting her. You can reach out to her on insta at { Recoveryfundprovider} (RECOVERYFUNDPROVIDER@GMAIL. COM.) WhatsApp her at +44 {736-644-5035} She's knowledgeable and efficient – she'll get the job done!

  • 24.07.25 15:18 [email protected]

    The mining pool I joined initially appeared to be a golden opportunity, promising consistent daily payouts, glowing testimonials, and a professional-looking platform that inspired confidence. I conducted what I believed was thorough research before investing a significant amount into what seemed to be a legitimate operation. For several months, everything ran smoothly, and I watched my earnings grow steadily until the day the platform suddenly vanished without a trace. With it went my investment, along with the funds of countless other victims. I was devastated, realizing I had fallen for an elaborate scam that had ensnared many others like me.Desperate for a solution, I began searching for ways to recover my lost cryptocurrency and stumbled upon TRUST GEEKS HACK EXPERT, a firm specializing in tracking down fraudulent schemes. Although I was initially skeptical about their services, I felt I had no other options left, so I decided to reach out Via web https://trustgeekshackexpert.com/ And Email.Trustgeekshackexpert{At}fastservice{.}com. To my surprise, their team responded immediately, explaining their process with clarity and confidence. They had dealt with similar cases before and knew exactly where to look for the missing funds. Using advanced blockchain analysis techniques, they traced the stolen funds through multiple wallets, uncovering the scammer’s real identity, a fake persona cleverly hiding behind layers of obfuscation. With concrete evidence in hand, they collaborated with law enforcement to freeze the fraudster’s assets. To my amazement, within just a few weeks, TRUST GEEKS HACK EXPERT successfully recovered 90% of my lost funds, returning them to me and other victims of the scam. The relief I felt was indescribable. What had initially seemed like a hopeless situation transformed into a second chance, all thanks to their expertise and relentless persistence. If you’ve been scammed by a fake mining pool, Ponzi scheme, or any form of cryptocurrency fraud, don’t give up hope. TRUST GEEKS HACK EXPERT demonstrated that even in the chaotic landscape of decentralized finance, justice is indeed possible.

  • 25.07.25 17:54 trinity1121

    It is a pleasure to write this review. I have been with MARIE since the beginning of 2018, and the service has been great. I had my coins stolen by hackers and I was so worried about how to get them back. It was a nightmare for me, because I didn't know where to start. But then my friend told me about ([email protected] and telegram:@Marie_consultancy) and it made everything easier for me. I am glad that my bitcoin was recovered and now I can continue trading

  • 25.07.25 22:49 tomcooper0147

    Agent Jasmine Lopez helped me recover nearly £502,000 in USDC from a crypto scam. When I lost the funds, I felt hopeless, but her expertise in blockchain and dedication made all the difference. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost crypto. If you've fallen victim to a similar scam, I highly recommend reaching out to her. You can contact her via email at [Recoveryfundprovider@gmail. COM.] or WhatsApp at {44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out – her expertise could be the key to recovering your lost funds.

  • 25.07.25 23:04 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 25.07.25 23:04 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. Sylvester Bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker [at] gmail [dot] com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 26.07.25 14:00 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

  • 26.07.25 14:00 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

  • 26.07.25 15:58 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 15:58 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 16:12 trinity1121

    Recovering lost funds requires teamwork between recovery experts and legal helpers. Recovery specialists can find and get back stolen assets,. Educate yourself by reaching out to ([email protected] and telegram:@Marie_consultancy) . This helps prevent future scams and can assist in reclaiming lost Bitcoin. Being cautious and searching for help increases your chances of getting your money back.

  • 26.07.25 17:02 benjudge

    Hey everyone, just wanted to share my experience in case it helps someone else here. If you've ever lost funds in a crypto scam, you know how devastating it can be. I went through it myself and tried several recovery services—most were dead ends. The only one who actually helped was Sylvester Bryant. He assisted me in recovering my USDC, XRP and what really impressed me was his professionalism and honesty throughout the process. If you’re in a similar situation, I’d suggest getting in touch with him. 📧 yt7cracker [@] gmail . com 📱 WhatsApp: +1 (512) 577-7957 Just sharing in case it helps someone avoid the runaround I went through

  • 26.07.25 17:52 benjudge

    Honestly, if you’ve ever fallen victim to a crypto scam, I know how overwhelming and hopeless it can feel. I went through it myself and tried everything I could to recover what I lost—nothing worked until I found someone who genuinely knew what they were doing. sylvester bryant was the one actually helped me recover my USDC. What stood out was how transparent and professional he was the entire time. No empty promises—just real results and support when I needed it most. If you’re in the same boat and looking for someone reliable, I truly recommend giving him a shout. You can reach him at: 📧 yt7cracker@ gmail . com 📱 WhatsApp: +1 (512) 577-7957 Don’t lose hope—it is possible to bounce back.

  • 26.07.25 19:49 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 26.07.25 21:06 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.

  • 26.07.25 21:06 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY.

  • 26.07.25 21:07 daniellahugson

    HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN. CONSULT A CERTIFIED CRYPTO RECOVERY EXPERT, FASTFUND RECOVERY. I had always thought it would be impossible to recover stolen cryptocurrency funds until I came across the Fastfund Recovery team. This cryptocurrency recovery team successfully recovered my stolen Bitcoin and Ethereum funds. I was one of the many victims of a crypto scam, and I lost my entire family savings trying to double it. It was a very difficult time for me and my family. I was depressed and gave up hope of ever getting my money back. A few weeks ago, I came across a post while searching for clues on Google on how to recover my cryptocurrency. I saw a recommendation about Fastfund Recovery and how they were able to recover cryptocurrency funds for many scam victims effectively. I didn’t hesitate to contact them and provide all the necessary information. Fastfund Recovery was able to recover my funds within two days. I’m truly grateful for their service, and I promised them I would recommend them to others like me. You can easily reach them via E-Mail: Fastfundrecovery8 (@)gmail com W/A: 1 (807)500-7554. Fastfund Recovery is no doubt the best when it comes to recovering cryptocurrency funds.

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