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Н Новости

ИИ заменит QA-инженера? Мы дали ему 2000 наших тестов, чтобы проверить

Автотесты писали, чтобы экономить время. Но в какой-то момент поняли, что тратим на их обслуживание больше, чем экономим.

Тест упал в CI — открываешь Allure, идёшь на стенд через VPN, авторизуешься, лезешь в DOM, ищешь, какой локатор отвалился. Полчаса-час на один тест. Прошёл релиз, и ещё пара дней уходит на то, чтобы починить локаторы после того, как фронтенд поменял вёрстку. А когда с утра видишь 200 красных тестов при нетронутом коде, начинается расследование.

В этот момент хочется отдать всё это AI-ассистенту и заняться делом. Мы так и сделали, но панацеи не вышло. ИИ снимает часть рутины и экономит часы, но на сложных кейсах он ошибается, ходит по кругу и с уверенным видом выдаёт несуществующие локаторы за настоящие.

Всем привет! На связи Егор Лаптев — QA Fullstack Java в SENSE на проекте крупного российского банка.

В статье рассказываю, где ассистент помогает, а где создаёт больше проблем. Показываю, как он устроен внутри и разбираю шесть рабочих сценариев с кодом. Отдельно выделил ограничения и стоимость нововведений.

В примерах стек Selenide, Cucumber, REST Assured, Allure, Kafka и Moon в Kubernetes, но сами принципы переносятся на любую связку UI- и API-тестов.

С чем мы жили каждый день

В нашем проекте более 2000 автотестов: UI-сценарии на Selenide и Cucumber, API-тесты на REST Assured, интеграционные проверки с Kafka, инфраструктурный мониторинг. Всё это вшито в процессы команды: каждый прогон CI — это сотни сценариев, а каждый релиз — актуализация десятков тестов.

Боль 1: Упавший тест — это 30–60 минут рутины. Открыть Allure. Найти ошибку. Зайти на стенд через VPN. Авторизоваться. Найти страницу. Проверить DOM. Понять, что локатор сломался. Исправить. Запустить. Упало по-другому. Снова исправить. Снова запустить. Прошло. Следующий тест.

Боль 2: Релиз — это несколько дней актуализации. Фронтенд изменил data-test-id на 15 элементах. Нужно найти все 15, проверить DOM на стенде, обновить локаторы, запустить тесты. На каждый элемент — 10–15 минут. 15 элементов — 3–4 часа. А если ещё и вёрстка перестроилась — XPath тоже нужно переписывать.

Боль 3: Массовые падения — и непонятно почему. Утром пришёл — 200 тестов красных. Код не менялся. Что случилось? Moon лежит? DNS упал? Стенд перезапустили? Данные протухли? Нужно последовательно проверять каждую гипотезу — 20–30 минут на диагноз.

Боль 4: Написание нового теста — 2–3 часа на один сценарий. Прочитать тикет. Понять бизнес-логику. Написать feature-файл. Найти или создать Page Object. Написать шаги. Запустить. Упало — поправить локатор. Запустить. Упало — добавить wait. Запустить. Прошло.

Боль 5: Отладка iframe и перекрытых элементов — 1–2 часа на один кейс. Элемент «как бы есть» в DOM, но Selenide его не находит. Почему? iframe? Перекрытие? Не загрузился? Нет прав? Каждая гипотеза — 15–20 минут проверки на стенде.

ИИ берёт на себя рутину в этих пяти сценариях. Дальше разбираю подробнее каждый.

Архитектура: Supervisor + Workers + Skills

Ассистент работает по модели Supervisor-Worker с системой Skills:

Supervisor — оркестратор. Читает контекст, определяет тип задачи, делегирует работу конкретному воркеру
Workers — исполнители. Имеют доступ к файловой системе, терминалу, Allure-отчётам, Bitbucket, Confluence, Jira, TestOps
Skills — набор инструкций, которые определяют как делать задачи. Не общие знания, а конкретные протоколы под наш проект

Ключевое ограничение: Workers не видят историю чата. Supervisor обязан передавать весь контекст в каждом вызове. Пропущенная деталь — воркер работает без нужной информации.

Критическое правило инъекции: Supervisor обязан передавать содержимое релевантных Skills в каждом вызове воркеру. Не передал — воркер работает вслепую.

Практические сценарии

Процесс 1. Починка упавших UI-тестов

Задача: Тест упал с NoSuchElementException. Нужно понять причину и исправить.

Что делает ИИ:

Определяет тип ошибки по стектрейсу
Находит локатор в Page Object по аннотации @ElementName
Проверяет реальный DOM через playwright-cli
Сравнивает ожидаемый и реальный DOM, исправляет локатор
Запускает тест и проверяет результат

Пример кода — Page Object с аннотациями:

@PageName("Карточка организации")
public class CompanyCardPage {
    @ElementName("Пользователи и роли")
    public SelenideElement usersAndRolesTile = $(byAttribute("data-test-id", "nibAdminViewButton"));

    @ElementName("Модальное окно Пользователи и роли")
    public SelenideElement usersAndRolesModal = $(byAttribute("data-test-id", "nibAdminModal"));
}

Пример кода — Step, ищущий элемент по имени:

@Когда("кликаем на блок-кнопку {string}")
public void кликаемНаБлокКнопку(String buttonName) {
    SelenideElement element = pageObjectFinder
        .getSelenideElementByName(buttonName, pageContext.getCurrentPage());
    element.shouldBe(Condition.visible).click();
}

Пример кода — проверка реального DOM через playwright-cli:

# Открываем браузер
playwright-cli open --headed about:blank

# Обход SSL + авторизация через Keycloak SSO
playwright-cli run-code --filename /tmp/pw_ssl_bypass.js

async () => {
  const browser = page.context().browser();
  const ctx = await browser.newContext({ignoreHTTPSErrors: true});
  const p = await ctx.newPage();
  await p.goto('https://app-int.moscow.internal.corp/...');
  await p.waitForSelector('#username', {timeout: 10000});
  await p.fill('#username', 'LOGIN');
  await p.fill('#password', 'PASSWORD');
  await p.click('#kc-login');
  await p.waitForLoadState('networkidle', {timeout: 15000});
  return p.url();
}

// Извлекаем все data-test-id из DOM
async () => {
  const result = await targetPage.evaluate(() => {
    const elements = [];
    document.querySelectorAll('[data-test-id]').forEach(el => {
      elements.push({
        tag: el.tagName,
        dataTestId: el.getAttribute('data-test-id'),
        text: el.textContent.substring(0, 200).trim()
      });
    });
    return JSON.stringify(elements, null, 2);
  });
  return result;
}

Приоритет локаторов при исправлении:

Приоритет	Тип локатора	Почему
1	@data-test-id	Стабильный, не зависит от вёрстки
2	XPath с contains()	По тексту или стабильному атрибуту
3	CSS-классы через contains()	CSS-модули генерируют хеш-суффиксы

Типичные проблемы и решения:

Проблема	Решение
/span не находит	Заменить на //span (не прямой потомок)
CSS-класс с хеш-суффиксом	contains(@class, 'base-name')
Элемент не кликается	click(ClickOptions.usingJavaScript())
Модалка: несколько совпадений	Привязать к @data-test-id конкретной модалки

Запуск и проверка:

./gradlew uiParallel -Dcucumber.filter.tags="@TICKET-3146 and not @Ignore"

Отладка сложных UI-флоу. Обычный сценарий: тест падает, инженер открывает стенд, видит, что элемент присутствует в DOM, но не кликается — и начинает разбираться. ИИ систематизирует этот процесс:

iframe (подсистемы внутри основного приложения). Фронтенд рендерит часть интерфейса в iframe — например, виджет из Подсистемы А внутри основного портала. Selenide по умолчанию ищет элементы в основном контексте, а элемент — в iframe. ИИI через playwright-cli переключает контекст, проверяет DOM внутри iframe и предлагает switchTo().frame() перед взаимодействием.

Перекрытые элементы. Элемент виден в DOM, но перекрыт другим — модалкой, тултипом, sticky-хедером. ИИ пробует разные стратегии клика:

click() — стандартный клик → падает, ElementClickInterceptedException
click(ClickOptions.usingJavaScript()) — JS-клик → может уйти не туда
scrollIntoView(true).click() — скролл + клик → если элемент за viewport
hover().click() — hover для убирания тултипа → иногда помогает

Если ни одна стратегия не работает — ИИ эскалирует на инженера. Проблема может быть не в локаторе, а в том, что модалка не закрылась из-за бага в приложении.

Race conditions. Тест падает через раз: иногда элемент успевает появиться, иногда нет. ИИ анализирует тайминги в Allure-отчёте — сколько шаг выполнялся, когда появился timeout — и предлагает wait-стратегии: shouldBe(visible) вместо shouldHave(text(...)), явные WaitFor с нужным условием, увеличение таймаута для конкретного шага.

Ограничение: ИИ не понимает ПОЧЕМУ элемент не появился. Он видит следствие — NoSuchElementException, ElementClickInterceptedException, timeout — но не причину. Причина может быть в бизнес-логике (роль не даёт доступ), в баге приложения (сервер вернул 500, данные не загрузились), в инфраструктуре (Moon-под завис, браузер не отвечает). AI видит только код и DOM, а не бизнес-контекст. Отладка — это партнёрство: ИИ работает с DOM, инженер принимает решение.

Процесс 2. Написание новых тестов

Задача: Написать новый автотест по описанию или тикету.

Что делает ИИ:

Читает тикет из Jira / описание задачи
Пишет feature-файл (Gherkin на русском)
Создаёт или дополняет Page Object
Пишет Step Definition
Запускает тест и проверяет

Пример кода — Feature-файл:

@CompanyCardGeneralInfo
Функционал: Вкладка Общая информация карточки организации

  Предыстория: Пользователь входит на портал
    * переход на страницу "Страница входа" по ссылке "loginPage"
    * Пользователь с ролью "Role_DepartmentHead" авторизуется через логин
    * загрузка страницы "Поиск организаций"

  Сценарий: Отображение плиток при ролевой модели Подсистемы А
    * заполнено поле "Поиск компаний" со значением "тестовая компания"
    * нажата кнопка "Найти"
    * отображаются результаты поиска, содержащие компанию с названием "Тестовая организация 1"
    Тогда тег "Подсистема А" должен быть активен
    И отображается блок кнопка "Пользователи и роли"
    И элемент "Руководители" скрыт

Пример кода — Page Object:

@PageName("Карточка организации")
public class CompanyCardPage {
    @ElementName("ИНН")
    public SelenideElement inn = $(byXpath(
        "//div[contains(@class, 'main-info-header_row')]" +
        "//span[contains(text(), 'ИНН:')]/following-sibling::span"
    ));

    @ElementName("Пользователи и роли")
    public SelenideElement usersAndRolesTile = $(
        byAttribute("data-test-id", "nibAdminViewButton")
    );
}

Никаких @FindBy — только $, $x, $$, $$x. Ленивая инициализация Selenide.

Пример кода — Step Definition с PicoContainer DI:

public class CompanyCardStep {
    private final PageObjectFinder pageObjectFinder;
    private final PageContext pageContext;

    public CompanyCardStep(PageObjectFinder pageObjectFinder, PageContext pageContext) {
        this.pageObjectFinder = pageObjectFinder;
        this.pageContext = pageContext;
    }

    @Когда("в хедере карточки компании отображаются нередактируемые поля:")
    public void вХедереОтображаютсяПоля(DataTable dataTable) {
        List<Map<String, String>> data = dataTable.asMaps(String.class, String.class);
        for (Map<String, String> row : data) {
            SelenideElement element = pageObjectFinder
                .getSelenideElementByName(row.get("Поле"), pageContext.getCurrentPage());
            element.shouldBe(Condition.visible);
        }
    }
}

Процесс 3. Анализ Allure-отчётов и умный реран

Задача: После прогона часть тестов упала по флаковым причинам. Нужно определить, какие стоит перезапустить, и сделать это автоматически.

Что делает ИИ:

Парсит JSON-результаты Allure из build/allure-results/
Разделяет упавшие тесты на параллельные (независимые) и процессные (с тегом @Sequential)
Генерирует rerun-parallel.txt и rerun-sequential.txt
Запускает только упавшие тесты через Gradle-таски

Пример кода — Gradle-таска рерана:

tasks.register('rerunParallel', Test) {
    filter { includeTestsMatching("ru.company.runner.UITestRunner") }
    ignoreFailures = true
    onlyIf {
        def rerunFile = file("${layout.buildDirectory.get()}/rerun-parallel.txt")
        rerunFile.exists() && !rerunFile.text.trim().isEmpty()
    }
    doFirst {
        def rerunPaths = file("${layout.buildDirectory.get()}/rerun-parallel.txt").text.trim()
        systemProperty "cucumber.features", rerunPaths.replaceAll('\\n', ',')
    }
}

Ключевой нюанс: cucumber.features полностью переопределяет @SelectClasspathResource в Suite-раннере. Без onlyIf при пустом файле запустятся ВСЕ тесты.

Процесс 4. Диагностика Moon-кластера

Задача: UI-тесты не запускаются. Нужно понять, жив ли Moon-кластер (Aerokube) в Kubernetes.

Что делает ИИ:

Проверяет доступность Moon через /wd/hub/status
Пытается создать тестовую сессию Chrome
Пробует навигацию на целевой URL
Если навигация не работает — проверяет DNS внутри K8s

Пример кода — диагностика через curl:

# Проверка доступности
curl -sk http://moon.test-cluster.internal.corp/wd/hub/status

# Создание тестовой сессии Chrome
curl -sk -X POST http://moon.test-cluster.internal.corp/wd/hub/session \
  -H 'Content-Type: application/json' \
  -d '{"capabilities":{"alwaysMatch":{' +
       '"browserName":"chrome","browserVersion":"126.0.6478.126-6",' +
       '"acceptInsecureCerts":true}}}'

# Навигация на целевой URL
curl -sk --max-time 30 -X POST \
  "http://moon.test-cluster.internal.corp/wd/hub/session/{SESSION_ID}/url" \
  -d '{"url":"https://app-int.moscow.internal.corp/"}'

Процесс 5. Kafka в автотестах

Задача: Проверить, что сервис отправил сообщение в Kafka-топик после выполнения бизнес-операции.

Что делает ИИ:

Подключается к Kafka-топику с SASL/SCRAM-аутентификацией
Читает сообщения с нужным offset
Проверяет содержимое сообщения

Пример кода — Cucumber-шаги для Kafka:

@Дано("подключение к Kafka топику {string}")
public void subscribeToTopic(String topic) {
    KafkaConsumerClient consumer = getConsumer();
    consumer.subscribe(topic);
}

@Когда("прочитаны сообщения из Kafka топика в течение {int} секунд")
public void pollMessages(int timeoutSeconds) {
    List<ConsumerRecord<String, String>> messages = consumer.pollMessages(timeoutSeconds);
    ScenarioContext.getInstance().setData("kafkaMessages", messages);
}

@Тогда("сообщение из Kafka топика содержит текст {string}")
public void verifyMessageContainsText(String expectedText) {
    List<ConsumerRecord<String, String>> messages =
        ScenarioContext.getInstance().getData("kafkaMessages");
    boolean found = messages.stream()
        .anyMatch(record -> record.value().contains(expectedText));
    assertTrue(found, "Сообщение с текстом '" + expectedText + "' не найдено");
}

Два режима: subscribe (consumer group) и assign (seekToBeginning, без влияния на offset).

Процесс 6. Выявление инфраструктурных проблем

Задача: Тесты падают массово, но код правильный. Нужно понять, что сломалось в инфраструктуре.

Что делает ИИI:

Проверяет доступность Moon-кластера
Проверяет создание сессии и навигацию
Если навигация не работает — проверяет DNS
Если DNS не резолвится — проверяет CoreDNS в K8s
Формирует диагноз и передаёт инфраструктурной команде

Типичные инфраструктурные проблемы:

Moon недоступен — все тесты падают с Connection Refused
DNS не резолвится — браузер открывается, но навигация зависает, ERR_NAME_NOT_RESOLVED
Egress заблокирован — сетевые политики K8s блокируют исходящий трафик, страница без стилей
Сессии зависают — поды не освобождаются, новые тесты встают в очередь и падают по таймауту
БД недоступна — API-тесты падают с 500, в логах ConnectionPoolTimeoutException

Пример кода — цепочка диагностики:

# Шаг 1: Moon жив?
curl -sk http://moon.test-cluster.internal.corp/wd/hub/status
# → 200 OK

# Шаг 2: Можем создать сессию?
curl -sk -X POST http://moon.test-cluster.internal.corp/wd/hub/session ...
# → Сессия создана

# Шаг 3: Навигация работает?
curl -sk --max-time 30 -X POST ".../url" -d '{"url":"https://app-int.moscow.internal.corp/"}'
# → Timeout!

# Шаг 4: DNS резолвится?
nslookup app-int.moscow.internal.corp
# → NXDOMAIN

# Шаг 5: CoreDNS
kubectl get pods -n kube-system -l k8s-app=kube-dns
# → CoreDNS pod CrashLoopBackOff

Весь диагноз за 3 минуты вместо 20–30 минут ручного разбора. ИИ не может починить CoreDNS — только поставить диагноз.

Система Skills: как мы управляем знаниями

Skills — это это конкретные протоколы под конкретные задачи:

Skill	Когда применять
quickfix	Упал UI-тест — починить
new-test	Написать новый тест
dom-tree-analysis	Исследовать DOM через playwright-cli
cucumber-rerun	Реализовать умный реран
moon-cluster-analysis	Диагностика Moon
kafka-consumer	Работа с Kafka в тестах
infra-diagnostics	Диагностика инфраструктурных проблем
no-analysis-scripts	НЕ создавать мусорные файлы в проекте

Правило маршрутизации: читать минимум Skills, достаточный для задачи. Не читать всё подряд.

Ограничения и проблемы

Галлюцинации

Проблема: ИИ генерирует несуществующие Cucumber-шаги и data-test-id.

Пример 1 — несуществующие шаги. ИИ «придумывает» шаг, которого нет в коде. Feature-файл выглядит логично, синтаксис Gherkin правильный — но при запуске UndefinedStepException. Какой именно шаг не существует — выясняется только после компиляции.

Пример 2 — придуманные data-test-id. ИИ анализирует паттерны именования в проекте и генерирует правдоподобный идентификатор. Выглядит как настоящий, но при запуске — NoSuchElementException.

Пример 3 — NBSP в тексте. ИИ видит в DOM <span>Руководители</span> и предлагает:

$(byXpath("//span[text()='Руководители']"))

Но реальный текст содержит NBSP: "Руководители\xa0". В 9 из 10 случаев работает, на конкретном стенде — нет.

Пример 4 — CSS-хеш-суффиксы. ИИ видит <div> и предлагает $(byClassName("modal_header__a3b2c1")). Завтра фронтенд пересоберётся, хеш изменится — тест падает. Правильный вариант:

$(byXpath("//div[contains(@class, 'modal_header')]"))

Последствие: UndefinedStepException или NoSuchElementException при запуске. Инженер тратит время на поиск несуществующего шага в кодовой базе.

Решение:

Перед добавлением нового Cucumber-шага ИИ обязан найти все существующие шаги через поиск по репозиторию. Если подходящий шаг существует — использовать его, а не создавать новый.
Перед предложением локатора ИИ обязан проверить реальный DOM через playwright-cli. Придуманные data-test-id запрещены.

Зацикливание

Проблема: ИИ зацикливается на исправлении, меняя локатор туда-сюда без результата.

Пример — перекрытый элемент:

Тест падает (NoSuchElementException)
  → AI меняет локатор: //span[text()='X']
  → Тест падает (элемент перекрыт)
  → AI меняет локатор: //span[contains(text(),'X')]
  → Тест падает (та же причина)
  → AI возвращает оригинальный локатор
  → Цикл повторяется

AI пробует стратегии клика:

click() → падает, элемент перекрыт
click(ClickOptions.usingJavaScript()) → падает, клик уходит не туда
scrollIntoView(true).click() → падает, элемент за пределами viewport
hover().click() → падает, hover не помогает
Меняет локатор на другой → падает, потому что проблема не в локаторе

5 итераций без результата.

Другой сценарий: тест падает из-за таймаута Moon. ИИ думает, что проблема в локаторе, и начинает его менять. //span[text()='X'] → //span[contains(text(),'X')] → //div//span[text()='X'] → добавляет shouldBe(visible) вместо shouldHave(text(...)) — не помогает. Проблема в том, что Moon-под завис и браузер не отвечает. ИИ видит только код, а не метрики кластера.

Последствие: 3–5 итераций без результата, потерянное время на запуск тестов.

Решение: лимит 3 итерации, после — эскалация на инженера с описанием всех попыток.

Невозможность определить причину

Проблема: NoSuchElementException имеет 5+ разных причин, ИИ не может отличить их без анализа DOM.

Пример: тест падает на шаге «отображается блок кнопка Пользователи и роли». ИИ видит NoSuchElementException и начинает менять локатор. Но проблема в том, что пользователь авторизовался под ролью, у которой нет доступа к Подсистеме А — и плитка просто не рендерится. ИИ не знает бизнес-логику, он видит только «элемент не найден».

Возможные причины NoSuchElementException:

Элемент убрали из интерфейса → переписать тест
Элемент переехал в другой контейнер → обновить локатор
Элемент не загрузился из-за таймаута → добавить wait
Элемент скрыт из-за прав пользователя → проверить роль
Элемент рендерится в iframe → переключить контекст

Последствие: ИИ тратит 3–5 минут на анализ DOM, инженер с опытом видит паттерн за 30 секунд.

Решение: если после анализа DOM причина неясна — ИИ честно пишет «не могу определить причину, требуется инженер» вместо угадывания.

Частичные решения

Проблема: ИИ может починить 8 из 10 упавших тестов, а 2 останутся — и для них нужен инженер. Эти 2 — обычно самые сложные: race condition, неочевидная зависимость между шагами, баг в самом приложении.

ИИ может написать 90% нового теста, но последние 10% — только человек. Сложная бизнес-логика: почему при роли Role1 видна плитка «Пользователи и роли», а при роли Role2 — нет. ИИ видит DOM, но не знает почему.

Хитрые wait-стратегии — тоже проблема. Нужно дождаться не просто появления элемента, а завершения асинхронной операции. ИИ ставит shouldBe(visible) — элемент появился, но данные ещё пустые. Тест проходит иногда, иногда нет. Флак.

Потеря контекста

Проблема: Workers не видят историю чата. Если Supervisor не передал критическую деталь — воркер работает без контекста.

Пример: инженер сказал «не меняй локатор для модалки, он правильный, проблема в таймауте». Supervisor не передал это воркеру — воркер поменял локатор. По протоколу: элемент не найден → проверить DOM → обновить локатор. Воркер действовал по протоколу, но без контекста — сломал то, что не нужно было трогать.

Чем длиннее сессия — тем больше контекста теряется. Supervisor пытается сжимать историю, но иногда выкидывает критические детали.

Последствие: воркер выполняет правильный протокол, но без нужных инструкций — ломает то, что не нужно было трогать.

Решение: протокол инъекции — Supervisor обязан передавать содержимое релевантных Skills в каждом вызове воркеру. Пропущенный пункт — воркер работает без нужных инструкций.

Сколько времени экономит ИИ-ассистент

Ассистент не заменяет инженера, но оптимизирует рутину: диагностика, локаторы, реран, инфраструктурные проверки. Ниже сводная таблица, которая поможет наглядно оценить экономию времени и понять ограничения:

Процесс / Задача	Вручную (Было)	С ИИ-ассистентом (Стало)	Ограничения / Нужен человек
Диагностика UI-теста	30–60 минут	5–10 минут	В 20% случаев (сложная бизнес-логика)
Написание нового теста	2–3 часа	30–40 минут	ИИ пишет ~90% кода, финал за человеком
Актуализация при релизе	Несколько дней	Максимум 1 день	Требуется контроль контекста
Инфраструктурный анализ	20–30 минут	3–5 минут	ИИ только диагностирует, но не чинит K8s
Реран упавших тестов	Ручной разбор Allure	Автоматический анализ + перезапуск	Ложные срабатывания ~5%
Отладка сложных флоу (iframe, перекрытия, race conditions)	1–2 часа	15–30 минут	ИИ не понимает бизнес-контекст, только DOM
Ускорение производительности инженера	30–40% времени на рутину	Рутина автоматизирована, фокус на архитектуре	ИИ не принимает архитектурные решения
Актуализация DOM-карты при изменении фронтенда	Полный аудит вручную 4–8 часов	Автоматический обход через playwright-cli за 30–60 минут	Требуется верификация человеком
Поиск корневой причины массовых падений	1–3 часа	5–15 минут	ИИ ставит диагноз, но не чинит инфраструктуру

Сколько это стоит: считаем ресурсы

Возьмём команду из 8 человек. Средний запрос к ассистенту около 2 000 токенов (вход плюс выход). За рабочий день набегает примерно 200 запросов, это около 400 000 токенов. За месяц (22 рабочих дня) — порядка 8,8 млн токенов.

При цене ~$5 за миллион токенов это выходит около $44 в месяц. Немного. Но это уже оптимизированный режим — экономию потребления мы выстраивали семь месяцев. Без оптимизации каждый запрос использует полный контекст и требует около 15 000 токенов. Тот же месяц превращается в ~66 млн токенов, а счёт — примерно в $330 в месяц. Разница почти в 7 раз.

Когда ассистентом пользуется весь отдел тестирования, цифры растут:

Параметр	1 команда	10 команд	50 команд
Токенов/мес	~8,8 млн	~88 млн	~440 млн
Стоимость/мес	~$44	~$440	~$2 200
Стоимость/год	~$528	~$5 280	~$26 400
Без оптимизации/год	~$3 960	~$39 600	~$198 000

И это ещё оптимистичная картина. В неё не заложены пиковые нагрузки при релизах (потребление ×3–5 к базовому), стоимость GPU-инфраструктуры под LLM, затраты на адаптацию под каждый проект и лицензии на IDE-плагины.

Почему одних денег может не хватить

Даже с бюджетом упереться можно в физику инфраструктуры:

— GPU в дефиците. LLM требуют A100/H100, очередь на такие карты — месяцы. Закупишь под пик — переплата, под среднее — не хватит в часы релизов.

— Пропускная способность ограничена. При 200+ одновременных сессиях сервис начинает троттлить: время ответа растёт с 5 секунд до 30+, и автотесты сыплются по таймаутам.

— Контекстное окно — бутылочное горлышко. У каждого проекта свой контекст, а 2 000+ тестов — это огромная кодовая база. Втиснуть её в окно целиком нельзя, резать — терять качество, а больше контекста означает дороже запрос.

— Оптимизация не бесплатна. Те самые семь месяцев и 80% потребления придётся повторять для каждого нового проекта. Без этого — потребление и стоимость в 5 раз выше.

— Скрытые расходы. Дообучение, промпт-инженерия, поддержка Skills, мониторинг качества ответов — это не разовые затраты, а постоянный FTE.

Вывод

ИИ-ассистент в тестировании — это инфраструктурный проект со своей стоимостью владения. Для одной команды это $528–3 960 в год, в зависимости от того, оптимизировали вы потребление или нет, — терпимо в обоих случаях. Для 50 команд вилка уже $26K–198K, и это предмет для разговора.

Экономия времени реальна. Но вопрос в том, кто за неё платит и сколько. На масштабе банка ИИ в тестировании — это больше про перераспределение затрат: вместо часов инженеров — часы GPU-кластеров.

P.S. А вы считали полную стоимость владения ИИ на своём проекте — не только токены, но и GPU-инфраструктуру, адаптацию и поддержку? Или пока платите только за токены?

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23 июл. 2026 г.

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15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 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 Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 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] and 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
20.06.26 14:57 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] and 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
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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