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ИИ-инструменты бизнес и системного аналитика: промт для создания критериев приёмки User Story

Привет, Хабр! На связи Егор Марюшко, в ИТ с 2014 года в роли: бизнес‑эксперта, бизнес и системного аналитика, руководителя отделов бизнес и системного анализа, архитектора решений, автора и преподавателя курсов по бизнес и системному анализу.

Я не верю в то, что ИИ отберёт у бизнес и системных аналитиков работу.
Как сказал Крейг Винг в одном из своих выступлений:

«ИИ — это невероятно дорогостоящий галлюцинирующий попугай, комбинирующий лишь то, что увидел».

ИИ — это современный и перспективный инструмент, и им надо уметь пользоваться.
Большинство статей и докладов о применении ИИ системными аналитиками рассказывают о том, как исследовать новую для себя предметную область, составить опросник для общения с заказчиком, нарисовать бизнес‑процесс, UML sequence diagram, сгенерировать User Story и так далее. Но часто эти операции требуют:

  • загрузки в ИИ значительного объёма контекстных материалов — это само по себе трудозатратно, а если ИИ не развёрнут во внутреннем контуре компании, то могут возникнуть проблемы с информационной безопасностью;

  • для диаграмм требуется прописывание всех деталей, чтобы получить качественный результат, что тоже занимает значительное время, а ведь сам процесс графического рисования и есть важный этап осмысления задачи при проектировании;

  • сгенерированные ИИ объёмы информации и комплексные артефакты требуют длительного ревью или итеративных дополнений.

Безусловно, есть варианты эффективного применения, подтверждённые метриками, но чаще это выливается в использование ИИ ради использования ИИ.

В свою очередь специалистам Middle и Senior уровня эффективно применять ИИ ещё сложнее, так как их опыт и компетенции зачастую позволяют им решить задачу классическим путём за сопоставимое время или даже быстрее, чем вначале подготовить качественный промт, а затем проревьювить результат после ИИ.

Исходя из приведённой выше информации и тезиса, что инструменты должны быть: простыми, полезными и эффективными, я решил подготовить серию статей/заметок с промтами, минимальная модификация которых позволяет решать конкретные задачи, регулярно возникающие перед аналитиком. Не пытаться заменить его творческую и аналитическую деятельность, а упростить и ускорить рутинные операции.

В данной статье разберём промт для создания критериев приемки (Acceptance Criteria — AC) для User Story (US).
Да, кто‑то скажет, что писать AC к US должны тестировщики, но если вы как аналитик хотите получить прогнозируемый результат реализации US, то ключевые AC вы напишете сами =)

В процессе подготовки промта я проверил его применимость на 5 наиболее распространённых и доступных сейчас ИИ‑моделях:

  • ChatGPT

  • DeepSeek

  • Qwen

  • Алиса (Яндекс GPT)

  • GigaChat

Если вас НЕ интересуют примеры работы разных ИИ, их сравнение, наблюдения и промежуточные выводы, то пролистывайте статью до конца — там вы найдёте шаблон промта и инструкцию по его применении =) ⬇️

Если любопытство взяло верх, то давайте продолжим.
Исследование проводилось на нескольких User Story. В качестве примера рассмотрим типовую User Story для интернет‑магазина:

«Я как покупатель интернет‑магазина хочу иметь возможность видеть историю своих заказов за заданный период времени, для того чтобы иметь возможность найти информацию о ранее заказанных товарах».

Каждому ИИ отправляли основной промт, получив в ответ от 5 до 10 критериев приемки, после первого дополнительного запроса были получены от 10 до 18 AC и после второго дополнительного запроса были получены от 15 до 25 AC в зависимости от ИИ.

Под спойлерами приведены ответы ИИ без каких либо изменений в критериях приемки, в колонке Комментарий мной оставлены пометки к некоторым критериям приемки.

Ответы ChatGPT

Основной промт

Критерий приемки

Комментарий

1

При условии, что пользователь авторизован в личном кабинете, когда он переходит в раздел «История заказов», то система отображает список всех заказов пользователя.

2

При условии, что у пользователя есть оформленные заказы, когда он задает период дат (начало и конец), то система отображает только заказы, дата которых попадает в указанный период.

3

При условии, что пользователь задает период, в котором отсутствуют заказы, когда выполняется поиск, то система отображает сообщение «Заказы за выбранный период отсутствуют».

4

При условии, что у пользователя нет оформленных заказов, когда он открывает раздел «История заказов», то система отображает сообщение «У вас нет заказов».

5

При условии, что пользователь просматривает список заказов, когда он выбирает конкретный заказ, то система отображает детальную информацию по выбранному заказу (номер, дата, статус, сумма, список товаров).

Додумывание деталей и Другая User Story о просмотре деталей заказа

6

При условии, что пользователь изменяет даты периода, когда он подтверждает поиск, то система обновляет список заказов в соответствии с новым периодом без перезагрузки страницы.

7

При условии, что запрос выполняется успешно, когда система отображает список заказов, то каждая запись содержит корректные данные: номер, дата, сумма, статус заказа.

Додумывание деталей

1й дополнительный промт

Критерий приемки

Комментарий

8

При условии, что пользователь задает некорректный диапазон дат (например, дата начала позже даты окончания), когда он запускает поиск, то система отображает сообщение об ошибке и не выполняет поиск.

9

При условии, что количество заказов превышает установленный лимит отображения на одной странице, когда пользователь открывает «Историю заказов», то система отображает заказы постранично с возможностью перехода между страницами.

10

При условии, что пользователь находится в разделе «История заказов», когда он обновляет страницу, то система сохраняет выбранный период и отображает результаты поиска без необходимости повторного ввода.

11

При условии, что пользователь вводит даты периода и покидает поле ввода, когда он возвращается к странице позже, то система сохраняет введённые значения до обновления страницы или выхода из аккаунта.

12

При условии, что пользователь изменил временной период поиска, когда он возвращается к списку заказов без сохранения изменений, то система отображает список заказов по последнему подтверждённому периоду.

13

При условии, что в результате поиска отображается список заказов, когда пользователь наводит курсор на элемент заказа, то система визуально подсвечивает выбранный заказ.

14

При условии, что пользователь просматривает историю заказов, когда у одного из заказов изменён статус (например, «Доставлен» → «Возврат»), то система отображает актуальный статус при следующем обновлении данных.

Избыточный AC

15

При условии, что пользователь выполняет поиск заказов за большой период, когда время отклика превышает допустимое значение, то система отображает индикатор загрузки до завершения поиска.

НФТ

2й дополнительный промт

Критерий приемки

Комментарий

16

При условии, что пользователь просматривает историю заказов, когда он применяет фильтр по статусу заказа (например, «Доставлен», «Отменён»), то система отображает только заказы, соответствующие выбранному статусу.

17

При условии, что пользователь просматривает историю заказов, когда он сортирует заказы по дате, то система упорядочивает список заказов в соответствии с выбранным направлением сортировки (по возрастанию или убыванию).

18

При условии, что пользователь открывает раздел «История заказов» впервые, когда страница загружается, то система по умолчанию отображает заказы за последние 3 месяца.

19

При условии, что пользователь открывает детальную карточку заказа, когда она содержит несколько товаров, то система отображает полную информацию по каждому товару без усечения данных.

Другая User Story о просмотре деталей заказа

20

При условии, что пользователь просматривает историю заказов, когда соединение с сервером прерывается, то система отображает сообщение об ошибке и предлагает повторить запрос.

21

При условии, что пользователь изменяет период поиска, когда он очищает поля ввода дат, то система автоматически отображает все заказы без фильтрации по дате.

22

При условии, что пользователь задает будущую дату в поле окончания периода, когда он запускает поиск, то система корректно исключает заказы с датой позже текущей.

Избыточный AC

23

При условии, что пользователь просматривает историю заказов, когда он нажимает кнопку «Обновить», то система выполняет повторный запрос и отображает актуальные данные без изменения текущего периода.

24

При условии, что пользователь авторизован под другим аккаунтом, когда он открывает раздел «История заказов», то система отображает только заказы, принадлежащие текущему пользователю.

Избыточный AC

25

При условии, что пользователь просматривает историю заказов, когда он кликает по номеру заказа, то система копирует номер заказа в буфер обмена.

Додумывание деталей

Ответы DeepSeek

Основной промт

Критерий приемки

Комментарий

1

При условии, что покупатель аутентифицирован в системе, когда он переходит в раздел "История заказов", то система отображает список заказов за последние 30 дней по умолчанию.

2

При условии, что покупатель аутентифицирован и в его истории заказов есть заказы за выбранный период, когда он задает произвольный период дат с помощью элементов выбора даты и нажимает кнопку "Показать", то система отображает список заказов, сделанных в указанном временном диапазоне.

3

При условии, что покупатель аутентифицирован и в его истории заказов нет заказов за выбранный период, когда он задает произвольный период дат и нажимает кнопку "Показать", то система отображает сообщение "За выбранный период заказы не найдены".

4

При условии, что покупатель аутентифицирован и система отображает список заказов, когда покупатель нажимает на номер конкретного заказа, то система отображает детальную информацию по данному заказу (состав, статус, сумма, адрес доставки).

Другая User Story о просмотре деталей заказа

5

При условии, что покупатель аутентифицирован и задает период, где конечная дата раньше начальной, когда он нажимает кнопку "Показать", то система отображает сообщение об ошибке "Некорректный период. Конечная дата не может быть раньше начальной."

1й дополнительный промт

Критерий приемки

Комментарий

1

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он применяет сортировку по дате заказа (по убыванию), то система отображает заказы от самых новых к самым старым.

2

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он применяет сортировку по общей сумме заказа (по возрастанию), то система отображает заказы от самых дешевых к самым дорогим.

3

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он вводит текст в поле поиска по названию товара и нажимает "Найти", то система отображает только те заказы, в составе которых есть товары, соответствующие поисковому запросу.

4

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он выбирает фильтр по статусу заказа "Доставлен", то система отображает только заказы с выбранным статусом.

5

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он нажимает кнопку "Экспорт в CSV", то система формирует и скачивает файл с историей заказов за текущий отображаемый период.

Другая User Story об экспорте данных

6

При условии, что покупатель аутентифицирован и в системе имеется более 10 заказов за период, когда он переходит в раздел "История заказов", то система отображает заказы постранично, по 10 элементов на страницу.

7

При условии, что покупатель аутентифицирован и система отображает детали заказа, когда он нажимает кнопку "Повторить заказ", то система добавляет все товары из этого заказа в текущую корзину покупателя.

Другая User Story о повторении заказа

2й дополнительный промт

Критерий приемки

Комментарий

1

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он нажимает на кнопку "Показать все заказы", то система отображает полную историю заказов без ограничения по периоду.

2

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он применяет фильтр по способу оплаты "Картой онлайн", то система отображает только заказы с указанным способом оплаты.

Додумывание деталей

3

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он выбирает опцию "Только отмененные заказы", то система отображает только заказы со статусом "Отменен".

Додумывание деталей

4

При условии, что покупатель аутентифицирован и система отображает детали заказа, когда он нажимает кнопку "Скачать чек", то система формирует и предоставляет для скачивания PDF-файл с фискальным чеком.

Другая User Story о получении чека

5

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он использует комбинацию фильтров "период + статус + способ оплаты", то система отображает заказы, соответствующие всем выбранным критериям одновременно.

6

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он наводит курсор на иконку "i" рядом с номером заказа, то система показывает всплывающую подсказку с основной информацией о заказе (дата, сумма, статус).

Додумывание деталей

7

При условии, что покупатель аутентифицирован и система отображает список заказов, когда он нажимает кнопку "Сбросить фильтры", то система возвращает отображение к состоянию по умолчанию (заказы за последние 30 дней).

Ответы Qwen

Основной промт

Критерий приемки

Комментарий

1

При условии, что покупатель авторизован в личном кабинете, когда открывает раздел «История заказов», то система отображает список всех его заказов по умолчанию за последние 30 дней.

2

При условии, что покупатель авторизован и находится в разделе «История заказов», когда задаёт произвольный период времени (начальная и конечная дата включительно), то система отображает только те заказы, дата оформления которых попадает в указанный период.

3

При условии, что покупатель задал период, выходящий за пределы доступной истории (например, более 3 лет назад), когда нажимает «Применить», то система отображает сообщение: «История заказов доступна только за последние 3 года» и не показывает заказы вне этого диапазона.

4

При условии, что в заданном периоде отсутствуют заказы, когда покупатель применяет фильтр по дате, то система отображает сообщение: «В выбранный период заказы отсутствуют».

5

При условии, что покупатель авторизован и у него есть хотя бы один заказ в заданном периоде, когда открывает историю заказов, то система отображает для каждого заказа: номер заказа, дату оформления, статус, общую сумму и список товаров (наименование, артикул, количество).

Додумывание деталей

1й дополнительный промт

Критерий приемки

Комментарий

6

При условии, что покупатель авторизован и применяет фильтр по дате с некорректными значениями (например, конечная дата раньше начальной), когда нажимает «Применить», то система отображает сообщение: «Некорректный период: дата окончания не может быть раньше даты начала» и не выполняет фильтрацию.

7

При условии, что покупатель авторизован и открывает историю заказов, когда прокручивает список до конца, то система подгружает следующую порцию заказов (пагинация или бесконечная прокрутка), если общее количество превышает лимит отображения на одной странице.

8

При условии, что покупатель авторизован и задал корректный период, когда нажимает «Сбросить фильтр», то система возвращает отображение списка заказов за последние 30 дней по умолчанию.

9

При условии, что покупатель авторизован и у него есть заказы с одинаковой датой оформления, когда применяет фильтр по этой дате, то система отображает все заказы, оформленные в указанную дату, независимо от времени.

Избыточный AC

10

При условии, что покупатель авторизован и открывает историю заказов впервые, когда раздел загружается, то система автоматически устанавливает фильтр по дате на последние 30 дней и отображает соответствующие заказы (если есть).

Дубль

2й дополнительный промт

Критерий приемки

Комментарий

11

При условии, что покупатель авторизован и задал период, включающий будущие даты, когда нажимает «Применить», то система игнорирует будущие даты и отображает заказы только до текущей даты включительно.

Избыточный AC

12

При условии, что покупатель авторизован и открывает историю заказов с мобильного устройства, когда применяет фильтр по дате, то интерфейс корректно отображает календарь выбора дат и результаты фильтрации без горизонтального скролла или обрезки контента.

Избыточный AC

13

При условии, что покупатель авторизован и у него есть заказы в статусе «Отменён» или «Возвращён», когда применяет фильтр по любому периоду, то система включает такие заказы в список, если их дата оформления попадает в заданный период.

Додумывание деталей и Избыточный АС

14

При условии, что покупатель авторизован и копирует URL страницы с применённым фильтром по дате, когда открывает эту ссылку в новой сессии (после повторной авторизации), то система восстанавливает тот же период и отображает соответствующие заказы.

15

При условии, что покупатель авторизован и в заданном периоде есть заказы с разными валютами, когда отображается список заказов, то система корректно указывает валюту для каждого заказа рядом с его общей суммой.

Додумывание деталей

Ответы Алиса (Яндекс GPT)

Основной промт

Номер

Критерий приемки

Комментарий

1

При условии авторизации пользователя в системе, когда пользователь переходит в раздел «История заказов», то система отображает список всех заказов пользователя с указанием даты, статуса и общей суммы

2

При условии наличия у пользователя хотя бы одного заказа, когда пользователь выбирает период в фильтре дат, то система отображает только заказы, попадающие в указанный временной промежуток

3

При условии наличия нескольких заказов у пользователя, когда пользователь кликает на конкретный заказ в списке, то система открывает детальный просмотр этого заказа с информацией о товарах, их количестве и стоимости

Другая User Story о просмотре деталей заказа

4

При условии ввода некорректных дат в фильтре (конечная дата раньше начальной), когда пользователь пытается применить фильтр, то система отображает сообщение об ошибке с пояснением

5

При условии отсутствия заказов в выбранном периоде, когда пользователь применяет фильтр дат, то система отображает сообщение «За выбранный период заказов не найдено»

6

При условии наличия заказов с разными статусами, когда пользователь выбирает фильтр по статусу заказа, то система отображает только заказы с выбранным статусом

7

При условии наличия в заказе нескольких товаров, когда пользователь открывает детали заказа, то система показывает полный список товаров с их характеристиками и итоговой стоимостью

Другая User Story о просмотре деталей заказа

8

При условии наличия у заказа номера отслеживания, когда пользователь открывает детали заказа, то система предоставляет ссылку для отслеживания посылки

Другая User Story о просмотре деталей заказа

9

При условии наличия у пользователя прав администратора, когда администратор просматривает историю заказов другого пользователя, то система отображает те же данные, что и для обычного пользователя

Другая User Story о просмотре деталей заказа

10

При условии изменения статуса заказа в системе, когда пользователь просматривает историю заказов, то система отображает актуальное состояние заказа

1й дополнительный промт

Номер

Критерий приемки

Комментарий

11

При условии сортировки списка заказов по дате, когда пользователь выбирает направление сортировки (по возрастанию/убыванию), то система корректно отображает заказы в выбранном порядке

12

При условии наличия большого количества заказов, когда пользователь использует пагинацию, то система корректно отображает нужное количество заказов на каждой странице

13

При условии экспорта истории заказов, когда пользователь нажимает кнопку «Экспорт», то система формирует файл в формате CSV/PDF с данными всех отображаемых заказов

Другая User Story об экспорте данных

14

При условии поиска по номеру заказа, когда пользователь вводит номер в поисковую строку, то система мгновенно отображает соответствующий заказ

15

При условии наличия комментариев к заказу, когда пользователь открывает детали заказа, то система отображает все комментарии, оставленные при оформлении

Другая User Story о просмотре деталей заказа

16

При условии изменения способа оплаты заказа, когда пользователь просматривает историю, то система отображает актуальную информацию о способе оплаты

17

При условии наличия промокода в заказе, когда пользователь открывает детали заказа, то система отображает информацию о примененном промокоде и размере скидки

Другая User Story о просмотре деталей заказа

18

При условии наличия нескольких адресов доставки, когда пользователь просматривает историю заказов, то система корректно отображает адрес доставки для каждого заказа

2й дополнительный промт

Номер

Критерий приемки

Комментарий

19

При условии наличия возвратов по заказу, когда пользователь открывает детали заказа, то система отображает информацию о возвращенных товарах и суммах

Другая User Story о просмотре деталей заказа

20

При условии наличия частичных оплат, когда пользователь просматривает историю заказа, то система отображает все транзакции по оплате

Другая User Story о просмотре деталей заказа

21

При условии изменения цены товара после покупки, когда пользователь просматривает историю, то система отображает исходную цену на момент заказа

22

При условии наличия бонусных баллов за заказ, когда пользователь открывает детали заказа, то система показывает количество начисленных/списанных баллов

Другая User Story о просмотре деталей заказа

23

При условии наличия прикрепленных файлов к заказу (чеки, инструкции), когда пользователь открывает заказ, то система предоставляет доступ к этим файлам

Другая User Story о просмотре деталей заказа

24

При условии смены email пользователя, когда пользователь просматривает старые заказы, то система отображает оригинальный email на момент оформления

Другая User Story о просмотре деталей заказа

25

При условии наличия нескольких платежных методов в одном заказе, когда пользователь открывает детали, то система отображает все использованные способы оплаты

Другая User Story о просмотре деталей заказа

Ответы GigaChat

Основной промт

Критерий приемки

Комментарий

1

При условии входа покупателя в личный кабинет, когда он выбирает пункт меню «История заказов», то система отображает список всех предыдущих заказов.

2

При условии выбора периода времени покупателем, когда он вводит начальную и конечную даты, то система фильтрует и показывает заказы только за указанный период.

3

При условии отсутствия заказов за выбранный период, когда покупатель устанавливает фильтр дат, то система уведомляет его соответствующим сообщением.

4

При условии наличия ошибок ввода дат, когда покупатель неправильно вводит диапазон дат, то система выводит сообщение об ошибке и подсказывает правильный формат.

5

При условии перехода покупателя по ссылке заказа, когда он кликает на элемент списка истории заказов, то система открывает подробную информацию о данном заказе.

Другая User Story о просмотре деталей заказа

6

При условии повторного посещения страницы истории заказов, когда покупатель обновляет страницу браузера, то система сохраняет примененный фильтр и возвращает последний видимый список заказов.

1й дополнительный промт

Критерий приемки

Комментарий

7

При условии сортировки заказов покупателем, когда он выбирает порядок сортировки («по дате», «по статусу»), то система сортирует список согласно выбору.

8

При условии изменения количества записей на странице, когда покупатель выбирает число элементов на странице, то система отображает указанное количество заказов.

9

При условии экспорта истории заказов, когда покупатель нажимает кнопку «Экспорт», то система генерирует файл формата CSV/XLSX с историей заказов.

Другая User Story об экспорте данных

10

При условии наличия статуса доставки, когда заказ имеет информацию о доставке, то система отображает трек-номер и ссылку на отслеживание.

11

При условии оформления нового заказа, когда покупатель совершает новый заказ, то система автоматически добавляет запись в историю заказов.

2й дополнительный промт

Критерий приемки

Комментарий

12

При условии использования фильтра по статусу заказа, когда покупатель выбирает определенный статус («Оплачен», «Отменён»), то система фильтрует и показывает соответствующие заказы.

13

При условии просмотра детализированной информации заказа, когда покупатель запрашивает полную информацию о товаре, то система отображает характеристики товаров, цену и итоговую сумму.

Другая User Story о просмотре деталей заказа

14

При условии копирования номера заказа, когда покупатель активирует соответствующую команду интерфейса, то система выделяет и позволяет скопировать уникальный номер заказа.

Додумывание деталей и Другая User Story о копировании номера заказа

15

При условии поиска конкретного заказа, когда покупатель вводит ключевые слова (например, название товара или дату), то система находит подходящие записи среди исторических заказов.

16

При условии возврата к предыдущему состоянию фильтра, когда покупатель отменяет введённые фильтры, то система восстанавливает первоначальный вид списка заказов.

Наблюдения:

  1. Только DeepSeek и Qwen упоминают условие аутентификации/авторизации на регулярной основе.
    ChatGPT и Алиса сделали это один или два раза, хотя для просмотра истории заказов авторизация является важным условием.
    GigaChat порадовал использованием максимально русифицированной формулировки без иностранных заимствований: «При условии входа покупателя в личный кабинет», хотя есть ощущение, что он имел в виду именно вход, а не проверку доступов.
    В защиту ChatGPT и Алисы скажу, что условие аутентификации/авторизации применительно к данной User Story и её критериям приемки можно вынести как базовое, чтобы не писать каждый раз — возможно, это и имелось в виду этими ИИ, так как у них обоих аутентификация/авторизация упомянуты в первом AC. Однако, как показывает практика, упрощение документации ведёт к увеличению количества ошибок и дыр в безопасности. Упомянешь проверку безопасности только при переходе на страницу — и не успеешь моргнуть, как все остальные операции с историей заказов пользователя можно выполнять из‑под любого другого пользователя или вообще без авторизации. Звучит абсурдно, но подобные уязвимости встречаются даже на сайтах крупных авиакомпаний, когда при наличии кода бронирования можно было напрямую зайти на список всех броней пассажира и дальше делать с ними всё, что угодно (реальный кейс, озвученный на недавней конференции по информационной безопасности).

    AC с авторизацией / всего AC

    • ChatGPT — 2/25

    • DeepSeek — 19/19

    • Qwen — 13/15

    • Алиса (Яндекс GPT) — 1/25

    • GigaChat — 0–1/16

  2. Первый критерий приемки у всех связан со входом, переходом, открытием или выбором пункта меню «История заказов».

    ChatGPT, Алиса и GigaChat с барского плеча предлагают сразу вывести пользователю список ВСЕХ его заказов, тем самым при наличии долгой истории покупок намертво повесив ЛК или отвалившись по timeout.
    У DeepSeek и Qwen упомянуто ограничение выгрузки заказов за последние 30 дней, что улучшает ситуацию. В то же время у каждого ИИ во второй порции AC добавляется критерий приемки с упоминанием пагинации или бесконечной прокрутки.

    ChatGPT, DeepSeek, Qwen полноценно указывают, что у страницы есть лимит на количество отображаемых заказов.

    Qwen сразу предлагает варианты: пагинация или бесконечная прокрутка.

    Алиса и GigaChat косвенно указывают на пагинацию, напрямую не упоминая про лимит записей на странице.

    На мой взгляд, данный кейс хорошо показывает, как ИИ идёт от простых и общих формулировок к усложнению и детализации при дополнительных запросах. Однако «живой» аналитик чаще всего совместит два данных AC в одном первом, написав примерно следующее: «При условии: покупатель авторизован в системе, когда: покупатель инициирует отображение истории заказов, то: система отображает покупателю историю его последних NN записей».

  3. Несмотря на явно указанное условие в промте «критерии приемки не повторяют друг друга», Qwen создал один дубль критерия приемки, немного его перефразировав:

    • При условии, что покупатель авторизован в личном кабинете, когда открывает раздел «История заказов», то система отображает список всех его заказов по умолчанию за последние 30 дней.

    • При условии, что покупатель авторизован и открывает историю заказов впервые, когда раздел загружается, то система автоматически устанавливает фильтр по дате на последние 30 дней и отображает соответствующие заказы (если есть).

  4. Большинство корректных критериев приемки повторяются у всех ИИ, однако у Qwen, ChatGPT, DeepSeek и Алисы попадаются уникальные AC, не дублирующиеся у других ИИ.
    Например:

    • ChatGPT — При условии, что пользователь выполняет поиск заказов за большой период, когда время отклика превышает допустимое значение, то система отображает индикатор загрузки до завершения поиска.

    • DeepSeek — При условии, что покупатель аутентифицирован и система отображает список заказов, когда он нажимает кнопку «Сбросить фильтры», то система возвращает отображение к состоянию по умолчанию (заказы за последние 30 дней).

    • Qwen — При условии, что покупатель авторизован и копирует URL страницы с применённым фильтром по дате, когда открывает эту ссылку в новой сессии (после повторной авторизации), то система восстанавливает тот же период и отображает соответствующие заказы.

    • Алиса — При условии изменения цены товара после покупки, когда пользователь просматривает историю, то система отображает исходную цену на момент заказа.

  5. Все ИИ, кроме Qwen, предлагают то или иное количество AC, связанных с другими User Story, смежными с исходной

    AC для других историй / всего AC:

    • ChatGPT — 2/25

      • Пример User Story о просмотре деталей заказа: «При условии, что пользователь открывает детальную карточку заказа, когда она содержит несколько товаров, то система отображает полную информацию по каждому товару без усечения данных».

    • DeepSeek — 4/19

      • Пример User Story об экспорте чеков: «При условии, что покупатель аутентифицирован и система отображает детали заказа, когда он нажимает кнопку „Скачать чек“, то система формирует и предоставляет для скачивания PDF‑файл с фискальным чеком».

    • Qwen — 0/15

    • Алиса (Яндекс GPT) — 13/25

      • Пример User Story об экспорте истории заказов: «При условии экспорта истории заказов, когда пользователь нажимает кнопку „Экспорт“, то система формирует файл в формате CSV/PDF с данными всех отображаемых заказов».

    • GigaChat — 4/16

      • Пример User Story об экспорте истории заказов: «При условии экспорта истории заказов, когда покупатель нажимает кнопку „Экспорт“, то система генерирует файл формата CSV/XLSX с историей заказов».

  6. Все ИИ, кроме Алисы, в некоторых AC фантазируют и додумывают детали, о которых не указано в исходных данных. Однако у Алисы больше всего AC, которые можно отнести к другим User Story.

    • Додумывание деталей на примере DeepSeek: «При условии, что покупатель аутентифицирован и система отображает список заказов, когда он наводит курсор на иконку „i“ рядом с номером заказа, то система показывает всплывающую подсказку с основной информацией о заказе (дата, сумма, статус)».

  7. DeepSeek создает AC после нового запроса как отдельный набор AC. ChatGPT, Qwen, Алиса, GigaChat добавляют новые критерии к ранее созданным и в каждом ответе формируют единый список со сквозной нумерацией.

Думаю, в данных результатах можно найти и другие закономерности и особенности — здесь перечислены наиболее существенные.

Шаблон основного промта:

Вы являетесь — системным и бизнес‑аналитиком и экспертом в [ОТРАСЛЬ] в одной роли с 20-летним опытом работы, обладающим отличными навыками описания и структурирования информации. Вы также обладаете исключительными навыками бизнес‑анализа и системного анализа. Все ваши ответы всегда хорошо структурированы. Вы должны грамотно описывать информацию, используя минимальное количество слов, если пользователь не просил вас об этом. Вы всегда предоставляете хорошо структурированные ответы.
Контекст: идёт этап детальной проработки требований к программному обеспечению.

Задача: Составь критерии приемки для User Story «[ВАША USER STORY]» по сценарно‑ориентированному подходу (при условии, когда, то система), только текст.

Позитивный пример идеального критерия приемки:
«При условии..., когда..., то система...».
Избегай размытых формулировок.
Инспекция. Перед финальным ответом проверь:
— все критерии приемки связаны с исходной user story;
— критерии приемки не повторяют друг друга.
Если условие не выполнено — исправь ответ, затем выведи.
Тон: деловой, лаконичный, каждое действие с новой строки.
Окружение: читатели — продукт‑оунер и команда разработки.
Результат: выведи результат в таблицу с колонками: номер, критерий приемки.

Шаблон дополнительного промта:

добавь новые варианты, которые не упоминались раньше.

Инструкция по применению:

  1. У вас уже сформирован список User Story, для которых вам необходимо написать критерии приемки. User Story должны максимально соответствовать критериям качества INVEST.

  2. Выбираете любой удобный для вас ИИ.

  3. Копируете основной промт в чат взаимодействия с ИИ:

    1. заменяете в основном промте [ОТРАСЛЬ] на название вашей предметной области, для которой вы разрабатываете ПО, например:

      • в e‑commerce

      • в онлайн‑образовании

      • в банковских операциях

      • и так далее

    2. заменяете [ВАША USER STORY] на текст вашей User Story, например: «Я как покупатель интернет‑магазина хочу иметь возможность видеть историю своих заказов за заданный период времени, для того чтобы иметь возможность найти информацию о ранее заказанных товарах».

  4. Запускаете выполнение промта и получаете первую порцию критериев приемки.

  5. Копируете дополнительный промт в чат взаимодействия с ИИ.

  6. Запускаете выполнение дополнительного промта первый раз, ждёте ответа и запускаете второй раз.

    • Двойной запуск дополнительного промта вместе с запуском основного промта позволяет получить в среднем от 15 до 25 критериев приемки.

    • Ответ на основной промт чаще всего даёт основные базовые критерии приемки для User Story.

    • Ответ на первый дополнительный промт чаще всего даёт от 40 до 80% новых хороших критериев приемки.

    • Ответ на второй дополнительный промт чаще всего даёт от 10 до 50% новых хороших критериев приемки.

    • В третьем и последующих запросах ИИ начинает активно галлюцинировать фантазировать о том, что ещё может быть в вашей системе и как это может быть задействовано в вашей User Story, или уходить в критерии приемки смежных User Story, которые могут вытекать из вашей, которые он самостоятельно додумал, что существенно снижает полезность его ответов в диапазон 0–30%.

  7. Копируете полученные результаты в свою документацию/базу знаний, удаляете избыточные и фантазийные критерии приемки и уточняете полезные.

Применимость:

Как показала практика, у опытного аналитика обдумывание и написание одного критерия приемки может занимать 4–6–10 минут, у начинающего — 5–10 и более минут. Создание критериев приемки через ИИ и последующая валидация в среднем занимает 1–3–5 минут на один критерий у опытного специалиста и 3–6 минут у начинающего. Таким образом, получаем примерно 30-50% сокращение трудозатрат на подготовку критериев приемки.

Выводы:

  1. Данный промт можно применять как есть для сокращения своих трудозатрат.

  2. Выбор того или иного ИИ незначительно влияет на качество исходного набора критериев приемки — в любом случае его необходимо валидировать.

  3. Для улучшения качества исходного набора критериев приемки необходимо добавлять больше контекста в промт, как следствие — тратить на его подготовку больше времени, что усложняет и удорожает его использование.

  4. Создание критериев приёмки через ИИ — это как дать задачу джуну и провести последующее ревью. Один из топ-10 российских банков ведёт активное внедрение ИИ во всех своих отделах и подразделениях, фактически заставляя сначала попробовать решить любую задачу через ИИ. Не везде это эффективно, но они пробуют — и очень быстро нарабатывают опыт, нащупывая верный путь.

    Самое главное, что они позиционируют ИИ для сотрудников не как того, кто заменит вас на работе, а как вашего нового коллегу, которому можно делегировать часть рутинных и простых задач. Теперь у каждого сотрудника этого банка есть один виртуальный подчинённый — и это, на мой взгляд, гениальный ход!

Буду рад узнать примеры ваших промтов и обсудить особенности их применения в комментариях!

Надеюсь, материал будет вам полезен! До встречи в следующей статье!

Благодарю команды IISAD — АНО Международный институт системного анализа и проектирования и STENET school за участие в фокус‑группе при подготовке статьи.

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  • 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

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    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

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    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

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  • 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

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    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.

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    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

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    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

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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

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  • 30.06.26 15:08 wendytaylor015

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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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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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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  • 04.08.26 11:05 Kisnoles

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

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

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  • 30.08.26 15:37 [email protected]

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 23:22 Fraddy Pual

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  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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