Audience reactions in Technology Telegram channels
Reaction data is available for 16 of 16 channels. The median reaction-to-view rate is 0.37%.
The reaction rate uses posts for which Telegram supplied a counter. A real zero is included, while an unavailable counter is excluded.
Evidence and limitations
This page uses the latest saved public snapshot for each listed channel. Its aggregates are calculated from the visible sample; missing counters are not replaced with zero.
The sample is not a census of Telegram and may change after new checks. The cleanliness index is probabilistic and does not prove intentional manipulation.
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@it_business_idea
— IT Бизнес-Идея
Posts with counters: 35 · Cleanliness index: 96/100
3.41% -
@viviannru
— Viviannru - Нейросети, Личный Блог
Posts with counters: 29 · Cleanliness index: 99/100
1.38% -
@hiaimedia
— Hi, AI • Новости технологий
Posts with counters: 36 · Cleanliness index: 90/100
0.61% -
@profiobzorov
— Профи Контента | Нейросети | ИИ
Posts with counters: 21 · Cleanliness index: 97/100
0.52% -
@AI_to_business
— ИИ работает за тебя | Внедрение ИИ в бизнес
Posts with counters: 36 · Cleanliness index: 93/100
0.52% -
@n2d2ai
— N2D2 AI - нейросети для контента
Posts with counters: 36 · Cleanliness index: 93/100
0.43% -
@pythonist_ru
— Pythonist.ru - образование по питону
Posts with counters: 34 · Cleanliness index: 99/100
0.40% -
@GPT4TChannel
— ИИ-бот №1 | GPT4Telegrambot
Posts with counters: 13 · Cleanliness index: 91/100
0.38% -
@aivacancychannel
— ИИ Вакансии
Posts with counters: 17 · Cleanliness index: 99/100
0.36% -
@The9Proxy
— 9PROXY
Posts with counters: 39 · Cleanliness index: 89/100
0.29% -
@fabula_community
— Fabula AI • Нейросеть для селлеров
Posts with counters: 33 · Cleanliness index: 100/100
0.24% -
@chatgpt_try
— TryChatGPT.ru GPT | ChatGPT | IT | Нейросети
Posts with counters: 34 · Cleanliness index: 100/100
0.24% -
@GoGptRu
— GoGPT | Агрегатор нейросетей [WEB & BOT]
Posts with counters: 40 · Cleanliness index: 100/100
0.19% -
@lexygpt
— Lexy | Промты • ИИ • Новости
Posts with counters: 22 · Cleanliness index: 95/100
0.19% -
@neirosetiwork
— Нейросети ИИ AI | вакансии
Posts with counters: 32 · Cleanliness index: 98/100
0.16% -
@Colibri_bots
— Colibri | ИИ боты
Posts with counters: 34 · Cleanliness index: 91/100
0.12%
Frequently asked questions
How is the reaction rate calculated for Technology?
Reactions are divided by views for each post. A channel median is calculated first, followed by the median across channels with data.
How is zero different from missing reaction data?
Zero means the counter was available and nobody reacted. Missing means Telegram did not provide the counter, so the value is excluded.
Can reactions alone identify fake engagement?
No. Reactions depend on format and channel settings. Compare them with ERR, view patterns, comments, and the overall cleanliness index.