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@hiaimedia: statistics and cleanliness index

Hi, AI • Новости технологий

Главный канал об искусственном интеллекте и нейросетях. РКН: https://clck.ru/3GAwut 🤖 ИИ-бот: @GPT4Telegrambot 🤝 Реклама: @hiai_ads 🤝 Работаем с @bidfox_news, @Tgpodbor_official

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Grade C some metrics deviate cleanliness index
data from 2026-09-11
Subscribers
2,580,490
Median views
50,356
ERR
2%
Posts sampled
40
Niche Computer science

Data from 2026-09-11 — 27 days old.

Assessment summary

With a subscriber base exceeding 2.5 million, fewer than 2% of the audience read the posts, and the recent gain of 75 thousand readers was accompanied by a drop in views from 63 to 50 thousand. An overly uniform view distribution with a variance of 0.14 and weak reaction activity indicate a burned-out or passive audience.

Buying ads here is questionable: there is a risk of overpaying for the nominal multi-million status with modest actual attention to posts.

What to pay attention to

Very low reach: ERR ≈ 2.0% with 2,580,490 subscribers

Views are well below what channels of this size usually get: only a small share of subscribers sees a post. This happens when the audience has lost interest or stopped reading.

What grade C means

Some metrics fall outside usual values — for example reach, view spread or reactions. The “How the assessment was produced” section shows which ones.

Compared with similar channels

Compared with 6 Computer science catalog channels whose metrics look normal. They are a similar size: 1,146,912 to 4,404,048 subscribers.

ERR (reach) lower than 6 of 6
@hiaimedia 2%
similar channels median 14.2%
Reactions per 100 views higher than 3 of 5
@hiaimedia 0.59
similar channels median 0.47

This is not a niche norm: only catalog channels are included. A high ERR is not always a plus: if the other metrics do not support it, the index goes down.

Dynamics and anomalies

Views by post

The latest 40 posts with views, from Sep 5 to Sep 11. The dashed line is the median (50,356).

032K65KSep 5: 51,852 viewsSep 5: 52,418 viewsSep 5: 63,396 viewsSep 6: 64,829 viewsSep 7: 57,936 viewsSep 7: 51,783 viewsSep 7: 54,903 viewsSep 7: 54,398 viewsSep 7: 59,570 viewsSep 7: 50,788 viewsSep 7: 49,288 viewsSep 7: 47,767 viewsSep 7: 45,556 viewsSep 8: 55,782 viewsSep 8: 64,716 viewsSep 8: 55,313 viewsSep 8: 52,683 viewsSep 8: 49,460 viewsSep 8: 46,780 viewsSep 8: 54,449 viewsSep 8: 56,279 viewsSep 9: 45,578 viewsSep 9: 52,199 viewsSep 9: 49,924 viewsSep 9: 43,787 viewsSep 9: 43,968 viewsSep 9: 40,216 viewsSep 9: 41,067 viewsSep 9: 42,244 viewsSep 9: 40,765 viewsSep 9: 42,599 viewsSep 9: 43,834 viewsSep 9: 35,638 viewsSep 9: 43,458 viewsSep 9: 51,367 viewsSep 10: 52,348 viewsSep 10: 52,245 viewsSep 10: 46,023 viewsSep 10: 46,020 viewsSep 11: 34,045 views Sep 5Sep 11
  • post views
  • 4 posts newer than one day and still gaining views
  • median 50,356

Maximum: 64,829 views. Data as of Sep 11.

What scoring found in the view pattern

Very low reach: ERR ≈ 2.0% with 2,580,490 subscribers

Views are well below what channels of this size usually get: only a small share of subscribers sees a post. This happens when the audience has lost interest or stopped reading.

Views are more even than usual (CV ≈ 0.14)

Views vary less between posts than is usual for channels (0.15–0.6): posts collect almost the same number of views.

What could not be calculated

View build-up not assessed: the channel posts often, and every post is newer than a week.

Cleanliness-index history

3 checks for this channel.

050100Jul 3: index 90, grade AJul 3Aug 15: index 88, grade AAug 15Sep 11: index 55, grade CSep 11

Advertising outlook

Advertising placement: not recommended.

Only a small share of subscribers sees the posts.

About 41,682–48,695 people will see your post in the first 48 hours.

Reach of advertising posts

Too few advertising posts to compare: 1. 1 more are too fresh.

Without an ad label: 2 posts.

Buy advertising

Telegram ads are sold on these marketplaces — they have channel catalogs, prices, and checkout.

We don't sell ads. This channel may not be listed there.

Where to buy advertising

Affiliate links: we get a commission. It never affects the channel's score.

Questions about @hiaimedia

Is it worth buying ads on this channel?

Placement is marked as questionable, and the risk score is in the yellow zone (45 out of 100). The main issue is low reach: posts are seen by only a small fraction of the claimed 2.5M subscribers.

Why do the reach metrics raise suspicions?

With an audience in the millions, the median remains at just 50 thousand views, while the variance between posts is suspiciously uniform (CV 0.14). Additionally concerning is that despite subscriber growth, views dropped over the past month.

How quickly will an ad get lost in the feed?

The channel publishes around 7 posts per day, so posts cycle through quickly. The bulk of views will be gathered in the first hours after publication.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-09-11
Sample
The latest 40 public posts available at check time.
Calculation method
TG Inspector calculates metrics from the saved snapshot and combines independent signals into a deterministic 0–100 cleanliness index.
Factual result
The @hiaimedia assessment dated 2026-09-11 uses 40 recent public posts. At that snapshot the channel had 2,580,490 subscribers, median post views were 50,356, ERR was 2.0%, and the cleanliness index was 55/100.
Limitations
This is a probabilistic assessment based on public data: it describes metrics, not the owner's actions, and is not a real-time measurement.

Full methodology and interpretation rules

This automated assessment is probabilistic: it describes the channel's public metrics, not its owner's actions. The index and grade are calculated from public data and are not changed on request. Channel owners can request removal of the page — t.me/TGinspector_ru.