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@gpt_172: statistics and cleanliness index

Русский богатырь🇷🇺🇷🇺🇷🇺

Война вне политики, но наши парни бравые, отстоят свою Родину!

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Grade D some metrics deviate cleanliness index
data from 2026-11-05
Subscribers
2,147
Median views
8
ERR
0.4%
Posts sampled
40
Niche News and Media
Post language Russian
Channel age 4 years

Data from 2026-11-05 — 2 days old.

Assessment summary

Military news channel about the progress of the special military operation: reports on strikes, frontline footage, and patriotic posts; almost three-quarters of the feed is video.

A post is seen by a fraction of a percent of subscribers — ERR 0.4% versus the median 15.8% for similar channels in the catalog, and the audience is shrinking: in two months, the subscriber count fell 13-fold. Reactions are unusually high — 2.92% of views, higher than any similar channel in the catalog, but they are calculated from just a few views.

About the channel

The channel keeps a military chronicle: reports on strikes on targets in Ukraine, frontline footage, reports about liberated villages, and patriotic posts. Posts are in Russian, and the channel is more than four years old; almost three-quarters of posts are video, a quarter are photos.

In the catalog, @voennyy_obozrevatel_18 and @zs42msd are listed nearby: both are four to five times larger, and a much larger share of subscribers sees their posts — ERR 22.6% and 19.2% versus 0.4%. The official @mod_russia is hundreds of times larger, but its share of readers is also higher — 4.9%.

What it publishes:

  • Strike reports: messages about damage to energy facilities, ports, and warehouses, listing the regions.
  • Frontline footage: videos of impacts, fires, and operations by units such as the Okhotnik detachment.
  • Liberated villages: short reports about the capture of settlements such as Yegorovka.
  • Patriotic posts: a birthday greeting to the president, statements from the Prosecutor General's Office about accomplices of Nazism.

Posts come out mainly on weekdays (85%), more often during the day and in the morning; a new post appears about once every two days. There are no forwards or ads in the sample. By subscriber count, this is one of the smallest channels in the niche. Expect short reports and frontline videos without ads, but the feed updates once every couple of days.

By subscribers, it ranks #89 of 92 channels in the News and Media niche of the catalog.

What to pay attention to

Very low reach: ERR ≈ 0.4% with 2,147 subscribers

Median views are a fraction of a percent of the subscriber count: a tiny share of the audience sees a post. Subscribers exist, but there are almost no views.

What grade D means

The index is clearly lowered: one or more metrics fall outside usual values. The “How the assessment was produced” section shows which ones.

Compared with similar channels

Compared with 9 News and Media catalog channels whose metrics look normal. They are a similar size: 956 to 6,231 subscribers.

ERR (reach) lower than 9 of 9
@gpt_172 0.4%
similar channels median 15.8%
Reactions per 100 views higher than 9 of 9
@gpt_172 2.92
similar channels median 0.46

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

Scroll horizontally to see the full charts.

Views by post

The latest 40 posts with views, from Aug 7 to Nov 3. The dashed line is the median (8).

06.3K13KAug 7: 11,051 viewsAug 8: 12,151 viewsAug 9: 11,291 viewsAug 10: 10,512 viewsAug 11: 11,781 viewsAug 12: 11,373 viewsAug 13: 12,164 viewsAug 14: 10,438 viewsAug 15: 9,942 viewsAug 16: 9,767 viewsAug 17: 7,551 viewsAug 18: 12,520 viewsSep 1: 11,950 viewsSep 2: 11,535 viewsSep 3: 11,883 viewsSep 3: 3,735 viewsSep 9: 6,048 viewsSep 10: 15 viewsSep 10: 11 viewsSep 14: 9 viewsSep 14: 7 viewsSep 18: 7 viewsSep 20: 7 viewsSep 22: 6 viewsSep 25: 4 viewsSep 28: 2 viewsSep 30: 3 viewsOct 5: 2 viewsOct 6: 2 viewsOct 7: 4 viewsOct 8: 5 viewsOct 9: 7 viewsOct 12: 5 viewsOct 13: 6 viewsOct 15: 6 viewsOct 16: 7 viewsOct 20: 6 viewsOct 24: 6 viewsOct 28: 5 viewsNov 3: 2 views Aug 7Nov 3
  • post views
  • median 8

Maximum: 12,520 views. Data as of Nov 5.

What scoring found in the view pattern

Very low reach: ERR ≈ 0.4% with 2,147 subscribers

Median views are a fraction of a percent of the subscriber count: a tiny share of the audience sees a post. Subscribers exist, but there are almost no views.

What could not be calculated

View build-up not assessed: there were no posts newer than one day.

Cleanliness-index history

3 checks for this channel.

050100Sep 5: index 50, grade DSep 5Oct 4: index 45, grade DOct 4Nov 5: index 45, grade DNov 5

Advertising outlook

Advertising placement: not recommended.

Only a small share of subscribers sees the posts.

About 3–6 people will see your post in the first 48 hours.

Reach of advertising posts

No advertising posts among the latest 40.

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 @gpt_172

What does the channel purity index show?

45 out of 100, grade D, level "there are deviations". The index was lowered by very low reach and a sharp drop in subscribers between checks.

What share of subscribers sees a post?

ERR around 0.4%: with 2,147 subscribers, the median post gets just a few views. For similar channels in the catalog, this figure is several times higher.

Should I place ads here?

Placing ads here is marked as questionable: a small share of subscribers sees posts. No ad posts were found in the sample, so ad reach here cannot be estimated.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-11-05
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 @gpt_172 assessment dated 2026-11-05 uses 40 recent public posts. At that snapshot the channel had 2,147 subscribers, median post views were 8, ERR was 0.4%, and the cleanliness index was 45/100.
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/obsessed_with_ai.