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@neuralforbusiness: statistics and cleanliness index

Нейросети для бизнеса

Всё о современных нейросетях и AI-сервисах: как экономить время, зарабатывать больше и автоматизировать рутину с помощью ИИ. Все это и многое другое — у нас на канале. Номер заявления о регистрации в реестре РКН: 5075757358

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Grade C some metrics deviate cleanliness index
data from 2026-10-04
Subscribers
25,133
Median views
136
ERR
0.5%
Posts sampled
40
Niche Computer science
Post language Russian
Channel age 6 years

Data from 2026-10-04 — 4 days old.

Assessment summary

An author's blog about applying neural networks in work and business with practical guides and announcements of their own webinars.

Posts gather around 136 views — less than one percent of the audience sees a post, which is lower than the metrics of all 27 similar channels in the directory. Over the past three months, the median views have dropped almost by half; therefore, for advertising, the actual reach is extremely small relative to the declared subscriber count.

What to pay attention to

Very low reach: ERR ≈ 0.5% with 25,133 subscribers

Median views are fractions of a percent of the subscriber count: a negligible part of the audience sees a post. Subscribers are present, but there are almost no views.

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 30 Computer science catalog channels whose metrics look normal. They are a similar size: 8,647 to 64,140 subscribers.

ERR (reach) lower than 30 of 30
@neuralforbusiness 0.5%
similar channels median 10.7%
Reactions per 100 views higher than 28 of 28
@neuralforbusiness 3.08
similar channels median 0.37

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 7 to Oct 4. The dashed line is the median (136).

086173Sep 7: 141 viewsSep 8: 164 viewsSep 8: 124 viewsSep 8: 162 viewsSep 9: 156 viewsSep 9: 161 viewsSep 9: 173 viewsSep 10: 172 viewsSep 11: 163 viewsSep 14: 136 viewsSep 15: 122 viewsSep 15: 127 viewsSep 16: 134 viewsSep 16: 168 viewsSep 17: 153 viewsSep 17: 146 viewsSep 17: 131 viewsSep 18: 140 viewsSep 19: 137 viewsSep 21: 130 viewsSep 21: 123 viewsSep 22: 133 viewsSep 22: 134 viewsSep 23: 146 viewsSep 23: 141 viewsSep 23: 135 viewsSep 23: 153 viewsSep 24: 137 viewsSep 24: 140 viewsSep 25: 146 viewsSep 26: 142 viewsSep 28: 122 viewsSep 29: 110 viewsSep 30: 109 viewsOct 1: 95 viewsOct 1: 109 viewsOct 2: 95 viewsOct 3: 69 viewsOct 3: 61 viewsOct 4: 20 views Sep 7Oct 4
  • post views
  • 3 posts newer than one day and still gaining views
  • median 136

Maximum: 173 views. Data as of Oct 4.

What scoring found in the view pattern

Very low reach: ERR ≈ 0.5% with 25,133 subscribers

Median views are fractions of a percent of the subscriber count: a negligible part of the audience sees a post. Subscribers are present, but there are almost no views.

Cleanliness-index history

3 checks for this channel.

050100Jul 1: index 55, grade CJul 1Sep 3: index 55, grade CSep 3Oct 4: index 55, grade COct 4

Advertising outlook

Advertising placement: not recommended.

Only a small share of subscribers sees the posts.

About 58–65 people will see your post in the first 48 hours.

Reach of advertising posts

Advertising posts have a median of 143 views versus 136 for regular posts — 5% higher.

Based on 10 advertising and 27 regular posts older than two days.

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 @neuralforbusiness

What is the purity index recorded for the @neuralforbusiness channel?

The purity index is 55 out of 100 (grade C, "anomalies present" level). The score is reduced due to very low post reach relative to the total subscriber base.

What proportion of subscribers actually views the posts?

Reach is around 0.5% (median of 136 views per post with 25 thousand subscribers). This is lower than all 27 similar channels in the directory, where the median ERR stays at 10.1%.

Is advertising in this channel justified?

The feasibility of placement is considered questionable. The reason is that only a small fraction of the audience sees the posts, and over the past three months, median views dropped from 267 to 136.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-10-04
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 @neuralforbusiness assessment dated 2026-10-04 uses 40 recent public posts. At that snapshot the channel had 25,133 subscribers, median post views were 136, ERR was 0.5%, 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.