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@AI_to_business: statistics and cleanliness index

ИИ работает за тебя | Внедрение ИИ в бизнес

Авторский канал о том, как заставить ИИ работать за тебя. Никаких курсов. Youtube: https://www.youtube.com/@AI_to_business Агрегатор нейросетей: @gpttop_pro_bot Реклама: @adv_ai_to_business

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Grade A+ metrics look normal cleanliness index
data from 2026-10-04
Subscribers
15,450
Median views
6,018
ERR
39%
Posts sampled
40
Niche Computer science
Post language Russian
Channel age 8 years

Data from 2026-10-04 — 4 days old.

Assessment summary

An author's channel featuring reviews of neural networks, model breakdowns, and the practical implementation of artificial intelligence in business processes. Posts are published infrequently—about once every three days—while the 39% ERR significantly exceeds the 10.1% median of similar channels in the catalog.

The variation in interest across topics is moderate, and comments are open and active. When planning integrations, keep in mind that sponsored posts gather 37% fewer views than regular ones, so it is more practical to calculate the baseline placement cost based on 3.9 thousand views.

What grade A+ means

The metrics agree with each other: views and reactions are distributed as usual, and almost no signals lower the index.

Compared with similar channels

Compared with 29 Computer science catalog channels whose metrics look normal. They are a similar size: 5,333 to 45,235 subscribers.

ERR (reach) higher than 26 of 29
@AI_to_business 39%
similar channels median 10%
Reactions per 100 views higher than 18 of 28
@AI_to_business 0.53
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 May 21 to Oct 1. The dashed line is the median (6,018).

05.1K10KMay 21: 8,369 viewsMay 26: 7,529 viewsMay 29: 7,946 viewsJun 1: 9,584 viewsJun 2: 9,291 viewsJun 5: 10,178 viewsJun 9: 9,970 viewsJun 16: 9,515 viewsJun 23: 8,995 viewsJul 7: 8,076 viewsJul 15: 7,447 viewsJul 20: 6,420 viewsJul 22: 6,395 viewsJul 24: 6,484 viewsJul 28: 6,210 viewsAug 3: 6,851 viewsAug 5: 6,438 viewsAug 7: 6,685 viewsAug 12: 5,261 viewsAug 13: 5,707 viewsAug 14: 6,649 viewsAug 19: 6,078 viewsAug 24: 5,341 viewsAug 26: 5,959 viewsSep 1: 4,881 viewsSep 2: 5,194 viewsSep 4: 5,167 viewsSep 8: 3,896 viewsSep 9: 3,923 viewsSep 9: 4,747 viewsSep 14: 3,709 viewsSep 15: 4,092 viewsSep 18: 4,565 viewsSep 22: 3,809 viewsSep 24: 3,405 viewsSep 25: 3,384 viewsSep 28: 2,652 viewsSep 29: 2,348 viewsSep 30: 2,276 viewsOct 1: 2,169 views May 21Oct 1
  • post views
  • median 6,018

Maximum: 10,178 views. Data as of Oct 4.

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.

050100Jun 20: index 93, grade A+Jun 20Aug 15: index 55, grade CAug 15Oct 4: index 99, grade A+Oct 4

Advertising outlook

Advertising placement: reasonable.

About 1,361 people will see your post in the first 48 hours.

Reach of advertising posts

Advertising posts have a median of 3,896 views versus 6,210 for regular posts — 37% lower.

Based on 5 advertising and 35 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 @AI_to_business

Are there any suspicious metrics on the @AI_to_business channel?

The channel's Integrity Index is 99 out of 100 with an A+ grade, which corresponds to the "metrics are normal" level. No signals of artificial manipulation or unusual anomalies were detected.

How does the audience read the channel's posts?

Post reach is high: ERR is around 39%, which is noticeably higher than the average figures for similar channels in the catalog. Posts are published on average once every three days and gain a median of over 6 thousand views.

Is advertising in this channel justified?

Ad placement is considered justified. However, keep in mind that sponsored posts average 3,896 views, which is one-third lower than the reach of standard feed posts.

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 @AI_to_business assessment dated 2026-10-04 uses 40 recent public posts. At that snapshot the channel had 15,450 subscribers, median post views were 6,018, ERR was 39.0%, and the cleanliness index was 99/100.
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.