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@SwamCapital: statistics and cleanliness index

Белый Лебедь • Про Бизнес и Финансы

📑 Стильный Telegram-канал про новости бизнеса и всё, что связано с деньгами. • Cотрудничество: @LumiKristy • Канал на Telega.in: https://telega.in/c/SwamCapital • РКН: https://clck.ru/3LWvar

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Grade A+ metrics look normal cleanliness index
data from 2026-08-25
Subscribers
42,472
Median views
8,603
ERR
20.3%
Posts sampled
40
Niche Business & startups

Data from 2026-08-25 — 44 days old.

Assessment summary

The channel demonstrates organic activity with no signs of artificial manipulation: stable reach at 8.6k views and a moderate posting rate (about 3 posts per day) allow advertising messages to stay visible for a long time.

The 31% rate of deleted posts indicates regular cleanup of temporary posts or ad creatives, while disabled comments lower engagement, which is typical for news aggregators as spam protection.

What to pay attention to

Comments are disabled on a large channel

Comments are closed on a channel with over 10,000 subscribers. Weak signal: this is sometimes done to hide the lack of an active audience.

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 19 Business & startups catalog channels whose metrics look normal. They are a similar size: 16,661 to 109,813 subscribers.

ERR (reach) higher than 19 of 19
@SwamCapital 20.3%
similar channels median 8.9%
Reactions per 100 views higher than 9 of 15
@SwamCapital 0.62
similar channels median 0.44

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 Aug 12 to Aug 25. The dashed line is the median (8,603).

04.8K9.6KAug 12: 8,561 viewsAug 13: 9,546 viewsAug 13: 9,050 viewsAug 13: 9,320 viewsAug 13: 8,663 viewsAug 14: 9,527 viewsAug 14: 9,085 viewsAug 14: 9,317 viewsAug 14: 8,550 viewsAug 15: 8,921 viewsAug 15: 9,298 viewsAug 15: 8,641 viewsAug 16: 9,562 viewsAug 17: 9,436 viewsAug 17: 8,975 viewsAug 17: 8,615 viewsAug 19: 9,328 viewsAug 19: 8,957 viewsAug 19: 8,439 viewsAug 20: 9,220 viewsAug 20: 8,624 viewsAug 20: 8,952 viewsAug 20: 8,210 viewsAug 21: 8,839 viewsAug 21: 8,341 viewsAug 21: 8,592 viewsAug 21: 8,520 viewsAug 22: 8,435 viewsAug 22: 8,206 viewsAug 22: 8,121 viewsAug 23: 7,786 viewsAug 23: 7,310 viewsAug 24: 6,354 viewsAug 24: 5,926 viewsAug 24: 5,808 viewsAug 24: 5,869 viewsAug 24: 5,332 viewsAug 25: 3,981 viewsAug 25: 3,467 viewsAug 25: 2,214 views Aug 12Aug 25
  • post views
  • 6 posts newer than one day and still gaining views
  • median 8,603

Maximum: 9,562 views. Data as of Aug 25.

No deviations in views. Views are only part of the metrics, so look at the whole index.

Cleanliness-index history

2 checks for this channel.

050100Jul 7: index 50, grade DJul 7Aug 25: index 96, grade A+Aug 25

Advertising outlook

Advertising placement: reasonable.

About 4,194–5,926 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 @SwamCapital

Is the channel safe from view and subscriber manipulation?

Yes, the risk score is 4 out of 100, and the view variance (CV 0.22) along with audience dynamics correspond to an active and stable readership.

Why are comments disabled on the channel, and is it a cause for concern?

Disabling comments is often used by news channel admins to filter spam. This limits feedback, but does not affect the high reach rate (ERR around 20.3%).

How justified is advertising on this channel?

Advertising is justified: thanks to the moderate posting frequency (about 3 posts per day), an advertising message will not get lost in the feed and will achieve a predictable reach of around 8.6k views.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-08-25
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 @SwamCapital assessment dated 2026-08-25 uses 40 recent public posts. At that snapshot the channel had 42,472 subscribers, median post views were 8,603, ERR was 20.3%, and the cleanliness index was 96/100.
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.