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Fake engagement check for @SwamCapital

Белый Лебедь • Про Бизнес и Финансы — public reach metrics and manipulation-risk assessment dated 2026-07-07.

📑 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

50/100
cleanliness index
Grade D
some signals require caution
Subscribers
42450
Median views
8832
ERR
20.8%
Posts sampled
40
Niche
Other

Evidence snapshot

The @SwamCapital assessment dated 2026-07-07 uses 40 recent public posts. At that snapshot the channel had 42,450 subscribers, median post views were 8,832, ERR was 20.8%, and the cleanliness index was 50/100.

Source: public Telegram counters captured during the saved check. The result can change after a new snapshot.

Advertising outlook

Advertising placement: questionable.

The recommendation is limited by manipulation risk: some views may be artificial.

Estimated 48-hour reach: 4,080–6,236 views.

What grade D means

The channel has several strong warning signals consistent with artificial engagement or an inactive subscriber base. Advertising is risky.

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This page shows the saved result dated 2026-07-07. The bot collects a new snapshot for a current report.

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Monitoring reruns the assessment and sends an alert when ERR drops, subscribers change abnormally, or the cleanliness index moves.

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Questions about @SwamCapital

What does grade D mean for @SwamCapital?

The channel has several strong warning signals consistent with artificial engagement or an inactive subscriber base. Advertising is risky.

What is the ERR of @SwamCapital?

ERR is 20.8%. Median post views equal 20.8% of the channel's 42,450 subscribers. ERR describes observed reach, not proof that every remaining subscriber is fake.

How does TG Inspector calculate the cleanliness index?

The 50/100 index combines several public-data signals, including reach relative to audience size, audience behavior, and channel metadata. It is a probabilistic assessment, not proof of intentional manipulation.

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This automated assessment is probabilistic. It describes statistical signals in public data and does not claim intentional manipulation. Channel owners can run a new check or contact support to request removal.

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