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Fake engagement check for @Liraywyay

Лисье закулисье — public reach metrics and manipulation-risk assessment dated 2026-09-09.

Grade A+ low manipulation risk cleanliness index
checked 2026-09-09
Subscribers
101
Median views
93
ERR
92.1%
Posts sampled
39
Niche Hobbies & Activities

Assessment summary

The channel is a small personal blog about cosplay and festivals with a base of only 101 subscribers, where nearly every reader views the posts (median of 93 views). The main limitation for an advertiser here is the microscopic absolute audience size, which means commercial integration will yield minimal reach, despite being completely organic and having high engagement.

Compared with similar channels

Compared with 6 checked Hobbies & Activities channels with no visible signs of manipulation. They are a similar size: 64 to 241 subscribers.

ERR (reach) higher than 4 of 6
92.1% for @Liraywyay similar channels median: 70.9%
Reactions per 100 views higher than 6 of 6
9.09 for @Liraywyay similar channels median: 6.78

This is not a niche norm: only channels checked by the service are included. An unusually high ERR can also be a sign of inflated views.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-09-09
Sample
The latest 39 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 @Liraywyay assessment dated 2026-09-09 uses 39 recent public posts. At that snapshot the channel had 101 subscribers, median post views were 93, ERR was 92.1%, and the cleanliness index was 98/100.
Limitations
This is a probabilistic assessment based on public data, not proof of intentional manipulation or a real-time channel measurement.

Full methodology and interpretation rules

Advertising outlook

Advertising placement: reasonable.

Not enough posts for a forecast.

Reach of advertising posts

No advertising posts among the latest 39.

What grade A+ means

Almost no signs of manipulation: reactions look real and reach matches the subscriber count. The safest place for ads.

Dynamics and anomalies

Views by post

The latest 39 posts with views, from Aug 23 to Sep 7. The dashed line is the median (93).

0227454Aug 23: 114 viewsAug 23: 114 viewsAug 23: 104 viewsAug 24: 132 viewsAug 24: 127 viewsAug 24: 104 viewsAug 24: 129 viewsAug 24: 139 viewsAug 25: 118 viewsAug 26: 432 viewsAug 26: 454 viewsAug 27: 83 viewsAug 27: 84 viewsAug 27: 85 viewsAug 28: 91 viewsAug 28: 94 viewsAug 28: 96 viewsAug 30: 68 viewsAug 30: 223 viewsAug 30: 222 viewsAug 30: 86 viewsAug 30: 102 viewsAug 30: 81 viewsAug 30: 75 viewsAug 30: 74 viewsAug 30: 78 viewsAug 30: 87 viewsAug 30: 84 viewsAug 31: 94 viewsAug 31: 93 viewsSep 1: 97 viewsSep 4: 63 viewsSep 4: 66 viewsSep 4: 69 viewsSep 4: 68 viewsSep 4: 113 viewsSep 7: 35 viewsSep 7: 35 viewsSep 7: 82 views Aug 23Sep 7

Maximum: 454 views. Data as of Sep 9.

What could not be calculated

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

Cleanliness-index history

The channel has been checked once — the chart will appear after the next check.

@Liraywyay forwards posts from

@Liraywyay's posts are forwarded by

Only among channels we have checked.

Map of all links between checked channels

Check today: @Liraywyay

Data from 2026-09-09 — 11 days old. Check the channel today before buying ads.

Buy advertising

No signs of manipulation. You can buy ads 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.

Monitor this channel

The bot will recheck @Liraywyay and message you if reach drops, subscribers jump, or the cleanliness index changes.

Monitor @Liraywyay

Questions about @Liraywyay

Are there signs of boosting on the channel?

The risk score is 2 out of 100, with no signs of bots or inflated views detected.

What real reach do the posts get?

The median reach is 93 views per post with 101 subscribers, yielding a high engagement rate of around 92%.

Is buying ads on this channel justified?

Placement is considered justified; however, due to the channel's micro-format, it makes sense only for targeted offers aimed at the cosplay community.

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