Fake engagement check for @learnwithsushant

Learn with Sushant — public reach metrics and manipulation-risk assessment dated 2026-09-15.

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81 /100

Grade A low manipulation risk cleanliness index
checked 2026-09-15

Subscribers: 1,005
Median views: 29
ERR: 2.9%
Posts sampled: 36

Niche Trading

Post language English

Channel age 3 years

Assessment summary

Low risk of inflation here is combined with an extremely passive audience: with one thousand subscribers, posts gather fewer than thirty views. At a pace of more than seven posts per day, any promotional message will instantly be pushed out of sight, and closed comments prevent assessing the readers' actual reaction.

Compared with similar channels

Compared with 8 checked Trading channels with no visible signs of manipulation. There are too few channels of a similar size, so the whole niche is used: 628 to 69,410 subscribers.

ERR (reach) lower than 8 of 8

2.9% for @learnwithsushant similar channels median: 16.8%

Reactions per 100 views higher than 7 of 7

6.31 for @learnwithsushant similar channels median: 0.96

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: 2026-09-15
Sample: The latest 36 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 @learnwithsushant assessment dated 2026-09-15 uses 36 recent public posts. At that snapshot the channel had 1,005 subscribers, median post views were 29, ERR was 2.9%, and the cleanliness index was 81/100.
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

Channel content

🚩 Possible scam or deception signals

The feed displays signs of questionable financial schemes: promises of multiplying a deposit several times over in 30 days, urgent calls to direct message for trading signals, and giveaways of expensive electronics.

Advertising outlook

Advertising placement: questionable.

Only a small share of subscribers sees the posts.

About 22–23 people will see your post in the first 48 hours.

Reach of advertising posts

No advertising posts among the latest 36.

What grade A means

Looks clean: metrics are normal, no manipulation visible.

What to pay attention to

Low reach: ERR ≈ 2.9%

View engagement is below the norm for a channel of this size. This might be explained by the niche and a passive audience, but it is worth checking.

Dynamics and anomalies

Views by post

The latest 36 posts with views, from Sep 10 to Sep 15. The dashed line is the median (29).

post views
1 post newer than one day and still gaining views
median 29

Maximum: 37 views. Data as of Sep 15.

What scoring found in the view pattern

Low reach: ERR ≈ 2.9%

View engagement is below the norm for a channel of this size. This might be explained by the niche and a passive audience, but it is worth checking.

What could not be calculated

View build-up not assessed: the channel posts often, and every post is newer than a week.

Cleanliness-index history

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

Check today: @learnwithsushant

Data from 2026-09-15 — 5 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.

Monitor this channel

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

Monitor @learnwithsushant

Questions about @learnwithsushant

What is the risk of audience inflation on this channel?

The risk score is 19 out of 100; no signs of bot inflation were detected. However, the audience shows virtually no activity.

What reach will an ad post receive?

Median views hover around 29 per post. Only about 3% of the total subscriber base sees the posts.

Is it worth buying ads here?

Placement is considered questionable due to the minimal reach. In addition, the content promotes binary options and signals showing signs of a financial scam, which could harm brand reputation.

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