TG Inspector TG Inspector
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Fake engagement check for @tradinglessons101

TRADING TIPS — public reach metrics and manipulation-risk assessment dated 2026-09-12.

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Grade A+ low manipulation risk cleanliness index
checked 2026-09-12
Subscribers
3,794
Median views
983
ERR
25.9%
Posts sampled
40
Niche Trading

Assessment summary

The channel is free of fake engagement: a view dispersion CV of 0.27 and an ERR of around 26% indicate steady organic activity from a small subscriber base. A low posting frequency (less than one post per day) ensures that an ad post will not get lost in the feed and will collect views close to the median of 980. The main nuance for an advertiser is pauses in running the channel (the last post was published 5 days ago), which may prolong the time needed to gain reach.

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) higher than 7 of 8
25.9% for @tradinglessons101 similar channels median: 12.1%

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
2026-09-12
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 @tradinglessons101 assessment dated 2026-09-12 uses 40 recent public posts. At that snapshot the channel had 3,794 subscribers, median post views were 983, ERR was 25.9%, and the cleanliness index was 100/100.
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.

About 742–916 people will see your post in the first 48 hours.

Reach of advertising posts

No advertising posts among the latest 40.

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 40 posts with views, from Jul 20 to Sep 7. The dashed line is the median (983).

06301.3KJul 20: 1,233 viewsJul 20: 1,210 viewsJul 20: 1,183 viewsJul 26: 987 viewsJul 26: 959 viewsJul 26: 952 viewsJul 29: 941 viewsJul 30: 979 viewsJul 30: 962 viewsJul 30: 966 viewsJul 30: 947 viewsJul 30: 936 viewsJul 30: 1,046 viewsJul 30: 1,048 viewsJul 30: 1,025 viewsAug 1: 1,261 viewsAug 1: 1,176 viewsAug 1: 1,183 viewsAug 1: 1,163 viewsAug 1: 1,077 viewsAug 1: 1,081 viewsAug 1: 1,243 viewsAug 8: 880 viewsAug 8: 989 viewsAug 8: 942 viewsAug 8: 843 viewsAug 8: 853 viewsAug 8: 851 viewsAug 9: 1,147 viewsAug 15: 994 viewsAug 15: 997 viewsAug 15: 995 viewsAug 15: 1,005 viewsAug 22: 723 viewsAug 22: 723 viewsAug 22: 721 viewsSep 7: 298 viewsSep 7: 298 viewsSep 7: 295 viewsSep 7: 303 views Jul 20Sep 7

Maximum: 1,261 views. Data as of Sep 12.

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.

Check today: @tradinglessons101

Data from 2026-09-12 — 8 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 @tradinglessons101 and message you if reach drops, subscribers jump, or the cleanliness index changes.

Monitor @tradinglessons101

Questions about @tradinglessons101

Is it safe to buy ads on this channel?

Yes, deterministic verification revealed no anomalies or signs of artificial inflation (risk score 0/100). Ad placement here is considered justified.

What real reach will a publication get?

The median reach is around 980 views per post (ERR around 26%). Views are distributed steadily, without sharp spikes.

What placement specifics are important to consider?

There are no third-party ads in the feed, and the posting frequency is low (around 0.8 per day), so the post will stay visible for a long time. However, the admin publishes materials with pauses of several days, which should be considered when agreeing on the publication date.

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This automated assessment is probabilistic: statistical signals, not an accusation. Disagree? Run a fresh check in the bot. Want the page removed? Contact support and we'll take it down within a day.

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