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Dheer Singh Rathore™ — public reach metrics and manipulation-risk assessment dated 2026-09-13.

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Grade A+ low manipulation risk cleanliness index
checked 2026-09-13
Subscribers
82,090
Median views
10,398
ERR
12.7%
Posts sampled
40
Niche Education
Post language Hindi
Channel age 3 years

Assessment summary

The channel demonstrates natural audience activity with a stable median of around 10.4 thousand views per post and a normal distribution without signs of artificial inflation. However, with an intensity of nearly 10 publications per day and 37% of messages being deleted, the feed operates in conveyor mode. Without a long-term pin, an ad post will quickly get lost among exam updates and will not have enough time to establish contact with the audience.

Compared with similar channels

Compared with 6 checked Education channels with no visible signs of manipulation. They are a similar size: 28,117 to 138,553 subscribers.

ERR (reach) higher than 4 of 6
12.7% for @dsr_insights similar channels median: 8.9%
Reactions per 100 views higher than 3 of 5
0.32 for @dsr_insights similar channels median: 0.29

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
2026-09-13
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 @dsr_insights assessment dated 2026-09-13 uses 40 recent public posts. At that snapshot the channel had 82,090 subscribers, median post views were 10,398, ERR was 12.7%, 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: questionable.

So many posts that an ad quickly slides down the feed.

About 5,702–10,230 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 Sep 9 to Sep 13. The dashed line is the median (10,398).

09K18KSep 9: 17,999 viewsSep 9: 13,602 viewsSep 9: 14,694 viewsSep 9: 15,206 viewsSep 9: 14,786 viewsSep 9: 13,569 viewsSep 10: 13,492 viewsSep 10: 14,247 viewsSep 10: 13,337 viewsSep 10: 14,825 viewsSep 10: 13,758 viewsSep 10: 14,489 viewsSep 10: 15,347 viewsSep 11: 14,793 viewsSep 11: 13,915 viewsSep 11: 11,790 viewsSep 11: 11,952 viewsSep 12: 10,206 viewsSep 12: 10,083 viewsSep 12: 10,375 viewsSep 12: 10,230 viewsSep 12: 10,566 viewsSep 12: 10,160 viewsSep 12: 10,007 viewsSep 12: 10,500 viewsSep 12: 10,422 viewsSep 12: 10,229 viewsSep 12: 9,684 viewsSep 12: 9,037 viewsSep 12: 7,983 viewsSep 12: 7,882 viewsSep 12: 8,097 viewsSep 13: 6,440 viewsSep 13: 5,702 viewsSep 13: 3,852 viewsSep 13: 3,746 viewsSep 13: 3,720 viewsSep 13: 3,658 viewsSep 13: 3,536 viewsSep 13: 1,862 views Sep 9Sep 13

Maximum: 17,999 views. Data as of Sep 13.

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

2 checks for this channel.

050100Sep 6: index 100, grade A+Sep 6Sep 13: index 100, grade A+Sep 13
Check today: @dsr_insights

Data from 2026-09-13 — 7 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 @dsr_insights and message you if reach drops, subscribers jump, or the cleanliness index changes.

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Questions about @dsr_insights

Are there any signs of audience inflation on the channel?

No, the risk score is zero, and the distribution of views looks natural. The check revealed no traces of bots or artificial metric inflation.

What real reach can be expected?

The median reach is around 10.4 thousand views per post, which is about 12.7% of the audience. Views accumulate evenly across the feed.

Why is ad placement considered questionable?

The reason is the conveyor-like pace: nearly 10 posts are published daily. The ad is quickly pushed down the feed by new educational materials and loses visibility.

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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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