Fake engagement check for @frontrunz

Front Runners — public reach metrics and manipulation-risk assessment dated 2026-08-31.

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50 /100

Grade D some signals require caution cleanliness index
checked 2026-08-31

Subscribers: 17,799
Median views: 6,890
ERR: 38.7%
Posts sampled: 34

Assessment summary

The deletion of nearly half of recent publications (around 47%) and disabled comments are typical of memecoin signal channels, where admins hide failed pumps and create the illusion of continuous profit. The uniform view distribution with low variance (CV 0.24) against high reach reinforces suspicions of artificially boosted traffic, making ad purchases questionable.

Compared with similar channels

Compared with 13 checked Cryptocurrencies channels with no visible signs of manipulation. They are a similar size: 6,094 to 36,820 subscribers.

ERR (reach) higher than 8 of 13

38.7% for @frontrunz similar channels median: 18.1%

Reactions per 100 views higher than 12 of 12

3.39 for @frontrunz similar channels median: 0.67

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: 2026-08-31
Sample: The latest 34 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 @frontrunz assessment dated 2026-08-31 uses 34 recent public posts. At that snapshot the channel had 17,799 subscribers, median post views were 6,890, ERR was 38.7%, and the cleanliness index was 50/100.
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

Publications promote memecoin pump signals manipulating FOMO, promising returns in the dozens of 'x's, and featuring non-transparent links to purchase tokens.

Advertising outlook

Advertising placement: questionable.

Some of the views may be fake.

About 3,633–4,468 people will see your post in the first 48 hours.

Reach of advertising posts

No advertising posts among the latest 34.

What grade D means

Clear signs of manipulation: several strong signals at once. Ads here are risky.

What to pay attention to

Comments are disabled on a large channel

Comments are disabled on a channel with over 10,000 subscribers. Weak indicator: sometimes this is done to hide the lack of a live audience.

Dynamics and anomalies

Views by post

The latest 34 posts with views, from Aug 21 to Aug 30. The dashed line is the median (6,890).

post views
1 post newer than one day and still gaining views
median 6,890

Maximum: 11,419 views. Data as of Aug 31.

No deviations found in views. Manipulation doesn't always show up in views, so look at the whole index.

Cleanliness-index history

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

Check today: @frontrunz

Data from 2026-08-31 — 20 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 @frontrunz and message you if reach drops, subscribers jump, or the cleanliness index changes.

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Questions about @frontrunz

What risk level is recorded for the Front Runners channel?

The channel has a medium risk score of 50 out of 100 with low analysis confidence. The main risk factors are disabled comments and the deletion of about 47% of recent posts.

What are the reach and audience activity metrics?

Median reach is around 6,890 views (ERR 38.71%), and 3.39% of readers leave reactions. At the same time, the atypically flat view dynamics (CV 0.24) point to the likelihood of partial view boosting.

Is it advisable to buy ads on this channel?

Ad placement is considered questionable due to the risk of boosted views and the regular purging of previous publications from the feed.

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