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Fake engagement check for @mama3ex

Многодетная мама — public reach metrics and manipulation-risk assessment dated 2026-09-09.

Я многодетная мама Алла, у меня 2 сыночка и лапочка дочка 👦🏼👦🏼👧🏼, а еще воспитываю чихуахуа🐕🐕 Партнёрские программы ePN Сотрудничество @Albina_smm1 По Perfluence писать👇 https://clck.ru/3Q8dqx 105f0a84-dac6-47a2-9855-45bc8f77108d

Grade D some signals require caution cleanliness index
checked 2026-09-09
Subscribers
11,901
Median views
13,954
ERR
117.3%
Posts sampled
40
Niche Kids & Parenting

Assessment summary

Although the feed looks like a personal family blog, the audit revealed clear engagement spoofing: comments under posts are left by a recurring pool of accounts using formulaic advertising slogans, while the share of deleted messages reaches 32%. With reach exceeding 117% of subscriber count (median of nearly 14 thousand views), such manipulations indicate a risk that engagement metrics are being artificially inflated to create appealing reports.

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 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 @mama3ex assessment dated 2026-09-09 uses 40 recent public posts. At that snapshot the channel had 11,901 subscribers, median post views were 13,954, ERR was 117.3%, and the cleanliness index was 45/100.
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

📣 Heavy advertising load

Publications are dominated by native and direct ad integrations of home appliances, pharmaceuticals, and food products.

Advertising outlook

Advertising placement: questionable.

Some of the views may be fake.

About 6,766–9,139 people will see your post in the first 48 hours.

Reach of advertising posts

Advertising posts have a median of 14,388 views versus 14,837 for regular posts — 3% lower.

Based on 6 advertising and 27 regular posts older than two days.

What grade D means

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

What to pay attention to

Comments look like artificial boosting (score 90/100)

The same closed pool of accounts (#1, #2, #3, #4, #8, #12, #16, #20) synchronously comments on every consecutive post.; The comments are formulaic and filled with advertising slogans ("Energy for great discoveries...", "A proper snack means great grades...").; An obvious imitation of organic activity for reporting to advertisers (active praising of advertised appliances and expert posts).

Dynamics and anomalies

Views by post

The latest 40 posts with views, from Apr 17 to Sep 8. The dashed line is the median (13,954).

014K28KApr 17: 15,067 viewsApr 18: 18,848 viewsApr 22: 14,959 viewsApr 25: 27,689 viewsMay 4: 15,747 viewsMay 7: 13,917 viewsMay 12: 15,990 viewsMay 16: 16,157 viewsMay 21: 12,716 viewsMay 24: 12,847 viewsMay 25: 14,012 viewsMay 31: 16,309 viewsJun 3: 12,085 viewsJun 3: 11,607 viewsJun 13: 14,837 viewsJun 17: 14,084 viewsJun 19: 13,767 viewsJun 23: 14,837 viewsJun 27: 15,356 viewsJun 28: 12,975 viewsJul 5: 12,779 viewsJul 5: 13,091 viewsJul 13: 12,770 viewsJul 22: 15,511 viewsJul 30: 14,996 viewsAug 2: 13,087 viewsAug 17: 13,947 viewsAug 18: 13,961 viewsAug 20: 14,831 viewsAug 21: 14,816 viewsAug 27: 14,936 viewsAug 28: 13,605 viewsSep 1: 14,939 viewsSep 8: 9,481 viewsSep 8: 3,823 viewsSep 8: 3,823 viewsSep 8: 3,818 viewsSep 8: 3,822 viewsSep 8: 13,020 viewsSep 8: 9,367 views Apr 17Sep 8

Maximum: 27,689 views. Data as of Sep 9.

What scoring found in the view pattern

High reach driven by external forwards: ERR ≈ 117%

Views exceed the subscriber base, but this looks organic rather than fake: views fluctuate noticeably from post to post, and reactions are genuine. Typical for content that is actively reposted to external chats (work groups, aggregators) or goes viral outside the channel.

Cleanliness-index history

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

@mama3ex forwards posts from

Map of all links between checked channels

Check today: @mama3ex

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

Buy advertising

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Where to buy advertising

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Monitor this channel

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Questions about @mama3ex

What is the risk of artificial boosting for the "Многодетная мама" channel?

The channel has a risk score of 55/100 (yellow zone). The main risk factor is signs of coordinated comment boosting by a narrow group of templated profiles to simulate genuine engagement.

What is the actual reach of sponsored publications?

The median reach of sponsored posts is 14,388 views, which is comparable to regular publications (14,837). However, due to comment manipulations, part of this reach may be artificial.

Is it advisable to buy ads on this channel?

Placing ads is considered debatable. The detected engagement spoofing and 32% deleted posts create a risk of overpaying for visibility generated by bots or engagement pods.

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