Warp C
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Warp Vision — Telegram Channel Audit Bot: Detect Fake Views & Bots
Telegram advertising is a billion-dollar market. Channel owners sell ad placements based on subscriber counts and view numbers. The problem? Both are trivially easy to fake. Fake subscribers cost as little as $1 per 1,000. View bots run 24/7. Reaction farms inflate engagement metrics. Warp Vision analyzes any public Telegram channel from the outside — no admin permissions, no API keys, no registration required.
How It Works
Send a channel link — the bot does the rest in 30 to 90 seconds.
- Send a channel link — paste @username or t.me link into the bot
- Data collection — the bot fetches the last 100 posts: views, reactions, comments, subscriber data
- Multi-factor analysis — 20+ metrics computed and cross-checked against benchmarks
- Visual report — you receive a dashboard image, detailed text report, and views chart
What Gets Analyzed
- Engagement Rate Benchmarking: ER cross-checked against the channel's specific size category. A 50K channel and a 5M channel have very different normal ranges.
- Views Consistency: Real channels have natural variance. Bot traffic is suspiciously stable — coefficient of variation analysis flags it.
- Reaction Analysis: Diversity of reaction types, anomaly detection, ratio to views. Bots only spam.
- Comment Quality: Author uniqueness, empty account detection, text length analysis. Fake comments have patterns.
- Growth Trend: Views trend over the analysis period — detects declining channels before you buy ads.
- Cross-Checks: High ER + low reactions = view bots. High reactions + low diversity = reaction bots. Multiple signals, one score.
The Visual Dashboard
Every analysis produces a dashboard image with four panels: the quality score ring, an audience composition pie chart (real / dead / bot), metric gauge bars with color-coded indicators, and quality signal lights showing pass/warn/fail for each check.
Quality Score
Every audit ends with a single 0–100 score so you can make an instant decision:
| Score | Status | Recommendation |
| 85–100 | Excellent | Organic audience. Safe to advertise. |
| 70–84 | Good | Mostly real audience. Generally trustworthy. |
| 50–69 | Average | Mixed signals. Investigate further before spending. |
| 30–49 | Suspicious | Multiple fraud indicators. Proceed with caution. |
| 0–29 | Fraud | Clear artificial inflation. Do not advertise here. |
Who Is It For
- Advertisers & Media Buyers — check channels before purchasing placements. One fraudulent channel can waste your entire budget.
- Channel Owners — audit your own channel to understand how it looks to potential advertisers.
- Agencies & Marketing Teams — vet channels at scale with unlimited Pro analyses.
Pricing
3 free analyses for every new user. Pro subscription: 200 Telegram Stars per month (~$4), unlimited analyses. Payment handled natively inside Telegram — type /pro in the bot, tap the button, confirm.
No external accounts needed.
FAQ
Does the channel owner know I'm checking their channel?
No. The analysis reads public data. No notification is sent.
Can I analyze private channels?
No. Only public channels with a username.
What makes this different from TGStat?
TGStat requires channels to be in their catalog. Warp Vision analyzes any public channel on demand with a single quality score and visual dashboard.
How is the quality score calculated?
20+ weighted factors including ER vs. benchmarks, views CV, reaction diversity, comment authenticity, cross-validation, and audience composition estimates.