The Problem: You Can't Trust Channel Stats
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. As an advertiser, you have no way to tell if a channel's 100K subscribers are real people or empty shells — until you've already paid and your ad gets zero clicks.
Existing tools like TGStat and Telemetr require channel owners to connect their accounts. If a channel isn't in their database, you're flying blind. Warp Vision works differently: it analyzes any public channel from the outside, no permissions needed.
How It Works
The bot collects the last 100 posts from any public Telegram channel and runs a multi-factor analysis across dozens of behavioral signals. No API keys, no channel admin access, no registration required.
  1. Send a channel link — paste @username or t.me link into the bot
  2. Data collection — the bot fetches posts, views, reactions, comments, and subscriber data
  3. Multi-factor analysis — 20+ metrics are computed and cross-checked against benchmarks
  4. Visual report — you receive a dashboard image, detailed text report, and views chart
What Gets Analyzed
Engagement Rate — ER benchmarked against channel size. A 50K channel and a 5M channel have very different normal ranges.
Views Consistency — Coefficient of variation analysis. Real channels have natural variance. Bot traffic is suspiciously stable.
Reaction Analysis — Diversity of reaction types, anomaly detection, and 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. Detecting declining channels before you buy ads.
Cross-Checks — High ER + low reactions = view bots. High reactions + low diversity = reaction bots. Multiple signals, one score.
Understanding the Score
  • 85–100 Excellent — Organic audience with genuine engagement. Safe to advertise.
  • 70–84 Good — Mostly real audience. Minor issues possible but generally trustworthy.
  • 50–69 Average — Mixed signals. Some metrics are off. Investigate further before spending.
  • 30–49 Suspicious — Multiple fraud indicators. Proceed with caution or avoid.
  • 0–29 Fraud — Clear signs of artificial inflation. Do not advertise here.
The Visual Dashboard
Every analysis produces a dashboard image with four panels: the quality score ring, an audience composition pie chart (real / dead / bot split), metric gauge bars with color-coded indicators, and quality signal lights showing pass/warn/fail for each check.
Who Is This For
Advertisers & Media Buyers — Check channels before purchasing ad placements. A single fraudulent channel can waste hundreds or thousands of dollars.
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 through Telegram.
→ Try @warp_vision_bot Free
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.
How long does an analysis take? 30 to 90 seconds.
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.
How do I pay for Pro? Type /pro in the bot, tap the button, confirm. Telegram Stars, no external accounts needed.