Signal-to-Noise Analyzer
Don't waste an hour.
Get the verdict in one.
Paste any YouTube review, course, or claim-heavy video. We read the transcript, cross-examine the claims, and hand you a fact-checked verdict — before you spend a minute watching.
Power move: replace youtube.com with your-site.com in any YouTube URL — you'll land straight on the report.
How it works
Paste the link
We normalize any YouTube URL form — watch links, youtu.be, shorts, embeds, live replays — down to the one video ID that matters.
We cross-examine the transcript
Claims are graded FALSE → MISSING CONTEXT by an adversarial analyst that reads the whole transcript before it says a word.
You get the verdict
A 1–10 score, the fact-checks that earned it, and a straight watch-or-skip call — in about a minute, not an hour.
Freshly judged
7/10‘Modern book burning': Tech companies secretly destroying books to feed AI models
Australian Community Media
1 claim3 views4 h ago
7/10Invest in India #investing #investment
Kirttan Shah
1 claim4 views8 h ago
7/10Singapore Just Discovered The Fuel For The Next Energy Revolution!
Singapore Revealed
3 claims3 views9 h ago
7/10क्या अमेरिका में बदल रहा भारतीयों के प्रति नजरिया? [Perception About Indians in the USA]
DW हिन्दी
1 claim2 views21 h ago
8/10Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026
AI Native Dev
2 claims10 views1 d ago
7/10Panchkula School Shocker | Does India Need Stricter Laws To Stop Rise In Juvenile Crimes? | Akash B
The Deshbhakt
2 claims5 views1 d ago
6/10Why is India Building a Giant ‘Brain’ in Gujarat
Gaurav Thakur
2 claims10 views6 d ago
6/10Suzuki vs Mercury vs Yamaha — Which Outboard Is Actually Best?
Perfect Fit Boating
2 claims11 views7 d ago
8/10Substack for Beginners: The Complete 2026 Digital Product Tutorial
Richard Yu
2 claims12 views7 d ago
8/10Substack for Beginners: The Complete 2026 Tutorial
Sinem Günel
3 claims9 views7 d ago
6/10iPhone Duo Teardown – APPLE SHOULD APOLOGIZE
JerryRigEverything
3 claims12 views8 d ago
8/10Quantization Fundamentals - How LLMs are Served Efficiently with Low Memory - Inference Engineering
Arpit Bhayani
2 claims14 views9 d ago
Freshly judged
7/10‘Modern book burning': Tech companies secretly destroying books to feed AI models
Australian Community Media
1 claim3 views4 h ago
7/10Invest in India #investing #investment
Kirttan Shah
1 claim4 views8 h ago
7/10Singapore Just Discovered The Fuel For The Next Energy Revolution!
Singapore Revealed
3 claims3 views9 h ago
7/10क्या अमेरिका में बदल रहा भारतीयों के प्रति नजरिया? [Perception About Indians in the USA]
DW हिन्दी
1 claim2 views21 h ago
8/10Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026
AI Native Dev
2 claims10 views1 d ago
7/10Panchkula School Shocker | Does India Need Stricter Laws To Stop Rise In Juvenile Crimes? | Akash B
The Deshbhakt
2 claims5 views1 d ago
6/10Why is India Building a Giant ‘Brain’ in Gujarat
Gaurav Thakur
2 claims10 views6 d ago
6/10Suzuki vs Mercury vs Yamaha — Which Outboard Is Actually Best?
Perfect Fit Boating
2 claims11 views7 d ago
8/10Substack for Beginners: The Complete 2026 Digital Product Tutorial
Richard Yu
2 claims12 views7 d ago
8/10Substack for Beginners: The Complete 2026 Tutorial
Sinem Günel
3 claims9 views7 d ago
6/10iPhone Duo Teardown – APPLE SHOULD APOLOGIZE
JerryRigEverything
3 claims12 views8 d ago
8/10Quantization Fundamentals - How LLMs are Served Efficiently with Low Memory - Inference Engineering
Arpit Bhayani
2 claims14 views9 d ago
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