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Scoring MFA Risk
We load the page in a real browser and run a full forensic analysis
Rendering page in headless browser...
Detecting ad stack & header bidding...
Analyzing content authenticity with AI...
Checking domain intelligence & computing composite score...
This typically takes 20–60 seconds — a real browser render plus AI judgment. Worth the wait.

MFA Detection API Demo

Score any URL 0–100 for Made-for-Advertising risk. The score combines ad-stack forensics, page-structure analysis, AI content-authenticity judgment and domain intelligence from public MFA research — and every underlying signal is returned, so your exclusions hold up in front of auditors and sellers.

This demo runs our full MFA scoring pipeline on any URL: a headless-browser render, ad-stack detection, AI content analysis and domain intelligence. To scale up, integrate the API endpoint or learn how MFA detection works.
No URL at hand? Try one of these examples — a publicly flagged MFA page next to premium editorial — and watch the score separate them:
heraldweekly.com — pies listicle known MFA thedelite.com MFA operator theguardian.com/us premium bbc.com/news premium
Need 102M Domains as a Dataset? See API Plans Find Your Solution
Ad Stack Forensics
Ad scripts, header-bidding wrappers, bidder counts, ad slots and MFA-skewed networks observed during a real browser render.
Page Structure Analysis
Ad-to-content ratio, thin content detection, slideshow pagination, autoplay video and recirculation link density.
AI Content Authenticity
An LLM judges clickbait, trustworthiness, design quality, deception and content originality — with written evidence.
Domain Intelligence
Public MFA flag lists (e.g. Adalytics research), known MFA operator infrastructure, content-farm and premium-editorial fingerprints.

Ready to Scale?

Score your whole placement list via the API — or combine MFA risk with IAB categories from our 102M-domain database.

API Endpoint API Plans
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