Red Team Analysis: Catch the Risks Other Audits Miss
An adversarial agent stress-tests your page for YMYL concerns, hallucination triggers, and harmful content flags — the things AI engines actively avoid citing.
Red Team Report
Review3
YMYL concerns
1
Hallucination trigger
0
Blockers
Adversarial review complete. 4 issues surfaced, none disqualifying.
What Is Red Team Analysis?
Red Team Analysis is an adversarial agent that reviews your page for the reasons an AI engine would refuse to cite it. Instead of asking “does this page meet the criteria?” it asks “what would make a cautious model skip this page?” and surfaces every answer it finds.
While 6 branches check whether your page CAN be cited, Red Team checks whether your page SHOULD be cited.
AI engines are risk-averse. A technically perfect page that triggers risk flags will be skipped in favor of a less polished page with cleaner signals. Red Team exists so you catch those flags before the model does.
What Red Team Checks
Three categories of adversarial review. Every page gets checked against all three.
YMYL (Your Money Your Life)
High-stakes content categories where AI engines apply the strictest scrutiny.
- •Medical claims without sourcing
- •Financial advice without disclosures
- •Legal information without jurisdiction
- •Safety-critical content without authority
Hallucination Triggers
Patterns that make AI engines uncertain about whether your claims are grounded.
- •Ambiguous or vague claims
- •Unsourced statistics
- •Vague temporal claims (“recently”, “many studies”)
- •Name collisions with similar entities
- •Contradictory information on-page
Harmful Content Flags
Surface-level signals that push AI engines to route around your page entirely.
- •Clickbait headlines without payoff
- •Aggressive promotional language
- •Misinformation red flags
- •Contradictions of established facts
How Red Team Works
Red Team runs as a parallel agent alongside the 6 scoring branches. After the main audit completes, Red Team reviews the page with an adversarial mindset — looking specifically for what the optimistic branch agents might have missed.
Output includes
- Risk count
- Blocker count
- YMYL flag
- Detailed risk notes
- Severity levels
- Linked evidence
Why This Matters — Real Examples
Pages that passed the 6 scoring branches but still had Red Team findings worth acting on.
Medical Blog
8.2 / 10Red Team flag
Unsourced medical claims
Added citations to primary sources. Citation likelihood jumped significantly across AI Overviews and Perplexity.
Product Comparison
7.5 / 10Red Team flag
Unsourced competitor statistics
Added source links to every competitor claim. Prevented misattribution and stopped being filtered out of product queries.
Financial Tutorial
8.8 / 10Red Team flag
Missing risk disclosures
Added standard boilerplate disclosures. Critical for financial queries where engines refuse to cite without them.
Who Needs Red Team Most
Red Team runs on every audit, but these content types rely on it more than others.
Health & medical content
YMYL by default — sourcing and credentialed authorship required.
Financial & investment content
YMYL + mandatory disclosures. Missing boilerplate kills citations.
Legal information
Jurisdiction matters. Vague “general legal advice” gets filtered.
Product comparisons
Hallucination risk from unsourced competitor claims is enormous.
News & current events
Temporal claims need dates. “Recently” is not a date.
Scientific / technical content
Engines expect sources on every non-trivial claim.
Bottom line: if your content could affect someone's health, wealth, or safety — Red Team isn't optional. It's the difference between being cited and being routed around.
Red Team vs Main Branches
Two different jobs, one complete audit.
Frequently Asked Questions
Yes. Red Team is one of the 7 components of every audit we run — it isn't a paid add-on or an upgrade tier. Every URL you submit gets stress-tested adversarially at no extra cost, including on the free plan. The same is true on paid packs.
Red Team flags come with detailed notes explaining exactly what triggered them. Review the note first — sometimes the flag is intentional context you added on purpose (e.g., a medical disclaimer referencing a serious condition) and you can safely ignore it. Other times it reveals something you genuinely missed. Flags are signals, not verdicts.
Not automatically. YMYL flags indicate the page will be held to stricter scrutiny by AI engines — which means your Trust & E-E-A-T and Red Team branches matter more. If you've already added sourcing, author credentials, and disclosures, a YMYL flag doesn't drag your score down. It's a category label, not a penalty.
Content safety tools answer a different question: is this content allowed to exist on the platform? Red Team answers: is this content likely to be cited by an AI engine? A page can be perfectly safe and still trigger hallucination or YMYL patterns that make AI engines skip it. We measure citation likelihood, not policy compliance.
Related Features
See What the Other Tools Miss
Red Team runs on every audit — including the free plan. Find out what an adversarial agent catches on your most important page.