How it works

Measure the shortlist, then change it.

Every step is evidenced by a stored answer.

01
Capture
Your category's questions are asked on every AI search surface and the full answers are stored.
02
Diagnose
We identify why you were left out: unreachable, unreadable, unspecific or simply unmentioned anywhere.
03
Fix
Technical retrievability first, then the facts and comparison content the shortlist is built from.
04
Re-measure
Weekly re-runs on the same questions, with alerts when a competitor takes your place.
What we optimise for

Six surfaces, six behaviours.

They retrieve and cite very differently.

ChatGPT

Browses selectively; rewards clear factual pages and published numbers over marketing language.

Perplexity

Cites visibly and frequently. The fastest surface to win, and the fastest to lose.

AI Overviews

Leans on established entity signals, structured data and conventional search authority.

Claude

Prefers documentation-grade sources and precise technical statements.

AI Mode

Conversational follow-ups mean one weak answer cascades through a whole session.

Old funnel vs new

The top of the funnel moved.

You are evaluated in a conversation you cannot see.

Search results
AI search
What the user gets
Ten links
Three names and a reason
Where the decision happens
On your landing page
Before any site is visited
Your competitive risk
Being outranked
Being unmentioned
Content that wins
Ranking pages
Quotable, specific claims
Volatility
Slow
Weekly — answers rewrite themselves
Attribution
Referral traffic
Assistant referrals and branded search lift
Questions

About AI search.

ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Claude and Microsoft Copilot.

No. Overlap is partial — being named in Perplexity often does not translate to AI Overviews, which weights entity signals differently.

Mention share, citation share and position within the answer, per surface, from stored responses.

No. It runs alongside it, and most of the technical work benefits both.

Retrievability and factual fixes land in days. Competitive shortlists usually take six to ten weeks.

See the shortlist you're missing from.

Free, no account, and it names the competitors who are on it.