We pre-ran a 5-query AI search audit on Stampli so you can see the gap before we talk. The full 2-week audit goes much deeper. This page is the appetizer.
See the gapNo login. No tracking. The full audit is free.
We ran 5 buyer-intent queries about B2B software across the four major answer engines. For each query: did Stampli get cited, and what did the engine actually say.
Competitor names redacted. The full audit (50-100 queries) shows you which specific competitors are winning each citation slot.
Answer engines extract from a known graph of authority sources — Wikipedia, Wikidata, G2, Crunchbase, Forbes, HBR, Reddit, YouTube, and 22 more. Filled tiles below are nodes you appear in. Hollow tiles are gaps.
Drawn from the 5-dimension framework — Authority, Data Structure, Brand Alignment, Freshness, Cross-Link Signals. The full audit scores all five with evidence. Here are the three biggest deltas we already spotted on Stampli.
Answer engines extract from FAQ schema 4x more often than from prose. Most B2B sites at this stage don't carry it.
Where: Confirmed via structured-data spot-check during the full audit.
Citation algorithms weight authored content with credentialed bylines higher than uncredited blog posts.
Where: Blog typically defaults to a generic team byline; full audit identifies specific posts.
LLMs need a clean entity-attribute graph (name, category, ICP, differentiator) to cite consistently. Most homepages describe features, not the entity itself.
Where: Confirmed via homepage + about-page review during the full audit.
Covers evaluative, comparative, and brand-specific intent across your category. The 5 here are a sample.
Which specific competitors win each slot, what they're doing differently, and which gaps are most fixable.
Specific deliverables, owner profile, projected citation lift. The plan is the proposal — no separate scoping cycle.
No 50-page generic SEO deck. No backlink crawl. No paid analysis. No "marketing strategy" PDF. Just the AEO + content layer, scored, with a build plan.
Three quick questions so we can confirm fit and send the intake the same business day.