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The Answer Engine Index
Who AI recommends, category by category.

An ongoing study of the brands AI assistants name when buyers ask for tools. We run the real buying questions across six engines, count who gets recommended, and publish the results in full.

Real questions.

We ask the non-branded questions buyers actually type, not vendor keywords.

Six engines.

ChatGPT, Claude, Gemini, Google AI Overviews, Copilot, and Perplexity, measured side by side.

Published in full.

Every leaderboard, method, and per-brand breakdown is open. No gate on the findings.

The studies

New categories added regularly.

Compliance Automation Platforms — SOC 2, ISO 27001, HIPAA, FedRAMP, HITRUST
Three compliance platforms hold 80%+ AI answer share each — and only one challenger is close enough to matter.
210 answers9 brandsJun–Jul 2026
Most recommended: DrataRead the study →
MLOps & AI Infrastructure
Three platforms take 95% of all MLOps AI answer space — and which engine your buyer uses determines which one they hear about.
915 answers6 brandsJul 2026
Most recommended: MLflowRead the study →
Healthcare Data Accessibility
One name takes 34% of all healthcare data AI answers — and never marketed itself as a data migration vendor.
3,349 answers10 brandsJun–Jul 2026
Most recommended: Epic SystemsRead the study →
AI Sales Intelligence
One name appears in two of every three AI sales intelligence answers — and it is not close.
~4k answers6 brandsJun–Jul 2026
Most recommended: GongRead the study →
Why we built this

Buyers have started asking AI assistants what to buy before they visit a single vendor site. The assistant's answer, which names three or four tools and skips the rest, increasingly decides who makes the shortlist.

Almost no one measures this at the category level. The Answer Engine Index does, using the same method every time, so the results are comparable across categories and over time.

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Get each new study when it publishes.

One email per new category. The full study, the leaderboard, and the method. No sales pitch.

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Lil Big Things runs these studies. If you want your own category measured, we can run it as a custom engagement. Talk to us →