AI Visibility IndexFintech

Which fintech companies does AI actually recommend?

2 categories · 93 companies ranked · updated Sep 3, 2026

Categories

Ranked by the pipeline moving through AI answers each month.

Methodology. Each category is scanned with a set of real buyer questions across ChatGPT, Claude, and Gemini. Vendors are pulled out of the live answers by an LLM extraction pass and normalized against Catalyst's canonical entity registry, so a leaderboard grows to match whoever the engines actually name rather than a fixed brand list. Pipeline at stake estimates the monthly revenue influenced by answer-engine research in that category. Full methodology.