Not our opinion. We asked 8 live AI engines for the best geo / ai visibility tool and recorded every name, in order. This is the ranked consensus of what buyers are told when they ask AI.
Score = position-weighted AI-Visibility for geo / ai visibility across 8 engines. The engines disagreed on the single best pick, naming 5 different tools at #1. Ranking measures engine output on 2026-06-19, not product quality, and is not for sale.
Each engine, asked the same question, top pick for geo / ai visibility. Which AI a buyer happens to ask changes which tool they are told to buy.
This same measurement, per-vendor AI-visibility reports across 8 engines and 16 categories, is what GEO and AEO agencies resell to clients. We generate the data and the report; you put your brand on it. Standing feed, priced for resale, cheaper than building the measurement stack yourself.
The ranking above is measured and unpurchasable. Separately, there is one labeled Featured slot per category on this comparison, marked "Featured", first come. It is the fastest way to appear in the source the AI engines cite for geo / ai visibility.
From the open, CC-BY AI Recommendation Audit 2026: a dated snapshot of what 8 live AI engines recommend for geo / ai visibility, canonicalized and scored by position-weighted frequency. Not an endorsement or a quality ranking. Open data · Couey, V. W. (2026). The AI Recommendation Audit 2026: Which B2B/GTM Software AI Assistants Recommend [Data set]. Lucreya. https://doi.org/10.5281/zenodo.20767878