richresults.ai tested entity resolution for JUNO PORTALS, a travel platform for solo women travelers, across ChatGPT and Google in September 2026. ChatGPT correctly identified the entity in all twenty tests (English and German) via Crunchbase, while Google's organic results surfaced juno-portals.com pages but its AI Overview resolved the name to unrelated entities, demonstrating a distinction between indexing and generative entity resolution.
A system-one model called Jev significantly improves entity resolution in high-throughput data pipelines, reducing costs by 99.56% and increasing throughput 7.35× while maintaining near-baseline accuracy when integrated into multi-stage review workflows. The authors demonstrate this on Ohio campaign finance data, where Jev resolves entities across donors, committees, and companies by adjudicating bundles of equivalent evidence.