Research Portfolio · 2025–2026 VERN Outperforms Industry Benchmarks Across three studies and 20,000+ production conversations, governed AI didn't just finish more tasks than ungoverned AI — it finished them correctly: Verified completion of 53% vs 9% and clean exits of 72% vs 23%, against a control running the same model,...
VERN OS vs Industry Benchmarks
VERN OS vs. Industry Benchmarks Performance comparison VERN OS vs. industry benchmarks Enterprise conversational AI · N=4,773 production conversations VERN OS Industry leaders Industry average Un-orchestrated baseline Task completion / containment rate VERN OS 74–88% Industry leaders 70–90% Industry average (RAG chatbots) 40–65% Un-orchestrated baseline 23–28% Graceful exit rate VERN...
VERN AI Emotion Recognition System Impact
VERN AI Emotion Recognition System — Impact VERN AI Emotion Recognition System — Impact 4,022 Substantive Conversations 21 Qualified Hoomans 7,295 Annotated (all real) Methodology Scorecard by Archetype By Hooman 76.9% of distressed companion users left calmer (n=733) +2.02 mean companion Δvalence (pts) 7,295 annotated conversations (all real) 21 qualified...