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...
Governing Stochastic AI – VERN OS Results
VERN OS — Study Figures & Visualizations Governing Stochastic Generation:Deterministic Runtime Orchestration via VERN OS Study Figures & Visualizations Production Dataset: N = 8,374 sessions Annotated Sample: N = 627 Fig 1 Architecture Fig 2 Graceful Exit Fig 3 Archetypes Fig 4 Three-Tier Completion Fig 5 Per-Persona Drop Fig 6...