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...
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...