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...
Governing Stochastic Generation – Deterministic Runtime Orchestration via VERN OS
LLMs are powerful, but inherently probabilistic and unpredictable.VERN OS adds a deterministic governance layer between the AI and the user.The system prevents drift, enforces behavioral rules, and maintains personality consistency.Analysis of 4,773 live conversations showed improvements in task completion, emotional outcomes, and goal adherence.The next challenge in AI is not...