AI surface scorecard

Generated 2026-11-14 16:21 · 10,146 interactions across 5 surfaces · weights task completion 30%, hallucination resistance 25%, user alignment 20%, system initiative 15%, ux 10% · message excerpts withheld

Dimension breakdown by surface

Signal counts (what actually fired)

Lowest-scoring interactions (the evidence)