AI surface scorecard
Generated 2026-11-14 16:46 · 10,152 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)
Operations: availability, resources, token efficiency, parallelisation
WebLLM by model (a surface average hides a dead leg)
Score trend by month (backfilled from record timestamps)
Lowest-scoring interactions (the evidence)