Shipping an HTML artifact for AI evals beats another dashboards-first approach.

Shipping an HTML artifact for AI evals beats another dashboards-first approach. When teams are comparing prompts, models, and agent runs, a self-contained HTML report that bundles prompts, outputs, diffs, screenshots, latency, and cost is easier to version, share in PRs, and revisit than any permanently rowdy analytics surface. The real win is not the UI, but the ability to snapshot the state of an evaluation and move on. That’s the takeaway: ship the artifact first, then build the dashboard when it’s truly needed.