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Course · Shipping AI interfaces
Comparing models without benchmarks
Every model comparison is an editorial judgement wearing statistics. The honest comparison says who judged, how, and why the score is a judgement — not a benchmark.
Advanced1 min read (computed · recorded 3)updated 2026-09-14aicomparisonbenchmarkscourse
by Motif Editors
revised 2026-09-14 — First publication in the bank-4 AI-interface curriculum.
— A fidelity score is a judgement from recorded runs, not a benchmark — say it next to the score.
— Per-model tabs with the same brief keep the comparison honest about what is equal.
— The verdict callout is editorial by nature; label it as such instead of pretending to be a machine.
The honesty line is part of the scoreboard
This site's prompts print fidelity scores with a standing honesty line: scores are editorial judgements from recorded runs, not benchmarks. The line is not a disclaimer — it is the unit of the number. A score without its unit is a number pretending to be a fact; a score labelled as a judgement is a number you can act on.
Equal briefs, labelled verdicts
The honest comparison runs the same brief through each model and shows the answers side by side in tabs, with per-tab notes. The verdict — which one wins — is an editorial call and should wear the label 'editorial pick', as this site's compare demo does. A machine-flavoured verdict that was written by hand is a benchmark in a costume.
The component this essay works with — mounted, not picturedComparison Slider →
before / after
50%
after · aurora tokenised
one palette, four surfaces, no drift
before · six hand-picked hexes
every screen a slightly different grey
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drag or arrow-key the divider — pointer-captured so the drag never leaves the handle behind. Both panes stay in the same box, so the diff reads honestly.