Prompt Contrast Highlighter

Highlight the key differentiating phrases in two competing prompts

Ad placeholder (leaderboard)

Prompt contrast highlighter

When you are A/B testing two prompt variants, the hard question is “what is actually different here?” Eyeballing two paragraphs is unreliable — a single flipped word like “always” to “never” can change everything while looking nearly identical. This tool does a word-level comparison: it highlights the vocabulary unique to each prompt, shows the shared core, and gives you a single divergence number so you know whether you changed a lot or a little.

How it works

Each prompt is tokenized into a set of words. The tool then computes three things: the words that appear only in A, the words that appear only in B, and the words shared by both. The unique words are highlighted inline in each prompt so you can see the differentiators in context. The divergence score is the Jaccard distance over the two word sets — a clean 0-to-1 measure where 0 means the prompts use exactly the same words and 1 means they share none.

Tips and notes

  • Low score, big effect. A divergence of 0.05 can still flip behavior if the one changed word is a directive like “must” or “never” — read the highlights, not just the number.
  • Use it to isolate variables. For a clean experiment, keep divergence low and change one concept at a time so you can attribute any result to that change.
  • Set-based by design. Reordered prompts score as similar. If word order is the thing you are testing, this tool will under-report the difference.
  • Pair it with the redundancy remover. Trim each variant first so the contrast reflects real differences, not leftover bloat.
Ad placeholder (rectangle)