REGRESSION TESTING FOR PROMPTS

Know your prompt
actually works.

Edit a prompt, then test it on your real inputs — get a blind-judged win rate and catch regressions before they reach users. Rough prompt in. Sharp prompt out. Prismo also rewrites rough drafts and hands you receipts proving the change wins. Runs right in your browser — no install. Free with your own key (Anthropic, OpenAI, or Google Gemini); no key needed to start.

Anthropic · OpenAI · Gemini — your key or ours.

01 / REFRACTION

The prompt you meant to write.

Paste a draft, pick a goal. Prismo applies the craft — specificity, output format, role framing, constraints — without changing what you asked for.

DRAFTSummarize this article.
OPTIMIZEDSummarize the following news article in exactly 2–3 sentences. Preserve the key facts — who, what, when, where, why — in clear, neutral language. Do not add opinions or details absent from the article. Article: {{article}}

02 / THREE STRATEGIES

Pick how hard it should think.

S·01

Rewrite

One-shot rewrite through a versioned meta-prompt. Fast enough to feel like autocorrect for prompts.

1 model call · ~2s

S·02

Iterate

A critic names every weakness; a rewriter fixes them. Repeats up to three rounds until quality holds.

critique → rewrite → loop

S·03

Ensemble

Three candidates generated at different temperatures, then ranked pairwise by an impartial judge.

3 candidates · swap-debiased judge

03 / RECEIPTS

A regression suite for prompts.

Don't take its word for it — anyone can claim a prompt got "better." Prismo runs the original and your edit on your real example inputs, judges the outputs blind — both orders, to cancel position bias — and hands you a win rate. Save those inputs as a test-set and re-run it every time you change the prompt or switch models, across Anthropic, OpenAI, and Gemini. If a change quietly regresses, you'll see it before your users do.

Don't take its word for it. Read the receipt.

Every optimization comes with evidence: the original vs. your edit, run on your real inputs and judged blind, both orders — so a win rate is something you can actually trust.

Same receipts whether you bring your own key or run on Prismo's hosted inference — see pricing below.

Shareable receipts — send a "won 5/5 on my inputs" link. No login to view.

04 / SAVE MONEY

Same quality. A fraction of the cost.

An optimized prompt on a cheaper model can often match your original on an expensive one. Prove it with the same win-rate test — then ship the swap and watch the bill drop.

BEFOREOriginal prompt frontier model $$$ per 1k runs
AFTER · SAME WIN RATEOptimized prompt cheaper model ~1/10th the cost

05 / PRICING

Free with your key.
Hosted when you'd rather not.

FREE · BYOK
$0forever

bring your own key · no account

  • Every feature — optimize, receipts, saved test-sets, cost comparisons
  • Unlimited runs on your own Anthropic, OpenAI, or Gemini key
  • Runs in your browser. No install, no card, no login
PREMIUM
$7.99$5.99/mo

Launch price — lock it in while you're subscribed.

hosted, no key · Fast + Balanced models

  • Prismo's hosted inference — nothing to set up, no key to manage
  • Fast and Balanced model tiers, every optimization strategy
  • Shareable result links + a generous fair-use allowance

Nothing charged today — we'll email you at launch.

COMING SOON PRO
$19/mo

hosted · everything in Premium + Quality models

  • The Quality tier — Opus, GPT-4.1, Gemini 2.5 Pro — plus all of Premium
  • A bigger monthly fair-use allowance for heavy days
  • Blind-judged receipts across every model, in one place

Coming soon — join the list and we'll email you the moment it's live.

Hosted plans include a monthly fair-use allowance — the app shows a meter with how much you have left. Bring-your-own-key is always unlimited, and heavy Quality users can fall back to BYOK anytime, free.

06 / ALSO NATIVE · macOS

Also native on macOS.
A floating panel, one hotkey away.

Prefer a desktop app? The signed, notarized DMG puts Prismo one ⌘⇧P away, anywhere. Same engine — use the free hosted trial, or paste your own Anthropic, OpenAI, or Gemini key in Settings.

requiresmacOS 14 Sonoma+
architectureApple silicon & Intel
hotkey⌘⇧P, everywhere
themesAurora · Prism · Paper
accessibility3 colorblind modes
keysAnthropic · OpenAI · Gemini
signatureDeveloper ID, notarized

07 / PRIVACY

Your prompts are the product.
Just not ours.

Prompts are sent to the Prismo service only to generate a result. Your history and settings stay on your device — in your browser or on your Mac.

never stored · never logged · never sold · never used for training