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PromptProof Auto-Refine
Prompt optimization proven on your own data
Stop hand-tuning prompts. Auto-Refine optimizes your prompt against your own labeled data, keeps spend under a hard cost cap, and returns the top 3 candidates ranked by accuracy and cost — so you ship measurable gains, not vibes.
We launched PromptProof here in April to bring statistical rigor to prompt testing — confidence intervals instead of "it looks better."
Today we're launching Auto-Refine: instead of hand-tuning prompts and re-running experiments yourself, you point it at your labeled dataset, set a cost cap, and it searches for better prompts automatically. You get the top 3 candidates ranked by accuracy and cost, with the stats to prove the improvement is real.
It works across OpenAI, Anthropic, Google, and open models (via Together AI), and handles free-text outputs too, not just structured extraction.
Would love your feedback — especially on what trade-offs you'd want to control (accuracy vs. cost vs. latency).
About PromptProof Auto-Refine on Product Hunt
“Prompt optimization proven on your own data”
PromptProof Auto-Refine was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #160 on the daily leaderboard. Stop hand-tuning prompts. Auto-Refine optimizes your prompt against your own labeled data, keeps spend under a hard cost cap, and returns the top 3 candidates ranked by accuracy and cost — so you ship measurable gains, not vibes.
On the analytics side, PromptProof Auto-Refine competes within Productivity, Developer Tools and Artificial Intelligence — topics that collectively have 1.7M followers on Product Hunt. The dashboard above tracks how PromptProof Auto-Refine performed against the three products that launched closest to it on the same day.
Who hunted PromptProof Auto-Refine?
PromptProof Auto-Refine was hunted by Atsushi Hara. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of PromptProof Auto-Refine including community comment highlights and product details, visit the product overview.
Atsushi Hara
Hi Product Hunt! 👋
We launched PromptProof here in April to bring statistical rigor to prompt testing — confidence intervals instead of "it looks better."
Today we're launching Auto-Refine: instead of hand-tuning prompts and re-running experiments yourself, you point it at your labeled dataset, set a cost cap, and it searches for better prompts automatically. You get the top 3 candidates ranked by accuracy and cost, with the stats to prove the improvement is real.
It works across OpenAI, Anthropic, Google, and open models (via Together AI), and handles free-text outputs too, not just structured extraction.
Would love your feedback — especially on what trade-offs you'd want to control (accuracy vs. cost vs. latency).