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Confidence Gate

AI that scores your Playwright tests before you ship

Playwright marks a test passed when no exception threw. That's not the same as the right thing happening on screen. Confidence Gate adds an AI verification layer to Playwright runs. Each step is verified against its screenshot using vision AI. Steps get three states: passed / inconclusive / failed. The run scores 0–100. Finalgate: ship / watch / block. Penalises self-healing selectors, behavior overrides, and inconclusive steps. MIT licensed. Self-hostable via Docker Compose.

About Confidence Gate on Product Hunt

AI that scores your Playwright tests before you ship

Confidence Gate was submitted on Product Hunt and earned 0 upvotes and 0 comments, placing #117 on the daily leaderboard. Playwright marks a test passed when no exception threw. That's not the same as the right thing happening on screen. Confidence Gate adds an AI verification layer to Playwright runs. Each step is verified against its screenshot using vision AI. Steps get three states: passed / inconclusive / failed. The run scores 0–100. Finalgate: ship / watch / block. Penalises self-healing selectors, behavior overrides, and inconclusive steps. MIT licensed. Self-hostable via Docker Compose.

On the analytics side, Confidence Gate competes within Open Source, A/B Testing and Developer Tools — topics that collectively have 602.9k followers on Product Hunt. The dashboard above tracks how Confidence Gate performed against the three products that launched closest to it on the same day.

Who hunted Confidence Gate?

Confidence Gate was hunted by anjo zulaybar. 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 Confidence Gate including community comment highlights and product details, visit the product overview.