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AI Release Assurance
Know if your AI is safe enough to ship
AI apps can pass normal QA and still leak data, follow injected instructions, or take unsafe actions. AI Release Assurance tests your real staging chatbot, agent, RAG system, or API before deployment. Run 138 adversarial checks across 18 risk categories in your own environment, compare releases against a baseline, and enforce an APPROVE, BLOCK, or REVIEW decision in CI—with redacted evidence showing exactly why.
Hey Product Hunt 👋
We originally launched PromptBrake as an AI vulnerability scanner. But while building it, we realized the scan wasn't what decision teams actually needed.
The real question was: Is this AI change safe enough to ship?
AI systems can pass functional QA and still fail when a user injects conflicting instructions, retrieved content becomes hostile, sensitive data is requested, or an agent is manipulated into taking an unsafe action.
So we rebuilt the product around the release decision.
AI Release Assurance connects to a real staging chatbot, agent, RAG system, or API and runs 138 adversarial checks across 18 risk categories. Teams can compare releases against a baseline, retest selected risks, export redacted evidence, and enforce an APPROVE, BLOCK, or REVIEW decision in CI.
The Enterprise Runner executes inside the customer's environment, so prompts, credentials, responses, findings, and evidence remain under their control. PromptBrake is now the validation engine underneath this release-assurance workflow.
This is not a firewall, a compliance badge, or a replacement for backend authorization. It is a repeatable way to uncover unsafe AI behavior before a release reaches customers.
We would love feedback from builders shipping real AI products: What evidence would you need before trusting an AI release enough to ship it?
About AI Release Assurance on Product Hunt
“Know if your AI is safe enough to ship”
AI Release Assurance was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #150 on the daily leaderboard. AI apps can pass normal QA and still leak data, follow injected instructions, or take unsafe actions. AI Release Assurance tests your real staging chatbot, agent, RAG system, or API before deployment. Run 138 adversarial checks across 18 risk categories in your own environment, compare releases against a baseline, and enforce an APPROVE, BLOCK, or REVIEW decision in CI—with redacted evidence showing exactly why.
On the analytics side, AI Release Assurance competes within Developer Tools, Artificial Intelligence and Security — topics that collectively have 998.4k followers on Product Hunt. The dashboard above tracks how AI Release Assurance performed against the three products that launched closest to it on the same day.
Who hunted AI Release Assurance?
AI Release Assurance was hunted by Ammar. 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 AI Release Assurance including community comment highlights and product details, visit the product overview.
Ammar