Your AI agent shouldn't see raw sensitive data to do its job. Most of the time it doesn't need to. Astra tokenizes PHI, PCI, and PII before it reaches your agent. It reasons on safe tokens, acts on real values at execution the raw data never touches the model context. Two lines of code. Works with any agent framework.
Hey everyone 👋, I'm excited to launch Astra today,
I built Astra after a hallway conversation at AWS where someone asked how Bedrock prevents LLMs from seeing customer data. Great perimeter story but nobody had solved what the agent sees inside the prompt.
The gap is simple: your agent doesn't need to read a patient's SSN to decide what to do with it. It just needs to know a value exists. Astra intercepts before the prompt, agent works on tokens, real values resolve only at execution.
Would love to hear from anyone building agents on regulated data and i will be more than happy to answer anything.
About Astra on Product Hunt
“Make AI agents that never see your data”
Astra launched on Product Hunt on April 15th, 2026 and earned 114 upvotes and 11 comments, placing #12 on the daily leaderboard. Your AI agent shouldn't see raw sensitive data to do its job. Most of the time it doesn't need to. Astra tokenizes PHI, PCI, and PII before it reaches your agent. It reasons on safe tokens, acts on real values at execution the raw data never touches the model context. Two lines of code. Works with any agent framework.
On the analytics side, Astra competes within SaaS, Developer Tools and Artificial Intelligence — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Astra performed against the three products that launched closest to it on the same day.
Who hunted Astra?
Astra was hunted by Obed Mpaka. 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 Astra including community comment highlights and product details, visit the product overview.
Obed Mpaka