Shipping AI you can trust: grounding over guessing

The fastest way to lose an engineer’s trust is a confident wrong answer. For a tool that explains software, grounding isn’t a feature - it’s the whole product.

Facts first, language second

AppMD extracts verifiable facts from the binary before any model reasons about them. The AI explains what’s there; it doesn’t invent what isn’t.

Show your work

Findings link back to their source so you can verify them. That traceability is what makes the report safe to act on.

Knowing the limits

When confidence is low, the report flags it. Honest uncertainty beats fluent fiction every time.