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ANBD-GENESIS
The decision engine that knows when NOT to decide alone
ANBD-GENESIS is a decision engine for order, refund, and signup flows. One API call returns EXECUTE, REVIEW, ESCALATE, ABSTAIN, or RECOVER — with an explicit confidence score and full audit trail. It doesn't have to decide every time: low-confidence or novel cases get escalated to a human instead of guessed. Includes HMAC-signed webhooks, CSV audit export, an official Python SDK, and multi-tenant isolation with hashed API keys. Free tier available.
Hey Product Hunt! 👋
I built ANBD-GENESIS because most "AI decision" tools force a false choice: automate everything (risky) or review everything by hand (doesn't scale).
The engine explicitly refuses to decide when it doesn't have enough evidence — it escalates to a human instead. That's not a limitation, it's the core design.
Under the hood it uses Vector Symbolic Architecture (binary hypervectors) instead of an LLM call, so it runs in ~4ms and costs a fraction of a typical AI API call — which matters when you're evaluating thousands of orders or transactions per minute, not chatting one at a time.
Would love your feedback, especially from anyone dealing with order/refund fraud review at scale. Happy to answer any technical questions below!
About ANBD-GENESIS on Product Hunt
“The decision engine that knows when NOT to decide alone”
ANBD-GENESIS was submitted on Product Hunt and earned 0 upvotes and 1 comments, earning #3 Product of the Day. ANBD-GENESIS is a decision engine for order, refund, and signup flows. One API call returns EXECUTE, REVIEW, ESCALATE, ABSTAIN, or RECOVER — with an explicit confidence score and full audit trail. It doesn't have to decide every time: low-confidence or novel cases get escalated to a human instead of guessed. Includes HMAC-signed webhooks, CSV audit export, an official Python SDK, and multi-tenant isolation with hashed API keys. Free tier available.
On the analytics side, ANBD-GENESIS competes within API, Developer Tools and Artificial Intelligence — topics that collectively have 1.1M followers on Product Hunt. The dashboard above tracks how ANBD-GENESIS performed against the three products that launched closest to it on the same day.
Who hunted ANBD-GENESIS?
ANBD-GENESIS was hunted by ANBD genesis. 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 ANBD-GENESIS including community comment highlights and product details, visit the product overview.
ANBD genesis