Structured AI decisions with probabilities for developers
Fail here first.
Stage
Not given
Startup
Founded
Not given
2026
Based in
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RO
Pricing model
Paid
Freemium
Pricing
Starter: $9.9 with 100,000 credits, no expiry; Pro: $99 with 1,000,000 credits, no expiry; Enterprise: $999 with 11,000,000 credits. One-time plans do not auto-renew; credits remain available after purchase.
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Key features
Typed decision output with Choice, Score, and Noul question types
Probability and confidence results on every answer
Online playground for testing with unlimited runs
REST API and SDK integration
Multiple concurrent requests
Team workspaces and collaboration
Up to 8 typed questions per request
Fast decision latency around 120ms
Agent Skill for coding agents and LLM workflows
Support for English and Simplified Chinese
Panel of 12 hostile specialists trained to find different failure modes
Verbatim anchoring of every finding to your document
Score computed by formula based on failure severity and probability
The Frog: identification of the one critical problem to fix first
Debrief debate feature to argue back with evidence
Available in Claude and ChatGPT
Android app for mobile access
Program tracking across multiple missions and frog history
48-hour full refund guarantee on first Landing
What makes it different
Structured output with defined answer space
Probability-backed decisions code can use directly
Multiple questions from one state in parallel
Developer control over business logic and actions
Designed to integrate into existing systems without replacement
Ranked findings with concrete next steps, not opinions