Make your AI agents cheaper,
faster, and more reliable.
Five APIs. One connection. Task dedup, cost prediction, output validation, governance, failure intelligence.
Five products. All in one call.
Idempotent task deduplication with semantic caching.
Every duplicate caught = one LLM call saved.
Pre-execution LLM cost prediction and budget tracking.
Know the bill before you run the task.
Real-time output validation against your directives.
Catch bad outputs before they compound.
Policy enforcement and behavioral governance for agents.
Define what agents can and cannot do.
Shared cross-org failure intelligence database.
Learn from every org's mistakes, not just your own.
How it works
One API key. One MCP server. All five products — no separate integrations.
DedupQ before. BurnRate before. QualityGate and GuardRail after. PitfallDB on failure.
Every call adds to the shared cache, cost model, and failure database. Value compounds.
Simple credit pricing
Most calls cost 1–3 credits. Free tier resets every month. No card required to start.
Pre-paid credits. No subscriptions. Credits never expire.