What it sells
Give AI agents the right instructions at the right moment
Business model breakdown
Buyer: who owns the budget?
UnverifiedEngineering teams running production AI agents (LangChain, Claude Code, etc.).
Trigger: what makes them buy now?
Agent failures visible in traces that need a fix without a code redeploy.
Workflow: what inputs become what output?
Review traces, write guidance, preview which sessions it will reach, Mirrors routes context at runtime when conditions match, then compares outcomes with held-out sessions.
Distribution: how it reaches customers
Demo-led: Book a demo; sign-in available.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Fall 2026 | — | Y Combinator | ycombinator.com |
Profiles summarize public reporting and company websites. Business-model notes are MaxBC's reading of that material, not confirmed facts; unknowns are left blank rather than guessed. Updated 2026-10-12.