What it sells
Harness Engineering Infrastructure that developers love.
Business model breakdown
Buyer: who owns the budget?
UnverifiedHead of AI / engineering lead or developer team owning production agents.
Trigger: what makes them buy now?
Production agents repeat mistakes (fabricated data after tool calls, tool timeouts) and teams cannot see which failures affect most users.
Workflow: what inputs become what output?
Observe: Moda reads every production trace, groups failures into ranked problems with monitors/signals/clusters; Harness: tools to fix; Validate: evals and replays comparing models on latency, token use and success score.
Distribution: how it reaches customers
Demo-led (Book a demo) with developer docs and sign-in.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Winter 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.