What it sells
AI agent learning platform.
Business model breakdown
Buyer: who owns the budget?
UnverifiedAI/engineering leaders who ship agents (testimonial from the CTO and Chief AI Officer of C3.ai); free tier is self-serve for developers.
Trigger: what makes them buy now?
Agents fail on hard cases and cost too much; teams want measured quality, cost and latency gains. Site claims +3-10 pass-rate points and 22-44% lower cost per successful task on AutomationBench.
Workflow: what inputs become what output?
Collect signals from traces and code, build evals, optimize prompts/tools/workflows, return improvements as a pull request.
Economics: what it saves and how it charges
Free tier plus custom-priced Enterprise (harness optimization, SSO/SAML, SLA, on-prem). Claims 22-44% lower cost per successful task.
Distribution: how it reaches customers
Self-serve free start plus sales for Enterprise.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| 2026-06-10 | — | $6.9M | — | news.google.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.