What it sells
We find where AI agents fail, then train better models to run them.
Business model breakdown
Buyer: who owns the budget?
UnverifiedAI product/engineering teams running agents in production.
Workflow: what inputs become what output?
Connect the agent via SDK/OpenTelemetry; Agnost clusters conversations, flags corrections and frustration, shows traces and proposes prompt fixes with replay results that the team approves; Slack alerts.
Economics: what it saves and how it charges
Event-volume SaaS tiers; enterprise upsell to self-hosted and fine-tuned small models.
Distribution: how it reaches customers
Self-serve free signup, agent skill install and framework integrations; founders for enterprise.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| — | Y Combinator Summer 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.