BentoLabs AI
Monitoring and learning layer for long-running agents
BentoLabs AI operates in b2b based in San Francisco, CA, USA.
Profile
BentoLabs is the monitoring and learning layer for long-running agents. We detect when agents silently fail or drift from the user's goal, system prompt, or tool contracts, show affected users and root cause, and suggest the prompt, skill, or harness fix.
As more teams deploy agents, keeping them reliable in production becomes mission-critical. Bento sits directly in the production loop and gives teams the operational leverage required to scale agent ecosystems without scaling human firefighting alongside them. The result is a system that turns opaque agents into agents that can be monitored, debugged, and improved continuously.
The founders learned this problem at Emergent (YC S24), where they built and operated production coding agents used by 5M+ users. Abhinav was hire #1 and helped Emergent hit SWE-Bench #1 and scale from $0 to $100M ARR in just 8 months. Kaushik was hire #2, led full-stack engineering at Emergent, and was key to building the infrastructure that made production agents reliable, observable, and debuggable. Bento's self-learning engine has also lifted ARC-AGI-3 (internal) by 2.6x and Terminal-Bench 2.0 (internal) from 42.2% to 52.4% pass@1 with the same model, tools, and budget.
The company sits in the b2b segment, where it competes on its core product or service.
San Francisco, CA, USA is where the company is located.
It is recorded at the Spring 2026 stage.
The company reports a headcount in the 5 range.
Directory analysis
BentoLabs AI provides a monitoring and learning layer for long-running AI agents, detecting silent failures, drift from goals, and tool contract violations. It surfaces root causes, affected users, and offers prompt or skill fixes to keep agents reliable in production. The service is aimed at B2B teams scaling agent ecosystems.
Positioning: BentoLabs positions itself as an operational tool for enterprises deploying AI agents, addressing reliability and continuous improvement needs. Its focus on real-time monitoring and root‑cause analysis differentiates it within the agent tooling market.
Note: BentoLabs helps teams debug and improve AI agents without increasing human firefighting.
Auto-generated directory analysis from public data · updated 7 Oct 2026. Informational only, not investment advice.
| Sector | B2B |
|---|---|
| Headquarters | San Francisco, CA, USA |
| Country | USA |
| Employees | 5 |
| Stage | Spring 2026 |
Website: bentolabs.ai
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