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Benchspan

Sp26Pivot 2 of 2
2 people|Active|Website
AIOpsArtificial IntelligenceAnalyticsInfrastructure
87°Major Pivot
Before

Run agent benchmarks in minutes, not hours

After

Real-time threat detection for AI agents in production

Full description — before

Benchspan is a benchmarking platform for AI agents. If you're building an agent, you need to know if it's getting better. But running benchmarks is slow, expensive, and fragile. You spend days writing glue code every time you want to run a new benchmark, runs take forever on your laptop, and when they fail halfway through you burn hundreds of dollars in tokens with nothing to show for it. Benchspan fixes all of it. Onboard your agent once, and it works with every benchmark on the platform. We onboarded Claude Code in 37 lines of code. Running a benchmark becomes a single command, executed in parallel in the cloud. Every result goes to one place your whole team can see, with full trajectories, token usage, latency, and custom metrics. When runs partially fail, rerun just the subset that errored instead of starting from scratch. Compare runs side by side to see exactly where your agent is improving and where it's regressing.

Full description — after

We built the most accurate indirect prompt injection classifier available today, trained by the team behind Microsoft's Prompt Shields. Our model catches the attacks that generic guardrails miss: hidden instructions embedded in documents, emails, tool outputs, and retrieval results that manipulate your agent from the inside. Connect your observability stack and Benchspan monitors every LLM call, tool invocation, and RAG retrieval in production. We learn your agents' normal behavior and flag data exfiltration, unauthorized tool access, and behavioral drift before they cause damage

Category shift
Enterprise AI AgentsAI Cybersecurity
Summary

Benchspan pivoted from a benchmarking platform for testing AI agents to a security product that detects threats and prompt injections in production AI systems - completely different product solving a different problem.

Detected today · 2026-04-12
Company journey — 2 pivots
Current

Real-time threat detection for AI agents in production(viewing)

87.1°Major Pivot2026-04-12
131.6°Near Reinvention2026-03-26
Started as

Institutional data layer for prediction markets