MeshFlow is the production control plane that sits above your agent framework. It adds traceability, governance, replay, evals, and certification — without touching a single line of your existing agent code.
Every agent decision produces a signed, tamper-evident record — input hash, output hash, model version, policy version, causal chain. Ask "why did the agent do this?" and get a definitive answer.
Zero-trust policies run before and after every agent call. HIPAA PHI detection, SOC 2 controls, custom compliance profiles — enforced at runtime, not after the fact.
Agents pause for approval, checkpoint between nodes, and resume exactly where they stopped — across restarts, failures, and time-travel replay to any prior step.
Context packs capture exactly what each agent received — sources, memory reads, token budget, prompt version — with provenance hashes that survive rollbacks and audits.
LLM-judge eval suites run automatically on every prompt change. Online eval scores live traffic in real time — catch quality regressions before customers do.
An 8-category governance score tells you — and your security team — whether an agent is ready for production. Download a signed evidence bundle for any audit.
MeshFlow sits above your agent stack as the production control plane. Adapters for LangGraph, CrewAI, OpenAI Agents, TypeScript, MCP tools, and OTel — zero rewrites.
ModelRouter selects the right model per request, CostCap guardrails stop runaway spend, and per-run cost analytics let you optimise before your bill does.
MeshFlow adds governance and observability on top of your existing agent stack. Connect any framework in minutes — no rewrites, no lock-in.
HIPAA-safe agents for prior auth, clinical documentation, and care coordination.
Compliant underwriting, fraud analysis, and customer advisory agents with full audit trails.
Contract review and document analysis with attorney-client privilege protections built in.
Customer support, triage, and internal operations agents with SOC 2 evidence export.
Connect your existing agent stack in minutes. Full governance, traceability, and certification — no rewrite required.