Multi-Agent SystemsSee every handoff, tool call, and planning step across your agent system.When an orchestrator delegates to sub-agents, when a ReAct loop stalls, when a tool call errors silently — you need to know exactly where. Here's how Zespan shows you.See how it works →RAG PipelinesFind where your RAG pipeline breaks — retrieval, reranking, or synthesis.Hallucinations don't appear from nowhere. They come from bad retrievals, ignored context, or prompts that drift. Zespan shows you exactly which step is failing.See how it works →LLM Cost ControlSee exactly where your LLM budget is going — before the invoice arrives.LLM costs compound fast. One agent running GPT-4o at high volume can exceed a monthly budget in days. Zespan gives you attribution, forecasting, and AI recommendations in one place.See how it works →Eval & Regression TestingShip prompt changes without breaking what's already working.A prompt change fixed one thing and broke another. Without automated eval coverage, you find out from users. Here's how Zespan catches regressions before they reach production.See how it works →Customer Support AIDeploy support agents that stay on-script — and tell you when they don't.Support AI that leaks PII, shares wrong pricing, or responds off-topic is a trust and compliance risk. Zespan gives you the guardrails and visibility to prevent it.See how it works →Enterprise & ComplianceAI observability that satisfies security, legal, and audit — not just engineering.Enterprise AI deployments need access control, audit trails, data governance, and compliance tooling. Here's what Zespan looks like when those requirements are non-negotiable.See how it works →FintechCatch the wrong transaction before it settles, not after a dispute.An agent that gives wrong financial advice, approves a transaction it shouldn't, or misquotes a rate doesn't throw an error. It completes successfully and is wrong. Here's how Zespan catches it and stops it recurring.See how it works →InsuranceKnow when a claims agent approved or denied something it shouldn't have.A claims agent that wrongly approves a claim outside coverage, or wrongly denies one that qualifies, completes the request cleanly either way. Zespan catches the decision, not just the transaction.See how it works →Voice AgentsEnforce guardrails on a live call, without the pause that gives it away.A guardrail that adds a network hop works fine in a chat window. On a live call, that hop is an audible dead-air pause. Zespan's guardrails run inside your own service, not through a proxy — so they hold up on voice.See how it works →System IntegratorsThe same governance standard, on every client's agents, without rebuilding it each time.You're accountable for what the agents you build do in a client's production environment, on infrastructure you don't fully control. Zespan gives you one governance layer that travels with every deployment.See how it works →