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Visceral wraps your agent, watches its LLM traffic, finds where work is wasted, and makes that call cheaper — but only once it can prove the cheaper call is safe. It is a performance engine, not a high-level router: it surfaces an optimization only when it can prove that optimization is safe, and it never makes anything worse. Two rules sit above everything we do:

Never change your agent's output

An optimization ships only when Visceral can prove it is output-preserving. If it can’t prove it, it doesn’t touch the call.

Fail open

If Visceral is down or degraded, your agent runs exactly as it would without us. We can never be the reason your agent breaks.

Get started

Quickstart

Instrument your agent and see its traffic in a few lines.

How it works

The gate, the DeltaGraph, and why we only optimize what we can prove.

Install the SDK

Add Visceral to a Python agent.

Privacy & data

What we store (metadata only) and how it’s isolated and encrypted.