Simo-1: real-time judgment

Why it exists

Most judgment calls in software are routine, and they happen constantly: every agent step, every ticket, every event in a stream. Simo-1 is built for that volume. It keeps the per-call cost low enough to put a judgment on every step, rather than only on the few you can afford.

Published latency

Measured on one request over one 1280×720 screenshot, questions answered in the same pass.

Because the situation is read once, asking ten questions instead of one adds about 40 ms.

What it is good at

• Agent supervision: done-ness, next action and risk in one call per step.
• Ticket and inbox triage: route, urgency, sentiment and order ID in one request.
• Visual QA assertions and moderation at stream volume.
• LLM judging on every response.

When to move up to Simo-1 Pro

Choose Simo-1 Pro for high-stakes gating, hard calls, and pointing at the exact spot on screen.