Does sipi.bot Need an LLM?
No. Every decision is made by a deterministic rules engine — no model call, no tokens, no hallucination, nothing to inject.
How decisions are made
Your rules (caps, allowlists, velocity limits, categories, time-of-day) are evaluated against the transaction directly.
APPROVED, BLOCKED, or FLAGGED with the rule that fired.
Why model-free matters
No model latency — about 5 ms per decision.
No model cost — unlimited evaluations are cheap because there are no tokens.
No model to inject or confuse.
FAQ
Is there any AI in the product?
The product protects AI agents; the decision engine itself is plain rules.
Does that limit what it can catch?
It catches exactly what your rules define — which is the point. Deterministic, reviewable, predictable.
Related
Stop the next $12,400 night.
One API call (or MCP tool) in front of every agent transaction — APPROVED, BLOCKED, or FLAGGED, deterministic, ~5 ms, fully logged.
See plans — from $99/mo Try a live check