Free 5-minute audit

Know Your LLM Risk
Before It Costs You.

5-minute audit. Personalized risk score. See where your LLM calls are unguarded.

$ pip install veronica-core

# Hard cost ceilings for every LLM call

The Risk Is Real

A story that repeats itself every week.

Fri 6pm → Mon 9am — No VERONICA

A team deployed a new agent-powered feature on Friday afternoon. The agent entered a retry loop on a malformed response. No one was watching. By Monday morning, the AWS Cost Explorer showed $12,420 in unexpected LLM charges — 140× the weekly budget.

Weekend bill$12,420

Same deploy — With VERONICA

Same agent, same malformed response, same Friday deploy. VERONICA's chain-level cost ceiling detected the cascade at $49.92. The loop was terminated. The on-call engineer got a Slack alert with a full trace. Fixed before midnight.

Actual cost$49.92

What Actually Stops It

Three mechanisms. All missing in most stacks.

Hard Cost Ceiling

A chain-level budget that kills execution before the bill compounds. Not per-call — across the entire request tree.

Runaway Containment

Step limits and cost budgets on every agent. When an agent decides its next action, there's a hard ceiling on how far it can go.

Shared Circuit Breaker

When one service detects a provider issue, all services back off immediately. Not after each one re-discovers it.

See Your LLM Risk Score →