audit guide
cost optimization
2026
Cost Audit Guide
Why Your AI Agent Is Racking Up $40k/month on API Calls
A systematic audit guide with worked examples from real production spend. We walk through identifying the four cost drivers, parsing provider billing exports, and building a baseline you can actually act on.
April 28, 2026
Mira Okafor
Problem Framing
The Autonomous Commerce Problem: How AI Agents Spend Money Without Asking
Your AI agent just spent $12,000 on Claude API calls you didn't authorize. Nobody clicked a button. Nobody reviewed an invoice. Here's why this is a structural problem, not a bug.
Engineering Deep Dive
Building a Budget Layer for AI Agents: A Technical Deep Dive
Code-first walkthrough of a spend governance architecture. We cover token bucket rate limiting, policy rule evaluation, the agent-side vs API-side split, and the audit trail that makes post-mortems possible.
Enterprise
Governance for the Agentic Era: What Enterprises Actually Need
Every major enterprise is quietly deploying autonomous agents. Most of them have no policy framework, no audit trail, and no idea what their agents spent last month. A buyer-side look at what governance actually requires.
Case Studies
5 AI Spend Disasters and How Policy Rules Would Have Prevented Them
Real call logs, real dollar amounts, real damage. We reconstructed five production incidents where agents ran up unauthorized bills — and show exactly which policy rule would have caught each one.
Comparison
Helicone vs Reins: Observability vs Enforcement
Helicone shows you what your AI agents spent. Reins stops them from overspending. Why monitoring alone isn't enough — and the architectural difference between the two approaches.