AI AGENT COST & RISK
AI agent trace analysis for cost, reliability, and security
What is Helix?
Helix scans an AI agent trace to find duplicate model calls, bloated prompts, tool loops, failed steps, and exposed credentials. It estimates avoidable LLM spend, redacts supported secrets before storage, then returns a 0–100 score and a shareable report.
What does Helix check in an agent trace?
- Cost
Duplicate LLM calls, repeated prompt bloat, and oversized context.
- Reliability
Repeated tool loops and traces that end in an error.
- Security
Exposed credentials, PII, and insecure URLs.
AI agent trace analyzer FAQ
What does an AI agent trace analyzer find?
Helix checks agent traces for duplicate LLM calls, bloated context, repeated tools, failed steps, exposed credentials, PII, and insecure URLs.
How does Helix calculate agent cost waste?
Helix uses measured token counts when the trace provides them and clearly labels estimates when usage data is missing. It flags duplicate calls and repeated prompt bloat as avoidable waste.
Does Helix store secrets from an uploaded trace?
No. Helix detects and redacts supported secret patterns before the trace reaches storage, then reports the matching rule without preserving the secret value.
Sources and methodology
- OpenAI Agents SDK tracing guide for trace spans, tool calls, and sensitive trace data.
- OWASP Top 10 for Agentic Applications 2026 for agent security risk context.
- Helix source code for the implemented checks and scoring behavior.