Resources / Templates + checklists

Practical tools for better AI bug reports.

Copyable templates and practical checklists for support, product, and engineering teams working on LLM, RAG, and agent products.

Resource28 July 20262 min

Support-to-Trace Checklist for AI Product Incidents

A handoff checklist for connecting an AI customer complaint to the trace, logs, product context, engineering issue, and regression test.

Resource17 July 20266 min

AI Bug Report Template for LLM, RAG, and Agent Products

A copyable bug report template that captures the customer symptom, AI context, trace evidence, failure type, and regression-test candidate.

Resource17 July 202611 min

A Practical Taxonomy of AI Product Failures

Eleven practical failure categories for classifying LLM, RAG, and agent incidents from the symptoms support teams actually receive.

Resource17 July 20268 min

Sample Repro Pack: A Stale AI Invoice Answer

A fictional worked example showing how a vague AI support complaint can become a structured, evidence-aware engineering handoff.

Help shape the first integrations.

FaultTrail is talking with a few AI SaaS teams about their support and engineering process. Tell us which systems your team uses—do not email tickets, traces, credentials, personal information, or confidential customer content.

Explore the pilot ↗