Prompt Logging Without Leaking Sensitive Data
Use immutable prompt versions, safe metadata, and tested redaction boundaries to investigate AI behavior without routine transcript capture.
Explore prompt manifests, immutable template versions, retrieval references, output contracts, and tested redaction practices.
A prompt manifest describes the configuration and input classes used to assemble an interaction. It can reference an immutable template version, retrieval settings, and an output contract. Those references let reviewers compare behavior across changes without retaining the actual user message or retrieved document in routine logs.
Decide which configuration changes require a new version. Instruction changes, variable definitions, and assembly order may matter independently. If retrieval configuration evolves separately from the template, give it a separate reference. Keep mutable aliases distinguishable from the immutable versions they resolved to during execution.
Begin with an allowlist of metadata needed for specific investigations. Content capture should have a defined purpose, scope, access policy, and lifetime. Review the earliest point where a log, queue, error report, or console could retain the assembled material. Redaction at a later destination cannot remove a copy that was already written upstream.
Record the active redaction-policy version and whether capture was disabled, allowed, or suppressed by a failure. Use a safe failure code when processing cannot complete. A fallback that logs the original payload defeats the collection boundary precisely when the system is behaving unexpectedly.
Use fictional test inputs to confirm that protected values stay absent throughout the export path. Include nested objects, malformed input, exceptions, and multiline text. Then check that the remaining event can still explain the relevant assembly or validation result. An empty record may protect content while losing the evidence needed for the investigation.
Read the complete prompt logging guide for manifests, access controls, and evaluation references. The fields below are recommended application conventions and should be adapted to the configuration system that owns the prompt.
Illustrative field suggestions for your own event contract. Adapt the names, values, and collection rules to your system.
| Field | What it helps explain |
|---|---|
template_id | Identify the prompt’s stable configuration family. |
template_version | Reference the immutable template used for execution. |
retrieval_version | Identify independently versioned retrieval configuration. |
output_contract | Reference the application’s required response structure. |
redaction_policy_version | State which content-handling rules were applied. |
content_capture | Describe the explicit content-collection state. |