---
id: "concept-unstructured-data-provenance"
type: "concept"
source_title: "Don't Let AI Slop Muck Up Your Company's Processes"
source_url: "https://hbr.org/2026/06/dont-let-ai-slop-muck-up-your-companys-processes"
source_timestamps: ["§ 1. Keep track of the provenance of unstructured data."]
tags: ["data-governance", "ground-truth"]
related: ["action-track-provenance", "concept-knowledge-decay"]
definition: "Tracking the origin of unstructured data to distinguish authentic, human-generated 'ground truth' from AI-generated content."
sources: ["execution"]
sourceVaultSlug: "hbr-seg-execution"
originDay: 8
articleStem: "hbr-sig-54-ai-slop-processes"
sourceUrl: "https://hbr.org/2026/06/dont-let-ai-slop-muck-up-your-companys-processes"
sourceTitle: "Don’t Let AI Slop Muck Up Your Company’s Processes"
---
# Unstructured Data Provenance

Unstructured data provenance is the documented history and origin of unstructured data — interview transcripts, open-ended survey responses, social-media posts, and similar text. Historically, companies rigorously tracked the provenance of structured data to ensure quality (see [[prereq-structured-vs-unstructured-data]]); with the rise of generative AI it is now critical to apply that same rigor to unstructured data so ground-truth human information can be distinguished from AI-generated content.

For example, a raw transcript of a customer interview contains genuine human emotion, verifiable facts, and behavioral context, whereas an AI-generated summary or a bot-generated review merely bears statistical similarity to training data. Preserving provenance lets analysts return to the original signal for future inquiries. This concept is operationalized in [[action-track-provenance]] and is the first pillar of [[framework-four-steps-knowledge-decay]]; it directly counteracts [[concept-knowledge-decay]]. The open enforcement problem is described in [[question-detecting-ai-content]]. The enrichment overlay aligns this with NIST's emphasis on tracking provenance of training data and metadata.


## Related across articles
- [[concept-unstructured-data-utilization]]
- [[action-deploy-genai-unstructured-data]]