From AI provenance
From AITrace where AI-generated content — hallucinations included — lands and spreads through the org. We're not aware of another product that does this.
An AI-origin figure, reused across the org
verbatim + near-verbatimA figure from one Claude response was pasted — verbatim or lightly edited — into 3 work destinations across 2 users — one of them client-facing. Zeflin matched it to the captured response, so a human can verify it before it ships again.
The 2025 SaaS Benchmark Report found that 73% of mid-market firms breached an AI usage policy in the past year
Matched against the captured AI response · Zeflin proves origin, not truth
Whether the figure is true is a human call. Zeflin flags AI origin and where it spread; claim-level fact-checking is on the roadmap. We never assert a hallucination.
Here's a tightened version of the Q3 board narrative. Mid-market software organizations are entering a governance-sensitive phase for generative AI. The 2025 SaaS Benchmark Report found that 73% of mid-market firms breached an AI usage policy in the past year, underscoring the urgency of formal controls and board-level oversight. We recommend three priorities for the quarter: (1) ratify an acceptable-use policy for AI tools, (2) establish a monitoring baseline for sensitive-data exposure, and (3) report adoption metrics to the audit committee.
sha256:9f3c…a17bDestinations are work apps (Gmail, Docs, Slack, Jira, Notion). From-AI is monitor + warn + attest only — never blocked.
3 awaiting acknowledgement · attest only, never a block
| Pasted by | Destination | Age | Why flagged | Action |
|---|---|---|---|---|
| farah.idris@acme.com | Jira | 3d ago | Reused, unverified Cross-user spread Numeric claim | |
| farah.idris@acme.com | Slack | 4d ago | Reused, unverified Cross-user spread | |
| derek.salaberry@acme.com | Google Docs | 5d ago | Reused, unverified Numeric claim |
| Time | Generated by | Pasted by | Destination | Match | Risk | Attestation |
|---|---|---|---|---|---|---|
| Jun 20, 11:05 AM | tomas.vega@acme.com | tomas.vega@acme.com | Gmail | Shingle | — | Attested |
| Jun 18, 3:21 PM | derek.salaberry@acme.com | farah.idris@acme.com cross | Jira | Shingle | Reused, unverified Cross-user spread Numeric claim | Pending |
| Jun 17, 11:26 AM | derek.salaberry@acme.com | farah.idris@acme.com cross | Slack | Shingle | Reused, unverified Cross-user spread | Pending |
| Jun 16, 9:02 AM | derek.salaberry@acme.com | derek.salaberry@acme.com | Google Docs | Exact | Reused, unverified Numeric claim | Warned |
| Jun 15, 11:05 AM | alicia.chen@acme.com | alicia.chen@acme.com | Google Docs | Hash | — | Attested |