research series
AI Interaction Data Fabric Insights
Labeled File Egress to an AI Tool
Two systems that cannot see each other’s half agree on one upload, recorded as a single dated finding.
Unauthorized ChatGPT Detection · Financial Data Upload Prevention
A SOX-scoped identity pastes regulated records into a personal ChatGPT account on the same domain, recorded as one exposure.
Building an AI Usage Inventory From Three Reads
Three admin reads build an AI usage register by lunchtime and name where it stops, the content no source in the set can capture.
Personal-Tenant Use of a Sanctioned AI · Records Failure
A litigation-hold custodian works in a personal AI tenant, leaving no governed record to preserve, which surfaced as a recordkeeping failure.
A Teardown of the 2023 Samsung ChatGPT Leak
Engineers paste source code into consumer ChatGPT, scoped by the two facts the division could not capture: the content and the account.
Tenant-Wide AI Vendor Grant · Regulated-Data Exposure Scoped
A permanent AI vendor grant runs through a shared account no human owns, scoped to the 61 labelled files it actually reached.
Reading the MCP Tool Boundary
A poisoned MCP tool sends credentials inside an agent session, caught at the gateway boundary that reads and refuses the call.
Insider Exfiltration During Notice · Regulated-Data Exposure
A departing engineer moves customer records into a personal AI account at 73 times the normal volume, sized before the badge goes inactive.
A Teardown of the Drift OAuth Supply-Chain Compromise
Stolen vendor OAuth tokens exported CRM records full of credentials, surfaced as a dated, scoped finding rather than a two-week wait.
Unauthorized ChatGPT Detection · Financial Data Upload Prevention
An unsanctioned AI assistant used inside finance leaves traces across four sources that read as exposure only once correlated together.
Risk-Based Prioritization: Quantifying AI Risk in Financial Terms
Financial quantification turns qualitative assessment findings into a remediation roadmap ranked by risk reduced per dollar spent.
Monitor, Educate, and Enforce AI Policy at the Browser
Browser-level enforcement covers the interaction layer that endpoint and network tools miss, stopping risky prompts before submission.
Building a Real-Time AI Inventory
Continuous discovery replaces manual tracking, surfacing every sanctioned and shadow AI asset as soon as it appears.
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