# Enterprise Outcome Evidence Register

This register documents the minimum public-safe version of enterprise outcomes used in Robert Ganey's portfolio. Private emails, internal links, identities, tenant information, controlled data, usage details, and vendor-sensitive material are intentionally excluded.

## Outcome 1: Controlled AI pilot and release gate

- Public claim: Implemented a controlled cloud AI pilot for a restricted user group. When validation exposed an external-search path outside the intended boundary, access was restricted pending a safer design.
- Private verification type: Environment records, participant-group corroboration, validation and gate records, plus third-party control and capacity approvals.
- Public boundary: The exact model, region, throughput, subscription, security configuration, user identities, controlled workflow, production adoption, and service levels are withheld or not claimed.

## Outcome 2: Regulated AI platform decision

- Public claim: Recommended a controlled enterprise AI platform direction for a regulated technical workflow. Leadership selected the direction, and the resulting cross-functional project plan received all required approvals.
- Private verification type: Leadership confirmation plus a completed agreement notice involving named stakeholders.
- Public boundary: The rejected alternative, internal rationale, architecture details, participants, and controlled workflow information are not disclosed. Production adoption and business impact are not claimed.

## Outcome 3: Enterprise ChatGPT migration

- Public claim: Supported a business team's move from an early ChatGPT pilot into the corporate workspace. The stakeholder documented successful support and completed the service survey.
- Private verification type: Assigned migration ticket, meeting objective, stakeholder response, and survey notification.
- Public boundary: Team size, retained-history count, user identities, adoption, and business value are withheld or not claimed.

## Outcome 4: Enterprise AI deployment and operations

- Public claim: Deployed a workspace-wide internal GPT, published self-service onboarding and usage guidance, and applied ChatGPT and Codex safeguards across a 100+ user administrative scope.
- Private verification type: Workspace deployment message, administrative scope records, leadership approval, published guidance, onboarding evidence, and support records.
- Public boundary: The underlying brand material, active-user count, costs, credit limits, individual usage, contract terms, realized savings, quality change, and post-change adoption are withheld or not claimed.

## Outcome 5: Scoped AI leadership

- Public claim: Selected for scoped program and technical responsibilities in an AI enablement cohort and as the internal point person for an external governance discovery effort.
- Private verification type: Manager assignment, internal introduction, and governance point-person assignment.
- Public boundary: These were scoped responsibilities, not evidence of a formal AI Lead title, direct reports, budget authority, protected capacity, or enterprise-wide decision rights.

## Interpretation rule

The verification records establish that the pilot, gate decision, approvals, migration support, workspace deployment, operating scope, and scoped responsibilities occurred. They do not establish production adoption, quantified business impact, realized savings, company-wide policy ownership, formal people leadership, or long-term service performance unless a public claim explicitly says so.