Enterprise AI Governance Training for Contractors: 30-Day Plan

version: 1.4
program: contractor-partner-ai-enablement
owners:
  peopleOps: "hr-ops@company.com"
  security: "ai-governance@company.com"
  legal: "privacy-counsel@company.com"
  businessApproverPool:
    - "support-ops@company.com"
    - "revops@company.com"
policyVersion: "AI-GOV-POL-2026.01"
regions:
  - code: "US"
    dataResidency: "us"
  - code: "EU"
    dataResidency: "eu"
  - code: "APAC"
    dataResidency: "ap-southeast"

roles:
  - id: "ext_readonly_knowledge"
    name: "External Read-only Knowledge User"
    riskTier: "low"
    allowedTools:
      - "AI Knowledge Assistant (Slack)"
    allowedDataClasses: ["public", "internal"]
    trainingPathId: "TP-101"
    completionSLOHours: 72
    accessGates:
      idpGroup: "okta.group.ai.ext.readonly"
      systems:
        - system: "Slack"
          scope: "knowledge_assistant"
    controls:
      promptLogging: true
      piiRedaction: true
      retrievalSourcesAllowlist:
        - "Confluence:Company-Handbook"
        - "GoogleDrive:Public-Sales-Collateral"

  - id: "ext_drafting"
    name: "External Drafting Assistant"
    riskTier: "medium"
    allowedTools:
      - "AI Content Engine (Docs)"
      - "AI Knowledge Assistant (Teams)"
    allowedDataClasses: ["public", "internal"]
    forbiddenDataClasses: ["confidential", "regulated"]
    trainingPathId: "TP-201"
    completionSLOHours: 48
    accessGates:
      idpGroup: "entra.group.ai.ext.drafting"
      systems:
        - system: "M365"
          scope: "word_online"
        - system: "Teams"
          scope: "assistant"
    controls:
      promptLogging: true
      dlpPolicy: "DLP-AI-EXT-02"
      exportRestrictions:
        watermarkOutputs: true
        blockCopyToPersonalEmail: true
      minimumConfidenceToAutofill: 0.82

  - id: "ext_support_agent_assist"
    name: "External Support Agent Assist"
    riskTier: "high"
    allowedTools:
      - "AI Copilot for Customer Support (Zendesk)"
    allowedDataClasses: ["internal", "confidential"]
    restrictedDataClasses: ["regulated"]
    trainingPathId: "TP-301"
    completionSLOHours: 24
    accessGates:
      idpGroup: "okta.group.ai.ext.support"
      systems:
        - system: "Zendesk"
          scope: "agent_assist"
    approvals:
      required:
        - approverRole: "BusinessOwner"
          slaHours: 24
        - approverRole: "Security"
          slaHours: 24
    controls:
      promptLogging: true
      ticketLinkingRequired: true
      retrievalSourcesAllowlist:
        - "Zendesk:Approved-Macros"
        - "Confluence:Support-KB"
      escalationRules:
        - condition: "confidence < 0.78"
          action: "require_human_edit"
        - condition: "contains_regulated_terms == true"
          action: "force_escalation_to_internal_agent"

attestations:
  requiredBeforeAccess: true
  format: "click-through"
  store:
    system: "Workday"
    object: "ExternalWorkerComplianceAttestation"
  captureFields:
    - "workerId"
    - "vendor"
    - "manager"
    - "region"
    - "roleId"
    - "policyVersion"
    - "timestamp"

exceptions:
  channel: "ServiceNow Catalog Item: AI-EXT-EXCEPTION"
  allowed:
    - type: "temporary_access"
      maxDays: 14
      requiresApprovals: ["BusinessOwner", "Security"]
    - type: "regulated_data_access"
      maxDays: 7
      requiresApprovals: ["Legal", "Security", "BusinessOwner"]
  autoExpire: true

revocation:
  triggers:
    - name: "contract_end_date"
      source: "Workday"
      action: "remove_idp_groups"
      slaHours: 8
    - name: "policy_version_change"
      source: "GRC"
      action: "suspend_until_retrained"
      slaHours: 24
    - name: "inactivity"
      days: 30
      action: "remove_high_risk_roles"

reporting:
  dashboard: "Executive Insights Dashboard / External AI Enablement"
  metrics:
    - name: "time_to_ai_ready_days"
      target: 2
    - name: "training_completion_72h_rate"
      target: 0.95
    - name: "exception_approval_p95_hours"
      target: 24
    - name: "revocation_sla_met_rate"
      target: 0.98

{
  "title": "Enterprise AI Governance Training for Contractors: 30-Day Plan",
  "published_date": "2026-01-06",
  "author": {
    "name": "David Kim",
    "role": "Enablement Director",
    "entity": "DeepSpeed AI"
  },
  "core_concept": "AI Adoption and Enablement",
  "key_takeaways": [
    "Contractors and partners are now part of your AI risk surface—treat enablement like access provisioning, not optional training.",
    "Scale comes from role-based learning paths + automated attestations + tool-enforced guardrails (RBAC, prompt logging, data controls).",
    "A 30-day audit→pilot→scale motion can cut contractor onboarding time while increasing governance coverage and audit evidence quality.",
    "Make training measurable: completion SLAs, exception workflows, and revocation triggers when contracts end or policies change."
  ],
  "faq": [
    {
      "question": "Do we need to ban general-purpose AI tools for contractors to make this work?",
      "answer": "Not necessarily. Most teams succeed by defining which roles can use which tools and enforcing guardrails (redaction, logging, restricted data classes). For higher-risk workflows, route usage through governed copilots so you can evidence behavior."
    },
    {
      "question": "Who should own the program: PeopleOps, Security, or Legal?",
      "answer": "PeopleOps should own onboarding KPIs and operational execution. Security and Legal should own the control requirements and approve role bundles. Business owners must own adherence and exception justification."
    },
    {
      "question": "What systems do we integrate first to reduce bottlenecks fastest?",
      "answer": "Start with your IdP (Okta/Azure AD) and one high-volume system (Zendesk/ServiceNow/Salesforce/M365). The fastest wins come when training completion directly gates real access."
    },
    {
      "question": "How do we handle partners who insist on using their own tenant/accounts?",
      "answer": "Create a partner access standard: either bring them into your identity boundary (preferred) or require a governed interface (VPC/VPN, LLM gateway, logging, residency) with contractual clauses and periodic evidence exports."
    }
  ],
  "business_impact_evidence": {
    "organization_profile": "Mid-market SaaS company (2,400 employees) with a 180-seat outsourced support/BPO partner across US and EU regions.",
    "before_state": "Contractor onboarding relied on manual training verification and ad-hoc tool access requests. Average time-to-AI-ready was 5.1 business days, and offboarding lag created persistent access cleanup work.",
    "after_state": "Role-based training paths with automated attestations gated Zendesk copilot access and M365 drafting tools. Exceptions were routed through a 24-hour SLA with auto-expiry, and contract end-dates triggered same-day revocation.",
    "metrics": [
      "Time-to-AI-ready onboarding reduced from 5.1 days to 1.9 days (63% faster).",
      "Training completion within 72 hours increased from 62% to 96%.",
      "PeopleOps admin time spent chasing evidence dropped by 38 hours per month.",
      "Access revocation SLA improved from “up to 7 days” to 8 hours for 98% of contractors."
    ],
    "governance": "Security and Legal approved because external users were tied to SSO identity, RBAC was role-bundled, prompt/activity logs were retained with policy-versioned attestations, data residency was enforced by region, and models were not trained on company or customer data."
  },
  "summary": "Scale AI governance training to contractors and partners using role-based paths, audit-ready attestations, and a 30-day audit→pilot→scale rollout."
}