Enterprise AI Mail Processing Pattern
Use AI to interpret inbound email and attachments, enrich context, support validation and route outcomes through governed integration.
Mailbox >> AI Interpretation >> Enrichment >> Human Validation >> API Mediation >> System of Record
- Mailbox segregation and least privilege access.
- Confidence scoring and exception handling.
- Human approval before regulated or customer-impacting action.
- Audit trail from intake to downstream submission.
API Mediation Pattern for AI Platforms
External AI capabilities should not become directly coupled to systems of record.
AI Platform >> Enterprise API Layer >> Systems of Record
- Centralised authentication and throttling.
- Transformation and policy enforcement.
- Monitoring, traceability and future reuse.
- Reduced vendor lock-in and operational debt.
Governed AI Assistant Pattern
Enterprise assistants need identity, data boundaries and escalation routes, not just a chat interface.
User >> Portal >> AI Orchestration >> Knowledge / Tools >> Human Escalation >> Monitoring
- Identity-aware access to enterprise knowledge.
- Controlled tool invocation.
- Prompt and retrieval boundaries.
- Operational monitoring and feedback loops.
Human Escalation Boundary Pattern
Classify AI activity by risk so automation, recommendation and human decision-making remain clearly separated.
- Green: summarisation, extraction and low-risk assistance.
- Amber: recommendations and prioritisation requiring review.
- Red: regulatory, financial or legal decisions requiring human ownership.