AI Concierge
AI-assisted operational guidance inside real workflows.
AI Concierge is an advisory layer for execution work. It helps teams evaluate scenarios and interpret records, while keeping human ownership for approvals and actions.
Operating profile
AI-assisted
Supports decisions; does not autonomously execute critical actions.
Document analysis
Reads approved internal records with source traceability.
Decision support
Compares scenarios and proposes next-step guidance.
1) What It Does
- Provides AI-assisted workflow guidance using your approved lifecycle states, ownership rules, and control thresholds.
- Reviews documents and structured records to return answers with traceable source references.
- Supports scenario comparisons for exceptions, approvals, and policy-sensitive decisions before action is taken.
2) Where It Operates
Finance close and reconciliation workflows.
Claims, intake, and exception queues.
Matter, project, and approval lifecycles.
Operational reporting and handoff checkpoints.
3) Safeguards
Human approval required for policy, financial, and compliance-impacting actions.
No autonomous production action without explicit permission and role-based controls.
Prompt, response, and action-request logs retained for audit review.
Role-scoped access boundaries and redaction standards for sensitive records.
4) Data Governance and Model Controls
- Data classification must be defined before ingestion (public, internal, restricted, sensitive).
- Sensitive fields require masking/redaction and minimum-necessary access design.
- Response quality is validated against approved source sets before broad rollout.
- Drift monitoring and periodic control testing are required to keep guidance reliable.
5) Executive Outcomes
| Metric | Target | Control Link |
|---|---|---|
| Decision latency for recurring exceptions | 15%–35% reduction after guardrail tuning | Role-gated approvals + logged escalation paths |
| Exception routing accuracy | Raise correctly routed exceptions to >90% in sampled periods | Canonical taxonomy + owner-state mapping |
| Retrieval provenance coverage | 95%+ responses with linked source trace in audited samples | Source whitelisting + citation logging |
| Off-system backchannel handling | 20%–40% reduction in email/chat-only decision handling | Workflow-integrated guidance + audit logging |