AI adoption that owns risk and proves value
Data · Step 1 · Azure baseline
Unified Azure data plane for AI entitlements, costs, agents, and usage evidence.
Value proposition
Persona
CIO / enterprise AI lead, CFO delegate, and GRC owners who need one reconciled evidence estate.
Pain
P1 spending and entitlement drift, P2 exposure inventory gaps, and P4 fragmentation of admin exports across portals.
Benefit
One landing zone that lands licence, cost, Copilot usage, agent inventory, and control metadata in curated silver tables — ready for Decision Hub and Ops Cadence.
Full description
A proposed Azure landing zone that ingests and normalises the AI evidence estate into one solution: ADLS Gen2 (or Fabric / Synapse lakehouse) plus curated silver tables. It is the Step 1 baseline for Enterprise AI Management — not a feature dump, and not a published Marketplace offer until tenant-validated.
Organisations leaving pilot purgatory who still reconcile Copilot seats, Cost Management exports, agent lists, and Purview signals in spreadsheets. Designed for Wave 0 Steady: Security → GRC → Cost & Value → Licence → Adoption.
Resource group, storage (ADLS), Key Vault, ingestion pipelines (Data Factory or Fabric), least-privilege Entra app registrations, Log Analytics, and optional warehouse. Private endpoints recommended. Silver tables shaped for Decision Hub semantic models and Ops Cadence digests.
Not a guaranteed ROI case study. Not a substitute for legal advice or DPIA sign-off. Not automatic writeback into production agents. Tenant validation and SoW scoping are required before any production cutover.
Screenshots
Plans & pricing
Prices are illustrative planning assumptions for marketplace rehearsal only — not forecasts, not published Microsoft Marketplace list prices, and not binding quotes. GBP excl. VAT. Tenant validation and SoW required.
Single-tenant sample ingestion
Setup £8,500 · Monthly £1,200
Illustrative planning assumption · GBP excl. VAT · not a forecast
Production ingestion cadence
Setup £18,000 · Monthly £3,500
Illustrative planning assumption · GBP excl. VAT · not a forecast
Multi-subscription + premium connectors
Setup £35,000 · Monthly £7,500
Illustrative planning assumption · GBP excl. VAT · not a forecast
Getting started
Azure architecture baseline
Proposed Azure baseline for marketplace rehearsal. Exact SKUs and networking follow tenant landing-zone standards.
| Component | Role |
|---|---|
| Resource group | Scoped landing zone boundary |
| Storage account (ADLS Gen2) | Bronze / silver lake paths |
| Key Vault | Secrets and connection strings |
| Data Factory or Fabric pipelines | Ingestion and transform cadence |
| Entra app registrations | Least-privilege Graph / billing / usage access |
| Log Analytics | Pipeline and access observability |
| Optional Synapse / Fabric warehouse | Curated serving layer |
| Private endpoints (recommended) | Reduce public data-plane exposure |
Data sources & methods
Extensibility
Prefer Microsoft Copilot connectors where they exist. Synced copies land in the Foundation; federated sources stay at origin with documented freshness and action rights.
Custom APIs only when a connector does not cover the evidence domain. Register owner, SLA, and PII classification before pipeline bind.
MCP is for approved tool scopes with named owner, least-privilege scopes, and change review. Do not invent an MCP server where a connector already exists.
Maps to 12 Panes
Wave 0 Steady spine — Cost & Value and Licence first, then Security / GRC evidence for agent and overshare inventory.
Related offers
Search keywords
Publisher
Digital Skill Works Ltd 12 Panes hello@twelvepanes.com Proposed Azure baselines · marketplace listing rehearsal · not published Microsoft Marketplace offers · tenant validation required
