Enterprise AI Management

Leave pilot purgatory.
Operate the estate.

Most organisations have AI activity. Fewer have owners, reclaim, evidence, and a benefit ledger. Enterprise AI Management is the operating service story. 12 Panes is the method window — twelve panes, Wave 0 on Steady, Insight and Action, Counsel dials.

DIGITAL SKILL WORKS LTD / 12 PANES · Calm enterprise. No invented ROI. Illustrative figures labelled as such.

Get started Four pains Operating framework Board view

The problem

Pilot purgatory

Demos without owners. Seat counts as success. Unowned overshare. Product change without adopt / test / wait / reject. Enterprise AI Management puts eight domains on a service cadence; 12 Panes maps each domain to panes and Wave 0 actions.

Four pains: Spending, Exposure, Value, Fragmentation.
Four pains · one window · lightweight strip

Four pains

Where programmes stall

P1

Uncertain spending & entitlement

Spend without a catalogue. Seats without reclaim.

Panes · Licence + Cost & Value

Wave 0 Cost then Licence

 P2

Exposure without accountability

Overshare, agents, and registers without named owners.

Panes · Security + GRC

Wave 0 Security then GRC

 P3

Weak business value despite activity

Usage theatre. Thin benefit ledger. No cohort funnel.

Panes · Adoption + Business / value

Wave 0 Adoption after Steady

 P4

Operational fragmentation & product change

Roadmap noise. No adopt / test / wait / reject dial.

Panes · Horizon + You / Business

Roadmap intel + Dial Panel judgment
AI service governance management matrix — eight domains with owners and review rhythm.
Eight-domain matrix · visual summary · see exact proposal text in the table below

Eight management domains

AI service governance matrix

Proposal text (Recommendation). Each domain maps to Window panes and a named client owner. FinOps language for financial management: Inform → Optimize → Operate.

Domain Required management output Accountable client owner Review rhythm 12 Panes
01Entitlements and access Contract-backed catalogue of eligible users and available services Procurement with CIO Monthly and before renewal Licence
02Optional and metered capabilities Approved feature register with scope, cost owner and expiry AI service owner On change and monthly Cost & Value
03Data and integrations Source register with permissions, freshness and action rights Data or application owner On change and quarterly recertification Security + GRC
04Agents and custom AI Inventory, evaluation, release and retirement records Named business owner Before release and monthly Security + Frontier
05Governance and compliance Risk decisions, control evidence and exceptions Executive risk owner Monthly and on material change GRC
06Financial management Reconciled actuals, commitments and forecast CFO delegate Weekly variance and monthly close Cost & Value · FinOps Inform → Optimize → Operate
07Adoption and value Cohort funnel, workflow outcomes and benefit ledger Business process owner Fortnightly pilot and monthly service Adoption
08Innovation and roadmap Adopt, test, wait or reject decisions Enterprise AI lead Monthly and urgent exceptions Horizon
Marketing funnel: Attention to Pain to Persona to Offer to Intent form.
Funnel path · Attention → Pain → Persona → Offer → Intent

Offer ladder

Enterprise AI Management

Illustrative Planning assumptions, not forecasts. Show beside 12 Panes packages (Foundation / Operate / Scale). Confirm scope in writing.

Offer ladder: AI Decision Baseline, AI Management Service, Workflow Improvement Sprint.
Baseline → Management → Sprint · illustrative

Illustrative planning assumption

AI Decision Baseline

£25,000 guide · ~4 weeks

Enterprise AI Management diagnostic. Evidence pack and decision states before scale.

Maps commercially to Scale-band diagnostic / entry to Wave 0 evidence.

Enquire

Illustrative planning assumption

AI Management Service

£15,000 / month guide · Recurring

Operating rhythm: monthly pack across the eight domains. Owners, variance, actions.

Recurring Operate rhythm (monthly pack). Pair with Operate package artefacts.

Enquire

Illustrative planning assumption

Workflow Improvement Sprint

£20,000 guide · ~4 weeks

Bounded Move workflow. One process, one cohort, measurable outcomes.

Bounded Move workflow after Steady holds. Complements Adoption and Work & Skills.

Enquire
Packages ladder: Foundation, Operate, Scale.
12 Panes packages · guide prices

12 Panes packages

Method brands on the site today

Foundation

From £5,000

12 Panes method brand · Wave 0 base

Operate

From £12,000

12 Panes method brand · operating cadence

Scale

From £25,000

12 Panes method brand · estate evidence

Sector 3

£2,000 guide

Third sector · light Window pass

Full offerings Wave 0 sequence
Cohort adoption funnel: Eligible through Beneficial.
Cohort adoption funnel · Eligible → Beneficial · illustrative

Managed AI Services

Discover → Build → Run → Improve

When you need a managed path through the window — discovery, scoped build, run retainer, and an Adoption Loop that closes Issues into Waves. Govern across. Guide prices on the hub.

Managed AI hub Offerings

Next

Name owners. Freeze evidence.

Primary path: IntentGate. Secondary: offerings, Wave 0, Ask, roadmap intel. Validation required before any commercial commitment.

Get started Find your persona Offerings Ask

DIGITAL SKILL WORKS LTD / 12 PANES