Miracle Minds
CostIQ — Cloud & AI Financial Intelligence
Prepared by Miracle Minds for American Electric Power
CostIQ connects cloud and AI consumption to financial accountability, forecast confidence and measurable executive action.
A private proposal by Miracle Minds · AEP is a prospective customer · Not commissioned, approved, sponsored or purchased by AEP
Act I · The Executive Problem / 02
Cloud and AI spend is growing faster than the systems built to explain it.
Costs arrive from many billing systems, in different units, on different schedules. Each source is accurate on its own. None of them, alone, answers the question leadership is actually asking.
Illustrative enterprise pattern · Not an assessment of AEP systems
Today: separate records, separate answers
Act II · The Cost of Fragmentation / 03
Five questions leadership should answer in minutes, not weeks.
None of them is new. What's new is how quickly Cloud and AI make them harder to answer with confidence.
What did we spend, and why did it change?
Typically todayExports from each provider are stitched together by hand, and the drivers are inferred later.
Which business unit is accountable for it?
Typically todayShared platforms and AI services rarely map cleanly to cost centres and operating companies.
Will we land within the approved budget?
Typically todayForecasts are rebuilt in spreadsheets, disconnected from actual consumption.
Which savings are real, and which are estimates?
Typically todayPotential, approved and realised savings are often reported as one number.
Can we prove every figure to audit?
Typically todayThe path from invoice line to reported number is undocumented or lost.
Illustrative patterns · Not verified findings about AEP
Act II · The Cost of Fragmentation / 04
AI introduces a cost layer that traditional reporting wasn't built to see.
One AI capability can generate five kinds of charge, on three different invoices, in units finance has never had to reconcile.
| Cost type | Metered | Invoiced via | Why it's hard |
|---|---|---|---|
| Tokens | Per million input / output tokens | Direct AI vendor | Price differs by model, region and cache use. |
| Seats | Per user, per month | Software licence | Idle seats cost the same as active ones. |
| Agents | Per run, task or workflow | Vendor or platform | One request can fan out into many model calls. |
| Credits | Prepaid draw-down | Up-front commitment | Cash timing and expense recognition diverge. |
| Cloud-invoiced AI | Inside the cloud bill | Hyperscaler invoice | AI hides among infrastructure line items. |
CostIQ separates AI spend by vendor and by billing channel, so cloud-invoiced AI is no longer hidden inside infrastructure.
Act III · Introducing CostIQ / 05
See every dollar. Challenge every expense. Validate every saving.
One trusted cost intelligence layer between consumption and decisions.
CostIQ connects Cloud & AI spending intelligence with actionable optimization, financial accountability and measurable savings.
- 01SourcesCloud bills, AI vendors, licences, usage, budgets
- 02IngestionRead-only, versioned, idempotent loads
- 03NormalizationOne schema, informed by FinOps FOCUS
- 04AllocationApproved rules to cost centres and operating units
- 05IntelligenceDrivers, anomalies, forecasts and scenarios
- 06DecisionsOwned, approved and measured actions
- Versioned calculations
- Audit evidence on every figure
- Policy-based role access
AEP-owned software. No additional mandatory FinOps SaaS subscription.
Underlying cloud hosting and any data-platform costs still apply.
Live AEP connectors are future integrations; none are connected.
Act III · Introducing CostIQ / 06
The executive view starts with what matters now.
- A briefing, not a dashboardWhat changed in your scope, what needs you, and where you can act — written for the persona signed in.
- Ranked by financial impactEvery item opens the record that holds its evidence, with an owner and a decision state.
- Honest about uncertaintyUnexplained change is reported separately. Estimates are labelled “not verified savings”.
Act III · Introducing CostIQ / 07
The cost of AI nobody uses.
AI adoption creates opportunity. Unused subscriptions create recurring expense.
- Paid AI seats
- 10,00010,000
- Monthly cost per seat
- $29$29
- Inactive licenses
- 2,5002,500
- Monthly inactive-seat exposure
- $72,500$72,500
Investigate the exposure
- Identified exposure$870,000
- Contractually eligible$522,000
- Approved actionNo action until a named owner approvesAwaiting owner
- Verified savingsConfirmed only against the post-renewal invoiceNot yet measured
- Eligible seats
- 1,500
- 400 locked by minimum
- First 12 months
- $435,000
- After renewal timing
- Inside the 11% quarter
- $43,500
- 2.5% of $1,742,730 target
- Reassigned seats
- $208,800
- Cost avoidance, not a budget cut
Act IV · The Signature Decision / 08
Hypothetical directive · For illustration
Reduce Cloud & AI OpEx by 11% over the next three months.
Without compromising grid reliability, outage response or safety-critical systems. The question isn't whether to cut. It's where, by how much, at what risk, and who decides.
- Three-month baseline
- $15,843,000
- Required reduction
- $1,742,730
Act IV · The Signature Decision / 09
Model the decision before anyone commits to it.
Change the target, strategy and guardrails. The gap stays visible — CostIQ doesn't bend the math to meet the ask.
Scenario inputs
Every lever at standard intensity, within the selected risk tolerance.
- Baseline
- $15,843,000
- 3 months, approved budget
- Target · 11%
- $1,742,730
- Required reduction
- Feasible net savings
- $563,468
- After protection and implementation
- Remaining gap
- $1,179,262
- Requires a leadership decision
Feasible savings against target
32% of target covered- Cloud rightsizing $138K
- AI model substitution $90K
- License optimization $93K
- Commitment efficiency $212K
- Workload sunset $29K
- Protected, excluded $113K
| Month | Baseline | Target | Net savings | Gap |
|---|---|---|---|---|
| Nov 2026 | $5,155,000 | $567,050 | $55,492 | $511,558 |
| Dec 2026 | $5,281,000 | $580,910 | $220,323 | $360,587 |
| Jan 2027 | $5,407,000 | $594,770 | $287,652 | $307,118 |
Estimated · Not approved · Not realised. Deterministic calculation on synthetic lever rates. Month one carries implementation costs, so early net savings can be negative. Analysis never approves or changes a budget.
Illustrative scenario based on synthetic financial assumptions. Final opportunities require validated enterprise data. This presentation calculator is not the CostIQ financial engine.
In the productSee the same comparison in CostIQ's OpEx Strategy Studio
Act IV · The Signature Decision / 10
From recommendation to accountability.
Every saving moves through explicit states with a named owner. An estimate is never reported as a result.
CostIQ never approves a budget. Named AEP owners do.
Proposed operating model · Approval workflow integration is production-dependent
Approve · owned by Budget owner
A named AEP owner approves the action and the budget revision. CostIQ records it.
SignalEstimatedApprovedRealised
Act V · Financial Trust / 11
Every number has evidence.
Finance can trace any figure back to the records behind it. Differences don't disappear into a rounding line — they become exceptions someone owns.
- Invoice lineVendor invoice, billing period, amount as billed
- Source chargesNormalised usage and charge records the line is built from
- AllocationBusiness unit, application and cost owner assigned by rule
- ExceptionUnmatched differences raised with a reason code and an owner
Billed and effective cost bases available side by side
Act V · Financial Trust / 12
What would CostIQ need to save to pay for itself?
Set the costs and the realization rate. The threshold is shown before any saving is claimed.
- Understand spending
- Identify avoidable expense
- Model reduction
- Govern execution
- Verify savings
Assumptions
- Break-even threshold
- $210K/yr
- Realized savings needed over 36 months
- Expected savings
- $1,160,000
- 36 months at 50% realization
- Net benefit
- $600,000
- After all modelled costs
- Payback period
- Month 16
- Cumulative turns positive
Sensitivity to realization
- 25%$20KMonth 35
- 50%$600KMonth 16
- 75%$1.18MMonth 11
- 100%$1.76MMonth 9
Illustrative · Not a forecast · No ROI realized. Deterministic calculation on presenter assumptions and the synthetic subscription scenario. Payback is not guaranteed and depends on validated AEP data, contracts and approved actions.
Act VI · Enterprise Delivery / 13
AEP ownership. Miracle Minds accountability.
Software AEP owns, inside AEP's controls — with no additional mandatory FinOps SaaS subscription.
AEP owns
- The environment CostIQ runs in
- All financial and usage data
- Identity, roles and access policy
- Every budget and approval decision
Miracle Minds is accountable for
- Implementation and integration
- Calculation correctness and evidence
- Adoption with finance and technology teams
- Ongoing run support, if chosen
Proposed deployment model · No AEP environment or data connected
Act VI · Enterprise Delivery / 14
From Working POC to Enterprise Implementation
A phased, AEP-owned approach from validated financial intelligence to operational capability.
Discovery & Architecture · deliverables
- Confirm approved data sources.
- Establish financial and technical owners.
- Define the initial integration scope.
- Confirm security and hosting requirements.
- Agree reconciliation and acceptance criteria.
How the phases connect
Workstreams overlap rather than run strictly in sequence. Each phase closes at an agreed gate, so AEP can review evidence before committing to the next stage.
The working POC shows the target experience on synthetic data. Production integration with AEP sources, identity and hosting starts in discovery.
- Weeks 1–2Discovery & Architecture
- Confirm approved data sources.
- Establish financial and technical owners.
- Define the initial integration scope.
- Confirm security and hosting requirements.
- Agree reconciliation and acceptance criteria.
- Weeks 3–5Data Integration
- Establish approved cloud billing ingestion.
- Integrate selected AI consumption sources.
- Normalize records.
- Establish source lineage and validation rules.
- Weeks 6–9Financial Configuration
- Configure AEP-approved allocation rules.
- Connect budget and forecast inputs.
- Configure cost governance.
- Establish reconciliation workflows.
- Validate executive reporting requirements.
- Weeks 10–12Validation & Handover
- Reconcile representative financial periods.
- Conduct user acceptance.
- Validate authorized personas.
- Prepare runbooks and operational handover.
- Complete the agreed implementation acceptance gates.
Proposed, overlapping workstreams. Not a guaranteed sequential schedule.
Illustrative delivery roadmap based on Miracle Minds' original Phase 1 proposal. Final scope, schedule and dependencies subject to discovery and agreement.
Act VI · Enterprise Delivery / 15
How Miracle Minds delivers.
Governance-first delivery for regulated industries, moving from assessment to advancement in deliberate steps.
- Step 1
Think
Agree scope, cost policy and the decisions CostIQ must support.
- Step 2
Build
Connect sources read-only, normalise, allocate and validate against invoices.
- Step 3
Adopt
Put briefings and scenario work in front of named owners in finance and technology.
- Step 4
Run
Optional embedded FinOps engineering as the estate and AI usage evolve.
Act VII · The Decision / 16
What's demonstrated today, and what depends on production.
Demonstrated on synthetic data
- Executive Command Center with persona briefings
- Strategy comparison on one baseline
- AI Economics across billing channels
- Invoice reconciliation with exceptions
- Role-restricted modules and versioned datasets
Production-dependent
- Live connectors to AEP cloud, AI vendors and ERP
- AEP identity and access integration
- Approval workflow integration
- Validation against AEP accounting policy
- Independent QA review (currently on hold)
Act VII · The Decision / 17
For Miracle Minds leadership
CostIQ turns financial visibility into financially accountable action.
Start with an approved data scope. Identify the opportunity. Validate the economics. Measure the outcome.
What we need from leadership before AEP.
This is an internal alignment review, not a customer purchasing decision. Five agreements make the AEP meeting ready.
- Approve the CostIQ executive narrative.
- Confirm the proposed AEP demonstration scope.
- Agree on the delivery approach.
- Confirm commercial positioning.
- Identify remaining gaps before an AEP meeting.
Miracle MindsPrepared forInternal review · Miracle Minds leadership
Thank you.
From cost visibility to confident decisions.
CostIQ — Cloud & AI Financial Intelligence