The Hive Mind HQ
FIELD NOTES AI ROI · MMXXVI
Case Study · Two Weeks · Mid-Market Enterprise

The AI ROI
Re-baseline.

How a fourteen-day diagnostic restored governed funding, retired the noise, and gave a CFO a single page he could defend in the boardroom.

The Hive Mind HQ · in collaboration with a global consulting partner Anonymised by Agreement · Bengaluru · 12.97°N
02 · The Mandate
§ 02

A CFO had stopped signing off the AI line item. The brief was to put it back on his desk in two weeks.

Not a transformation. An instrument. Something that would let one person answer one question — what is this returning? — without three weeks of preparation each time the board asked.

CLIENT Mid-market enterprise · ~$1.4B revenue · anonymised
SPONSOR Group CFO · co-sponsored by CDO
SCOPE Diagnostic only · no implementation · fixed fee
DURATION 14 working days · Mar 2026
The Three Asks · As Briefed
  1. 01Tell us what we are actually spending on AI — not what IT calls AI.
  2. 02Score the portfolio. Tell us which initiatives are worth funding next quarter.
  3. 03Close the governance gap. Design an operating model we can stand up without a re-org, and leave a 90-day plan with named owners.
Case 01 · The AI ROI Re-baseline The Hive Mind HQ · 02 / 15
03 · Situation
§ 03

Two years into AI investment, seventeen things were live and nobody could tell the board what any of them returned.

Annual AI Spend
$4.2M
Run-rate, FY25. Visible to IT — invisible to Finance.
Live Initiatives
17
Spread across 3 business units and 2 shared services.
Counterfactual Baselines
0/17
No programme had a stated “what would have happened anyway” line.
Days to Board Paper
77
The CFO's timer. Every deliverable paced against this.
We don't have an AI portfolio. We have seventeen things on a slide and a finance line item I am no longer comfortable signing. — Group CFO, kickoff meeting, Day 1
Source · Kickoff interview, finance journal extracts, IT asset register 03 / 15
04 · Three Fault Lines
§ 04 · Diagnostic Frame

Three structural fault lines explain why AI investment stalls. The diagnostic maps directly onto them.

I
Fault Line One

Governance

Decision rights designed for steady-state IT. No funding gate. No kill criterion. A working group that meets monthly and decides nothing.

II
Fault Line Two

Measurement

No shared definition of AI. No counterfactual baseline. ROI claims that cannot be aggregated or compared between any two programmes.

III
Fault Line Three

Operating Layer

AI treated as an IT project. Talent fragmented across three BUs and a central team that exists on paper. End-to-end ownership undefined.

REPORTED FINDING 74 of every 100 enterprise AI proofs-of-concept never reach production. Most are not killed by the technology. They are killed by the organisation around them. BCG · Oct 2024
Diagnostic frame · The Hive Mind HQ 04 / 15
05 · Approach
§ 05 · Fourteen Working Days

Five compressed blocks. Every artefact had to survive a CFO challenge by Day 14.

Day 1–3

Scoping & Instrument Design

Interview protocol, document request list, rubric scaffolding, working hypotheses.

Day 4–8

Stakeholder Interviews

23 interviews · finance journal extracts · IT asset register · 31 initiatives documented.

Day 9–11

Synthesis & Rubric Build

Findings triangulated. Six-criterion scoring rubric anchored. Portfolio scored end-to-end.

Day 12–13

Pressure-Test Workshops

5 workshops with CFO, CDO, COO and BU heads. TOM and 90-day plan stress-tested live.

Day 14

Executive Readout

One-page portfolio view. Funded business case for top 3. Plan with owners and dates.

Working Principle 01
No artefact without a stated counterfactual method.
Working Principle 02
Every recommendation names an owner — not a function.
Working Principle 03
If the CFO cannot defend it cold, it does not ship.
Engagement structure · 14 working days · Mar 2026 05 / 15
06 · Where We Looked
§ 06 · Inputs & Coverage

A diagnostic is only as honest as the people in the room. Coverage was deliberate.

Interviews
19
Across 3 altitudes and 6 functions. Transcript-coded.
Workshops
5
Two scoping, two pressure-test, one executive readout.
Stakeholder Coverage · 19 Interviews
AltitudeFunctionNHrs
BU leadershipBU Heads × 3, Strategy × 255.0
Function leadershipFinance BP, Risk, HR, Procurement43.8
Technology & dataIT Director, Data Lead, Architecture44.0
Delivery & buildAI engineers, BU PMs, vendor leads65.0
Total1917.8
DOCUMENT BASE
Finance journals (24 mo) · IT asset register · 17 active SOWs · 9 vendor contracts.
Source · Engagement record, anonymised. Hours = facilitated time only. 06 / 15
07 · Headline Findings
§ 07 · The Three Numbers

Three findings reset the conversation. The rest of the report follows from them.

Finding 01 · Definition
64%
of initiatives called AI were business intelligence, rules-based automation, or vendor features. Reclassifying them removed the noise.
Finding 02 · Governance
11%
of run-rate spend passed through any governed funding gate. The other 89% accumulated in line items nobody owned.
Finding 03 · Measurement
0/17
live programmes had a counterfactual baseline. No initiative could state what would have happened without it.
IMPLICATION

The line item is overstated. Real AI spend is closer to $1.5M — not $4.2M.

IMPLICATION

Every reported ROI carries a confidence rating of Low until baselines exist.

IMPLICATION

The fix is sequenced: classify, then govern, then measure.

Three findings · Case 01 07 / 15
08 · Finding 01 · Data Quality
§ 08 · Finding 01

Three of five priority domains scored grade C or below. Two carry 81% of the prioritised value.

Data Domain Compl. Lineage Timely Overall Value
Customer · master C D C C- $3.1M
Service · operations C C D C- $3.7M
Product · catalogue B C B B- $0.8M
HR · workforce C D C C $0.4M
Finance · GL A A B A- $0.4M
Recommendation

Fix two domains first — Customer · master and Service · operations. Together they underpin 81% of prioritised use-case value.

Value at Risk
$6.8M
Pipeline blocked by these two domains.
Fix Window
90d
Targeted. Not a multi-year MDM programme.
Scoring · independent and internal scoring triangulated 08 / 15
09 · Finding 02 · Governance
§ 09 · Finding 02

Documented governance and actual governance were not the same system.

As Documented

Monthly AI Working Group with stage gates, decision log, and escalation to ExCo.

Charter signed Q3 2024. RACI defined for nine decision types including funding, sunset, and ethical review.

As Operated

Attendance ritual. No funding mandate, no kill criterion, nothing escalated.

11 of last 12 meetings logged “noted” with no decision. Two escalations absorbed back into IT plan. Average funding decision: 87 days.

Avg Decision Latency
87d
Sponsor pitch to funded charter.
With Kill Criteria
2/17
15 could continue indefinitely.
Funding Gates FY25
3
Versus 14 initiatives that started spending.
Source · Meeting minutes audit 14 mo · funding ticket trace 09 / 15
10 · Finding 03 · Operating Model
§ 10 · Finding 03

AI talent was spread across six places. Nobody owned a use case end-to-end.

Talent Footprint · FTE Equivalent
LocationFTEUse CasesEnd-to-End Owner?
BU 1 · Commercial3.56Partial — delivery only
BU 2 · Operations2.04No
BU 3 · Customer2.53No
Shared · Data & BI8.07No — claims data only
Shared · IT platform3.59Partial — infra only
Central AI team8.52No — “on paper”
Total28.031Nobody, end-to-end
The Ownership Gap

Of 31 inventoried initiatives, zero had a single named owner accountable for both value delivered and value measured.

31 initiatives · 0 with a single accountable owner — fix in slide 13.

FTE figures from HR allocation extracts · adjusted for partial allocation 10 / 15
11 · The Scoring Rubric
§ 11 · Artefact 01

A six-criterion rubric. Every future funding decision flows through it.

CriterionWhat It MeasuresWeight
01 · Strategic alignment Closeness to the three FY26 priorities 20%
02 · Value potential 3-yr NPV, risk-adjusted, with stated counterfactual 25%
03 · Data readiness Grade of the data domains the use case depends on 15%
04 · Technical feasibility Pattern maturity · build-vs-buy · vendor risk 15%
05 · Ethical & regulatory exposure Risk function red-flag matrix · inverted 10%
06 · Organisational readiness Sponsor · ownership · adoption pre-conditions 15%
Decision Thresholds
4.0+
FUND
Eligible for funding at next steerco
3.0–3.9
WATCH
Reassess at 90 days
<3.0
RETIRE
Sunset or reclassify
Single Question for the CFO
“What did this score?”
Artefact 01 of 5 · Rubric handed to Group Finance · v1.0 11 / 15
12 · Portfolio Re-baseline
§ 12 · Artefact 02

Thirty-one initiatives, scored. Seven fund, twelve watch, twelve retire.

Initiative · Top 6 of 31
Strat.
Value
Data
Tech
Risk
Org
Total
Demand forecasting
5
5
4
5
5
4
4.7
Service triage agent
5
5
3
4
4
5
4.4
Pricing assistant
4
5
4
4
4
4
4.3
Field tech agent
4
4
3
5
5
4
4.1
VoC synthesis
4
3
2
4
4
3
3.4
Marketing creative
2
2
4
5
3
2
2.7
PORTFOLIO SHAPE · 31 INITIATIVES
FUND · 7
WATCH · 12
RETIRE / RECLASSIFY · 12
v1.0 · Day 14

$2.2M committed at the next steerco · $8.4M 3-year pipeline · $1.6M returned to the pool.

Top 6 of 31 shown · full register handed over as Excel + dashboard schema 12 / 15
13 · Target Operating Model
§ 13 · Artefact 03

Hub-and-spoke. Three named roles in week one. No re-org.

Decide
Quarterly · Voting

AI Steerco

CFO chairs · CDO, COO, 3 BU Heads · funding mandate · published kill criterion

Monthly · Operational

Portfolio Review

AI Portfolio Lead · Finance BP · BU PMs · rubric-driven · single agenda template

Own
NEW ROLE · Wk 1

AI Portfolio Lead

Owns rubric, register, steerco pack. Reports to CFO. From existing team.

NEW ROLE · Wk 1

Finance BP for AI

Dedicated finance partner. Owns counterfactual baselines and confidence rating.

NEW ROLE · Wk 1

Priority Data Steward

Single accountable owner for the two priority data domains.

Deliver
EMBEDDED

BU1 Pod · Commercial

Demand forecasting · pricing assistant · proposal & bid · 4.5 FTE

EMBEDDED

BU2 Pod · Operations

Service triage · field tech knowledge · QA vision · 3.5 FTE

SHARED

Platform & Data Foundation

Models, evaluation, MLOps, RAG, priority data domain fix · 5.0 FTE

Artefact 03 · TOM v1.0 · pressure-tested in Day 13 workshop 13 / 15
14 · The 90-Day Plan
§ 14 · Artefact 04

Eleven actions. Six named owners. Three funding gates.

Govern

Day 0 – 30
  • 01Sunset Working Group · stand up AI Steerco · first session by Day 28Owner · Group CFO
  • 02Name the three new roles · sign role specs · transition memosOwner · BU Heads + CFO
  • 03Publish kill criterion and funding gate template firm-wideOwner · AI Portfolio Lead
  • 04First funding gate · top 3 charters approved or heldOwner · AI Steerco

Re-baseline

Day 31 – 60
  • 05Counterfactual baselines stood up for top 7 funded initiativesOwner · Finance BP for AI
  • 06Retire / reclassify bottom 12 · spend returned to poolOwner · BU Heads
  • 07Watch-list 12 — reassessment criteria assigned per initiativeOwner · AI Portfolio Lead
  • 08Second funding gate · watch-list reassessment cycle oneOwner · AI Steerco

Build Foundation

Day 61 – 90
  • 09Priority data fix · Customer · master · 80% completeness targetOwner · Priority Data Steward
  • 10Priority data fix · Service · operations · lineage to grade BOwner · Priority Data Steward
  • 11Day-90 board paper · portfolio view · single page · CFO co-presentsOwner · Group CFO
Artefact 04 · 90-Day Plan v1.0 · owners confirmed by name at Day 14 readout 14 / 15
15 · At Handover
§ 15 · Outcome

A diagnostic is not a transformation. It is the instrument that makes the next eighteen months worth doing.

Risk-Adjusted Pipeline
$8.4M
Across 7 prioritised initiatives · 3-yr NPV · stated counterfactual
Stop-Loss · Annual
$1.6M
Removed from the AI line item via reclassification + retirement
First Funded Decision
$2.2M
Approved at Day-30 steerco · top 3 charters live
Decision Latency
87 → 30d
From 87-day funding decisions to a 30-day steerco cadence
FIVE ARTEFACTS · LEFT BEHIND
  1. 01Diagnostic Report · 32 pages · findings, evidence, sources
  2. 02ROI Scoring Rubric · v1.0 · with anchored definitions
  3. 03Portfolio Register · 31 initiatives · scored, ranked, decisioned
  4. 04Target Operating Model · roles, cadences, RACI
  5. 0590-Day Plan · 11 actions, 6 named owners, 3 funding gates
THE FINAL TEST
I can defend this cold at the next board. — Group CFO · Day 14 readout
CONTACT vikram@thehivemindhq.com
End of Case 01 · The Hive Mind HQ · MMXXVI 15 / 15