AI & Data Practice

We translate AI ambition into measurable, fundable execution.

Standing up an AI program is really two distinct jobs: building the work that creates immediate value, and engineering the capability that sustains it. We build both in tandem, handing you an operational engine that pays long after we step away.

THE FIRST QUESTIONS WE HELP YOU ANSWER
DATA FOUNDATION
6 SOURCES · SCANNED
DATA READINESS · WEIGHTED
62/ 100below the build bar
ERP
OK
MES
OK
PI
GAP
CMMS
OK
LIMS
GAP
CRM
GAP
READINESS GAPS3 BLOCKING
Customer master — 3 systems disagreeOPEN
CRM, ERP, billing hold different IDs · uniqueness
Downtime events — no lineageOPEN
PI historian · no traceable source · accuracy
Asset register — 12% of fields emptyOPEN
CMMS · completeness gap on critical assets
RECOMMENDED FIX
Consolidate the customer master to one authoritative record before the model — three lists reconcile to one, and the features stop contradicting each other.
closes the loop
WE'VE DONE THIS IN
BankingHealthcareManufacturingRetailInsuranceLogistics
01 / The Core Idea

You're building two things at the same time.

Most efforts pick one and let the other slide. Companies that only chase use cases end up with a drawer full of demos and no way to run any of them for real. Companies that only build a team end up with a lovely platform and nothing that shows up in the numbers. The two lean on each other — the program earns the funding, the office makes it stick.

THE PROGRAM

The work that creates value.

The fraud model, the demand forecast, the service copilot. This is what people point to when they ask what the investment bought.

THE OFFICE

The team that keeps it alive.

The people, the operating model, the governance, the platform. This is what turns one lucky pilot into something you can repeat.

02 / The 24-Month Rhythm

How a capability comes together.

01
MONTHS 1–3
Discovery & Strategy

We learn the business, take an honest look at the data, design the office, and agree on what to build first.

02
MONTHS 2–9
Foundations

Just enough platform to serve the first use cases. We go after the ugliest data problem right away, because it always takes longer than anyone expects.

03
MONTHS 3–9
Lighthouse Delivery

Quick wins and a flagship or two go live, get used, and produce a value number finance actually agrees with.

04
MONTHS 9–24+
Scale & Sustain

Proven work rolls out across the business, and the office starts paying for itself. By now it runs without us.

03 / The Operating Model

A strong center, with people out where the work happens.

The center holds the platform, the standards, the governance, and the specialists who are hard to find. Everyone else embeds in the business units, close enough to the day-to-day to make the work land. And every delivery team has someone who genuinely knows the business — we don't bend on that one.

See the full operating model
DATA & PLATFORM

Architecture, pipelines, and the master data everything else depends on.

DATA SCIENCE & ML

The scarce specialists, kept central so their work carries further.

PLATFORM & MLOPS

Getting models into production and watching them once they're there.

GOVERNANCE

Responsible AI, model risk, and the value tracking that keeps funding flowing.

04 / Deciding What To Do

A portfolio, chosen on purpose.

We score every candidate on how much it's worth and how feasible it really is — and feasibility includes the question everyone underrates, which is whether anyone will actually use it. Then we pick a deliberate mix.

Quick Wins

Doable, decent payoff. We ship a few early to build momentum and earn the right to ask for more.

Lighthouses

Big payoff, harder to pull off. One to three of these are what the whole office is really for.

Big Bets

High value but heavily regulated or data-hard. Worth doing later, once the foundations can carry them.

Fill-ins

Easy but modest. We pick these up whenever there's spare capacity to do them well.

“A brilliant model that nobody uses creates nothing. A decent one that everybody uses can be worth a fortune.”

SOMETHING WE SAY A LOT

05 / From The Practice

Things we've written down.

Let's talk about where value is hiding in your business.

A discovery call is the easiest place to start. No pitch deck — just an honest conversation about what you're trying to do.

Book a discovery call