AI CENTER OF EXCELLENCE

We build alongside you, and the value is something we create together.

A center of excellence is not a team with a name. It is an intake process, a scoring model, a set of gates, a reusable technical foundation and a standard for what “done” means. We have stood these up inside Fortune 200 manufacturers and global services firms.

WHY MOST OF THEM STALL

Three failure modes we design against explicitly.

PATTERN 01

A scored, sized backlog

Two hundred submitted ideas become a ranked portfolio once there is a scoring model and a capacity model behind it. Ranking by evidence rather than volume is what keeps month seven as productive as month one.

FAILURE 02

The pilot museum

Fourteen impressive demos, none in production, because nobody defined what production readiness means or who owns a solution after go-live.

FAILURE 03

The consultancy annuity

The COE exists but every solution requires the partner who built it. Reuse is zero, cost per use case never falls, and the exit gets more expensive each year.

WHAT WE INSTALL

Six components, all of them yours when we leave.

01

Intake & scoring

A structured way to propose work and a scoring model on value, feasibility, data readiness, risk and reuse. Ranked lists, capacity-aware, defensible in a steering meeting.

02

Stage gates

Five gates from qualified idea to scaled production, each with named exit criteria, an accountable owner and a kill decision that is genuinely available.

03

Technical foundation

flexday.ai as the shared platform: ontology, connectors, patterns, components and evaluation harness. This is what makes solution five cheap.

04

Standards & guardrails

What accuracy must be proven, what must have a human in the loop, what documentation risk and audit require, what a model card contains.

05

Operating model

Who does what: federated business ownership, central platform and standards, embedded builders. Plus how solutions are supported after go-live.

06

Capability build

Your people trained on the platform and paired on live work. Measured by how much of the portfolio they lead, not by attendance.

THE GATES

G1 to G5, and what each one really asks

G1 · QUALIFIED

Is this worth anyone's time?

Named business owner, articulated value, plausible data. Most submissions stop here, which is the point.

G2 · FEASIBLE

Can it actually be built?

Data access confirmed, ontology sketched, pattern identified, effort estimated with a real number.

G3 · PROVEN

Does it work on real data?

Working solution, golden set built, accuracy measured against an agreed threshold. Not a demo.

G4 · PRODUCTION

Will it survive contact with users?

Security and risk sign-off, monitoring, support model, named owner, change process, rollback plan.

G5 · SCALED

Is it delivering the value claimed?

Adoption and benefit measured against the G1 case. Reusable components harvested for the next build.

SCORING

How a shortlist gets made

Every candidate is scored on five dimensions with defined anchors, so a score means the same thing across functions. In a recent transportation program this reduced a large use-case inventory to three per business area, and those nine carried a commitment to show measured results within 180 days.

DIMENSIONWHAT IT ASKS
ValueHours, dollars or risk removed, quantified by the business owner, not by us
FeasibilityDoes the pattern exist, is the reasoning within reach, how much is genuinely novel
Data readinessDoes the data exist, can we access it, and does it actually contain the answer
RiskRegulatory exposure, consequence of a wrong answer, human oversight required
ReuseWhat does this leave behind that makes the next three use cases cheaper
COE SPECIFICATIONFLEXDAY.AI
DELIVERABLES
Intake and scoring model, G1–G5 gate definitions, standards and guardrails, operating model, platform foundation, capability plan
TYPICAL DURATION
90–180 days to a functioning COE running its own portfolio, in parallel with live use case delivery
PARALLEL DELIVERY
The COE is stood up while real solutions ship, a governance model with no delivery behind it never gets adopted
MEASURED BY
Percentage of the portfolio led by your people, cost per use case over time, gate throughput, benefit realized at G5
REFERENCES
Stood up inside a Fortune 200 packaging manufacturer with reference plant programs, and in transportation with a two-track operating model

The point is that eventually you don't need us.

Measured by how much of the portfolio your people lead, and by whether cost per use case actually falls.