Deerfield Green · AI product & monetization

Failed pilots are pottery. The seam is the repair.

Broken pottery is failed pilots, abandoned projects, misaligned teams. The gold seam is the structured process that makes the repair visible and intentional. We lead with the stage diagnosis — then the matched engagement.

One ladder, three engagements, matched to where you sit on the AI adoption curve. Not sold one-size-fits-all.

Find your stage

The problem

Most AI mandates stall between intent and operating reality.

Budget and urgency are there; the cross-functional complexity is the blocker. Pilots prove value and then never reach operations — and the board never sees the adoption that would justify the next round.

~84% of AI failures were leadership- and misalignment-driven — not technology. Source: ICP buying-signal reference
~46% of organizations scrapped POCs before they ever reached production. Source: ICP buying-signal reference
~71% do not track adoption metrics — so value stays invisible to the board. Source: ICP buying-signal reference

What it is

One ladder. Three engagements. Matched to your stage.

We do not sell a fixed package. We diagnose where you sit on the adoption curve and match the engagement to it: find and prove the bets, then sustain the executive judgment, then scale it into how the business runs. Each rung is a deliberate on-ramp to the next.

Two sector and segment entry points sit alongside the ladder — a focused set of e-commerce AI plays, and a greenfield Enterprise Data Office stand-up for the incoming Head of Data at a ~$2B enterprise — both mapping back to the same idea → prove → scale path.

What you get

Decision-support, in the operator's voice.

SPRINT

The case to scale

Strategy deck, monetization playbook, 1–2 working prototypes, and a board-ready ROI model.

FRACTIONAL

Sustained steering

Portfolio dashboard, packaging & pricing architecture, decision memos, monthly KPI pack.

PROGRAM

Operating change

Operating-model blueprint, before/after workflow maps, role-evolution framework, governance.

DATA OFFICE

Greenfield catalog

A 16-area options catalog (A–P) with recommended fits, closing on the 6 decisions to make.

E-COMMERCE

5 high-leverage plays

Merchandising, lifecycle, support, ops automation, pricing — each with a business case.

ALWAYS

Stage diagnosis first

The matched engagement, never the generic template. The seam is the structured repair.

Who it's for · the three-stage ladder

Which engagement fits which stage.

Read the diagnosis, then take the matched rung. Two pages are live now; the others are scoped on the call.

AI mandate · no path to revenue

NextGen AI Revenue Sprint

A fixed sprint: find the right bets, prove them fast, build the executive case to scale.

Book a working session
Past exploration · need sustained judgment

Fractional AI Product & Monetization Lead

Sustained executive steering for AI prioritization, packaging, and ROI — without a full-time hire.

See the engagement
Proven value · scale it structurally

AI Operating Model Transformation

From proven pilots to scaled operating advantage — make AI change how the business runs.

Scope a transformation
Greenfield · design a data office from zero

Enterprise Data Office Stand-Up

The 16-area options catalog with recommended fits for your locked ~$2B context.

Walk the options catalog

Next step

One call. We diagnose the stage, you take the rung.

Every engagement is scoped on the call — fixed-fee sprint, monthly retainer, or program fee, matched to where you are. The benchmarks are numbers to validate, not commitments.

Find your stage Book an intro call