AI Opportunity Mapping

The hardest AI question isn't how.

It's where.

A focused engagement that shows your leadership where AI actually creates value across the business, then converges on one prioritized, validated bet to start with. You walk out knowing the single highest-value place to put AI, and why, before you spend a dollar building it.

The problem

You don't lack AI. You lack focus.

You're under pressure to do something with AI. There's motion everywhere, a pilot here, a copilot there, and a real fear of spending big on the wrong thing. The pain isn't a lack of AI. It's a lack of focus, and the cost of getting it wrong. Mapping turns "we should use AI" into one defensible bet you can put your name behind.

The evidence
1.9×
the revenue difference for firms that figured out where AI actually creates value.

The bottleneck was never access to AI. It's knowing where it belongs. Researchers call it the mapping problem, and the firms that solved it dramatically outperformed the ones left to guess. That mapping is the work this engagement does.

Kim, Kim & Koning · Mapping AI into Production · INSEAD / Harvard Business School, 2026 · 515 high-growth startups
What you walk out with

The AI Investment Brief.

The executive-grade artifact the engagement produces, and the thing a CXO, CFO, or board reads to commit capital. Plain language, direct, built to survive the room it's read in.

The AI Investment Brief drawn as a layered document with seven index tabs, the single gold tab marking the one prioritized bet
1

The top three workflows

Worth redesigning around AI, in priority order, with the rationale for the ranking.

2

Expected return on each

What the redesign is worth, grounded in evidence and sized to your reality.

3

Your data-maturity tier

What you can measure today, and the confidence that comes with it.

4

The AI capability map

Which AI capabilities sit where in the redesigned priority workflow.

5

Human and AI roles

The decision points where judgment stays human, named explicitly.

6

The 90-day activation plan

What gets done first, what comes next, and who's accountable.

7

The measurement framework

How you'll know the redesign worked, designed into the workflow rather than bolted on after.

How it runs

A facilitated session, in four blocks.

Half a day for a single business unit, up to two days for a cross-functional scope. We work from the customer in, not the technology out.

I

Customer Journey Mapping

Start with the customer, member, or patient whose experience determines the outcome you care about. Map it end to end, stages, moments of truth, breakpoints.

II

Service Blueprint

Surface the workflows behind each stage, front-stage and back-stage, with the systems, data, and handoffs that power them. This is where the workflows AI could live inside become visible.

III

Workflow Prioritization

Rank the candidate workflows by their contribution to the outcome, using a method matched to the data you actually have, from a simple impact-and-effort read to driver mapping when the telemetry supports it.

IV

AI Capability Integration

Redesign the top workflows with AI placed where it earns its keep, using 33A's AI Cards® as the capability vocabulary, every placement paired with the human role beside it.

The lens

Workflow Economics.

The point of view running through the engagement. In plain terms, AI pays back only when you redesign the workflow it lives in. Three premises shape every block.

A flowing workflow line passing through three nodes; the gold node marks where value actually lives

Value lives in the workflow, not the technology

Bolt AI onto a task and you get that task done faster. Redesign the workflow around it and the return compounds.

Three blocks stepping upward in sequence with small arrows; the tallest block is gold, the return that compounds from order

The return comes from sequencing

Each redesign produces the measurement and the insight that sharpens the next. Deliberate beats one-off.

A gauge built into the face of a block, its gold needle reading live: measurement designed in, not bolted on

Measurement is designed in, not bolted on

Most setups measure usage. The real question is whether the workflow produces the outcome better than before, built in from the start.

Where this sits

This is the decision the rest depend on.

It starts with a ninety-minute session and leads wherever the chosen bet demands. Mapping is the hinge. Get it right and every dollar downstream is aimed, not guessed.

Start here

The Experience Session

Ninety minutes, hands-on, with your team or an open group. The lowest-risk way in.

Find the focus · the engagement

AI Opportunity Mapping

Leadership converges on the one bet, captured in The AI Investment Brief. You're here.

From there

What fits your situation

Deeper engagements, scoped to the work in front of you. The session is just the door.

Who it's for

Post-pilot operational leaders

COOs, CDOs, and VPs of Operations who invested in AI and haven't seen the leverage show up.

Strategic leaders in regulated industries

Financial services, healthcare, insurance, where generic AI advice is useless and workflow rigor is the premium.

Product leaders integrating AI

CPOs and VPs of Product weaving AI into the roadmap without breaking the experience people rely on.

Proof

Where this has worked.

Healthcare · McKesson

Design moved upstream

Contributed to the build of McKesson's internal design capability and restructured how product decisions got made, so design moved into the business case instead of downstream polish. The return compounded across everything built after, the same move Mapping makes for clients today.

Financial services · Navy Federal

Start with the member, not the product

Led work on the member credit-card workflow, from shopping through onboarding to ongoing use, surfacing the stage-by-stage breakpoints and a prioritized redesign roadmap. A direct analog for any financial services prospect asking what this looks like on their own experience.

It starts with a session,

not a contract.
Start with an Experience Session
aaron@kennellydesign.co