Enterprise AI Strategy and Roadmap
Decide Where Claude Earns Its Place First
Merito turns AI ambition into a funded plan. We score a use-case portfolio, model the business case for the candidates that matter, and sequence a Claude adoption roadmap your CFO can sign and your teams can actually run.
Introduction
Most organizations do not have an AI idea shortage. They have a prioritization problem. Dozens of teams want Claude, every demo looks promising, and the question landing on the CIO and CFO desk is not whether AI works but where it earns its place first and what it is worth. Answering that well is a decision-economics problem before it is a technology problem.
Merito AI Strategy and Roadmap exists to make that call defensible. We run value and opportunity discovery against real workflows, build a scored use-case portfolio across the surfaces in scope, model the business case for the candidates that matter, and sequence an adoption roadmap that finance can fund and delivery teams can actually execute. The output is a ranked plan with owners and funding gates, not a backlog of equally weighted ideas.
Scope is framed by the A through E engagement frameworks, which describe which Claude surfaces are in play, from the agentic CLI in developer workstations through packaged-application work to the non-developer workplace and the full enterprise composition. Naming the surfaces up front keeps the portfolio honest about where value is real and where the operating-model lift is heavy. When the plan is set, the work routes directly into Merito readiness, governance, rollout, and operations services instead of stopping at a slide.
When the roadmap is approved and the program needs governance, guardrails, and a readiness baseline before scale, Merito carries it into AI Readiness and Governance so funded use cases ship under controls leadership has already agreed to.
The challenge
The model is rarely the bottleneck. Programs stall because nobody scored the use cases against each other, the business case was a one-line benefit with no cost or consumption math behind it, and the roadmap was a list of pilots with no sequencing, no owners, and no funding gates. Leadership ends up with momentum but no decision, and finance ends up asked to fund a number it cannot trace.
The other failure mode is breadth without depth. Teams spread thin across a dozen pilots, none of them reach the scale where the value compounds, and the program produces interesting demos that never convert to a line item anyone defends at the next budget review. A scored portfolio with a clear first phase beats a long backlog every time, but most organizations have never built one.
Merito treats AI strategy as a portfolio and business-case engagement first. The deliverable is a ranked set of use cases, each with a defensible business case, and a sequenced roadmap that ties every phase back to a benefit, a cost, and an owner so leadership can fund with confidence and govern with intent.
Value
Map candidate use cases to real workflows, cost centers, and pain so the portfolio reflects where Claude actually moves a number rather than where a team is curious.
Score every candidate on value, feasibility, data and integration readiness, risk, and time to payback so leadership funds a ranked shortlist instead of a flat list.
Build cost, benefit, and consumption models that hold up in a finance review and answer what the use case replaces, what it costs to run, and when it pays back.
Use the engagement frameworks to fix which Claude surfaces are in play, from the agentic CLI to packaged applications to the non-developer workplace, before estimating effort.
Turn the scored portfolio into a phased roadmap with near-term wins, dependencies, owners, and funding gates so the program advances in fundable increments.
Package the plan for the steering committee and route it into readiness, governance, and rollout so the strategy becomes a running program rather than a finished document.
Focus
AI strategy is a prioritization and business-case engagement, not a technology survey. The focus areas below are where Merito concentrates the work so the recommendations tie to a funding decision.
Buyer triggers
Approach
The engagement is built to produce a decision, not a study. We move from value and opportunity discovery to a scored use-case portfolio, then to business cases and an ROI model, then to a sequenced adoption roadmap, and finally to a governance and funding handoff. Each step lands a concrete artifact a steering committee can act on, and the A through E frameworks keep the conversation anchored to which Claude surfaces are actually in play. When the roadmap is approved, the work hands off into Merito AI Readiness and Governance, AI Rollout and Activation, AI Center of Excellence, and AI FinOps Optimization rather than a separate vendor relationship.
How it works
Each step is time-boxed and produces an artifact leadership can fund or act on, with the next step already staged behind it.
Step 1
Merito interviews business and technology leaders, maps candidate use cases to real workflows and cost, and frames where Claude can move a measurable number. Deliverable: opportunity landscape with candidate use cases tied to value drivers.
Step 2
We qualify each candidate, scope which A through E surface it touches, and score it on value, feasibility, data and integration readiness, risk, and time to payback. Deliverable: scored use-case portfolio with a ranked shortlist.
Step 3
Merito builds cost, benefit, and consumption models for the leading candidates so the case answers what each replaces, what it costs to run, and when it pays back. Deliverable: business cases and an ROI model leadership can fund.
Step 4
The scored portfolio becomes a phased roadmap with near-term wins, dependencies, owners, and funding gates so the program advances in fundable increments. Deliverable: sequenced roadmap with phases, owners, and gates.
Step 5
Merito packages the plan for the steering committee and routes it into readiness, governance, and rollout so the funded use cases ship under agreed controls. Deliverable: funding-decision package and handoff plan into execution.
Engagement options
This service absorbs two work products that used to be sold separately, the use-case portfolio and the business case. You can run the full strategy arc or start with the piece that unblocks your next decision. Both route into the same roadmap and handoff.
Run value and opportunity discovery across the surfaces in scope, qualify candidate use cases, and score them into a ranked portfolio leadership can prioritize against budget and risk.
Build defensible cost, benefit, and consumption models for the leading use cases so finance can fund the program with numbers it can trace and defend.
Start an AI strategy and roadmap engagement
If your team needs a scored use-case portfolio, a business case finance can fund, or a sequenced Claude adoption roadmap before the next budget review, Merito can scope the engagement and start value and opportunity discovery.
Capabilities
Strategy engagements
01
Run discovery, score a portfolio across the surfaces in scope, and sequence a phased Claude adoption roadmap with owners and funding gates leadership can sign.
02
Model cost, benefit, and consumption for the leading use cases so finance can fund the program with a number it can trace and defend at budget review.
03
Decide which Claude surfaces are in play, from the agentic CLI to packaged applications to the non-developer workplace, before committing budget to any of them.
04
Rebaseline early pilots, keep what is working, and sequence the rest into a coherent program that reaches the scale where value compounds.
05
Give an incoming CIO, CDO, or chief AI officer a defensible portfolio, business case, and roadmap to bring to the executive team inside a quarter.
06
Compare custom agentic builds against packaged-application work and direct Claude adoption per use case so each candidate gets the right delivery model.
Business impact
AI strategy pays back when the plan gets funded and then executed. Merito scopes engagements so leaders leave with a scored portfolio, defensible business cases, and a roadmap that names owners and gates. Customers typically report faster funding decisions, fewer parallel pilots competing for the same budget, and a much shorter path from ambition to the first Claude use case that holds up in a finance review.
Ranked portfolio
A ranked, scored use-case portfolio instead of an unprioritized backlog
Fundable business case
Business cases finance can trace, fund, and defend at budget review
Scope agreed
Clear agreement on which Claude surfaces are in and out of scope
Sequenced roadmap
A phased roadmap with owners, dependencies, and funding gates
First phase that scales
A first phase that reaches scale rather than another stalled pilot
Execution handoff ready
A clean handoff into readiness, governance, rollout, and operations
Credibility
Where it fits
Industries
Turn an executive directive to do something with AI into a scored portfolio, a business case, and a roadmap with a defensible number attached.
Rank a long backlog of Claude ideas against value, feasibility, risk, and payback so the program funds the right first phase.
Build cost, benefit, and consumption models the CFO can fund and defend, including what each use case replaces and when it pays back.
Decide which Claude surfaces are in scope across the A through E frameworks before committing budget to any of them.
Pull scattered pilots into a coherent, sequenced program that reaches the scale where the value actually compounds.
Give an incoming CIO, CDO, or chief AI officer a portfolio and roadmap to bring to the executive team inside their first quarter.
Related services
Strategy is most durable when the roadmap hands off cleanly into the services that turn a funded plan into a running AI program. These adjacent Merito services pick up where the strategy work lands.
Why Merito
We rank and score use cases against each other rather than handing back a catalog. Leadership leaves with a decision, not a longer backlog.
Every priority use case carries cost, benefit, and consumption math so the number holds up at budget review and answers what it replaces.
The A through E frameworks fix which Claude surfaces are in play before anyone estimates effort, so the roadmap is honest about the operating-model lift.
The roadmap hands off directly into Merito readiness, governance, rollout, and operations so the strategy does not die in a handoff.
Frequently Asked Questions
Contact form
Share the use cases on the table, which Claude surfaces you think are in scope, the funding decision you need to reach, and what success looks like for leadership. Merito will help shape the engagement and next steps.
Scope
Share the candidate use cases, the Claude surfaces you expect to be in play, the funding decision you need to reach, the timeline, and whether you want the full portfolio and roadmap or a focused business case.
Response path
Merito routes this request through the consultation workflow and will follow up with an AI strategy specialist for your portfolio, business case, and roadmap context.