AI Consulting & Strategy
SERVICE 03

AI Consulting & Strategy

A practical roadmap with quick wins and a long-term transformation plan - not a 200-page deck destined to gather dust.

AI strategy that actually ships

Deburise consulting in numbers

100+
Roadmaps delivered
21 days
Average sprint length
92%
Of roadmaps reach production build
6x
ROI on phase-one initiatives
Strategy First, Then Execution

OverviewAn honest read on where AI helps - and where it doesn't

Most AI engagements fail because they start with a tool instead of a problem. We start with your operations: where time is spent, where errors happen, where customers wait. Then we map AI to the highest-ROI opportunities and design a phased rollout you can actually execute.

Our consulting is delivery-led. The team writing your roadmap is the same team that can build it - so plans stay grounded in what's actually buildable, on what timeline, and at what cost.

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AI Consulting & Strategy
Why AI projects fail

Where AI initiatives stall - and what we fix

Aggregated reasons enterprises tell us their previous AI attempts failed. Our discovery sprint is designed to surface and fix each one before any code is written.

Wrong use case picked first64%
Data not actually ready58%
No evaluation framework47%
Tool chosen before strategy41%
Change management skipped38%
Consulting Capabilities

CapabilitiesWhat you get from a Deburise engagement

AI Readiness Assessment

A clear-eyed evaluation of your data maturity, tooling, team capacity, and the prerequisites needed before AI can drive results.

Roadmap Design

A phased 6-18 month roadmap with quick wins in months 1-3, foundation work in months 3-9, and transformational projects beyond.

Change Management

Workshops, training, and a rollout plan that brings your people along. AI fails when adoption fails - we design for adoption.

Architecture & Integration Design

Reference architectures for your data, model, and integration layer so AI plugs into your stack without rebuilding everything.

Vendor & Model Selection

We benchmark AI tools and platforms for your use cases - saving the months of trial-and-error most teams burn through.

Managed Support

Ongoing partnership: roadmap reviews, technical guidance, and an embedded senior engineer for as long as you need one.

The shift

AI strategy without us vs with us

What three to six months of internal AI exploration looks like compared to a focused Deburise sprint.

Before
Without Deburise
  • Time to a decision-ready plan3-6 months
  • Use cases evaluated2-3 favourites
  • Data-readiness clarityDiscovered mid-build
  • ROI projectionsVendor-supplied estimates
  • Board-ready outputInternal slide deck
  • Vendor lock-in riskHigh - chosen up front
After
With Deburise
  • Time to a decision-ready plan3-6 weeks
  • Use cases evaluated20+ scored & ranked
  • Data-readiness clarityDay one of sprint
  • ROI projectionsConservative, defensible
  • Board-ready outputApproved roadmap
  • Vendor lock-in riskNone - picked by fit
Engagement Format

HowThree-week sprint, then a clear decision point

01

Listen

Stakeholder interviews, ops review, and data-maturity audit. We learn how the business actually works.

02

Analyze

Map every opportunity, score by impact and feasibility, and identify the dependencies and risks for each one.

03

Recommend

Deliver the roadmap, prioritized backlog, ROI estimates, and a board-ready summary you can act on or share.

04

Execute (Optional)

Continue with our delivery team to build, deploy, and operate the systems you just planned.

Where the work goes

How a 3-week strategy sprint breaks down

We weight the engagement towards listening and analysis because that is where the value sits. Recommendations write themselves once those are done well.

  • Stakeholder interviews & ops review
    32%
  • Data & systems maturity audit
    24%
  • Use case scoring & prioritisation
    22%
  • ROI modelling & business case
    14%
  • Roadmap & board pack
    8%
21 days
sprint
What you walk away with

Deliverables you can act on the next morning

Every engagement ends with these artefacts in your hands, ready to brief a build team or take to a board.

Ranked by impact
20+
Use cases scored
Each scored on value, feasibility, and time-to-ship.
Sequenced wins
12-mo
Phased roadmap
Quick wins to fund the runway for strategic initiatives.
Defensible
$$$
ROI projections
Conservative numbers your CFO can sign off on.
Approved
1
Board-ready deck
A single pack that explains the plan to non-technical leadership.
Why Strategy Matters

WhyCommon pitfalls we help you avoid

Tool-first thinking

Adopting a platform before knowing what problem it solves. We work backward from outcomes, not features.

Underestimating data work

Most AI projects discover halfway through that the data isn't ready. We surface this on day one.

All-or-nothing rollouts

Big-bang AI launches usually fail. Our roadmaps are sequenced for compounding wins, not a single mega-project.

FAQ

QuestionsAnswers to common questions about this service.

How is your consulting different from a Big Four engagement?+

We're senior engineers and operators, not slide-makers. Every recommendation comes from someone who has built and deployed the thing they're recommending. Engagements are shorter, faster, and the deliverable is a build plan you can execute - by us or by your team.

Do I need to commit to a build engagement to start with consulting?+

No. We offer standalone strategy and roadmap engagements. Many clients use us for the planning, then continue with us for delivery - but it's never required.

How long does an engagement typically take?+

Most strategy engagements run 3-6 weeks depending on scope. Smaller readiness audits can wrap in 2 weeks. Larger transformations with multiple business units may take 8-10 weeks.

What does it cost?+

Strategy engagements are fixed-fee based on scope and team size, typically ranging from a focused two-week sprint to a multi-month transformation engagement. We send a clear proposal after the first scoping call - no surprises.

Get Started

Let's buildReady to put AI to work in your business?

Book a free 30-minute strategy call. We'll map your highest-impact automation opportunities and give you a clear roadmap - no obligation.