Free AI Profit Roadmap
Start here
A focused review of your processes, systems and reporting that shows exactly where AI and automation will pay, and where they will not, before you spend. The free version of the engagement.
AI-enabled operating-model transformation for scaling SMEs
We map your processes first, then show you exactly where AI pays back. In a costed roadmap. Free. Yours to keep.
The opportunity
After thirty to forty billion dollars of enterprise spend, around ninety-five percent of organisations see no measurable return from generative AI pilots. The cause is not the model: it is buying tools before fixing the operating model.
95%
of organisations see no measurable P&L impact from their generative AI pilots, after roughly $30 to 40 billion of enterprise spend.
Source: MIT NANDA, The GenAI Divide: State of AI in Business 2025, August 2025.
The Margin Labs closes that gap. We start with the operating model (process, data, systems) and only put AI to work where it pays. Sometimes that means deploying immediately. Sometimes it means simplifying first. Either way, you know exactly where AI pays before you commit a budget.
Problem first
We diagnose the expensive, repetitive work before we recommend a single tool.
Outcome led
Every recommendation ties to hours saved, margin protected, or risk reduced.
Honest
We are a new venture and say so. Results we show are our own track record; client outcomes we frame as targets.
The reframe
Every consultant is making the same AI claim, and bigger claims no longer convert. The unlock is a new mechanism: fix the operating model first (process, data, systems) then apply AI where it improves performance. That is the order that produces hours saved, margin lifted and decisions you can trust.
Track record
The Margin Labs is new. These numbers are not. They are the real track record we bring to your business.
Operations, AI and technology
B2B distribution business built from zero, in four years.
Peak support volume absorbed with no extra hires.
Operations, finance and IT leadership across e-commerce, B2B distribution and SaaS.
Systems, commercial and delivery
Consultancy revenue scaled from a £200k baseline.
Project and services revenue delivered as commercial lead at a B2B systems consultancy.
Retail P&L owned as Managing Director — business scaled from £200k to £500k.
The free AI Profit Roadmap
Delivered after a thirty to forty-five minute discovery call. Yours to keep, whether or not you ever work with us. The kind of document we would normally charge for.
45-minute discovery call with the founder
We listen, you talk. We map where the hours and the money actually go in your business.
Operating-model current-state read
How process, data and systems actually fit (or fight) today, across the workflows that eat your week.
Three named quick wins, week-one actionable
Concrete things your team can act on without us, inside the next two weeks.
The costed AI Profit Roadmap
Priority-ranked AI opportunities with payback estimates, in the order that pays back fastest.
An honest No-Go List
The workflows AI is not yet the answer for, and why. Saves you from spending on the wrong things.
Architecture fit note for your stack
How AI sits on your current stack (Shopify, CRM, ATS and so on), without breaking what works.
AI Governance Starter (acceptable-use policy template)
What an acceptable-use policy should cover, in plain English, ready to adapt for your firm.
Total value
$1,000Yours free.
What we do
Six ways we help, from a single diagnostic to ongoing technology leadership. Every one starts with the problem, not the tool.
Free AI Profit Roadmap
Start here
A focused review of your processes, systems and reporting that shows exactly where AI and automation will pay, and where they will not, before you spend. The free version of the engagement.
Process & Operating Model
Remove duplication and process debt before new software is introduced. Roles, ownership, governance and data discipline that make growth repeatable.
AI-Ready Systems Design
Designing the data, integration and workflow layer your business needs before AI can compound. Stack-agnostic, native-first, adoption-aware.
AI & Automation Builds
Agentic automation, custom AI skills, integrations and workflow automation that take the repetitive work off your team's plate, end to end.
KPI & Reporting Automation
Live dashboards and on-demand reporting that pull from every source into one trusted view, so decisions move at the speed of the business.
Fractional CTO & AI Leadership
Senior technology direction, roadmap governance, vendor challenge and board-level decision support, without the cost of a full-time hire.
Proof, drawn from our work
They show the range The Margin Labs covers, from AI operating systems to ERP transformation.
Who this is for
How it works
Discovery call
Thirty to forty-five minutes. Mostly us listening. We agree the scope of your roadmap.
Free AI Profit Roadmap
We deliver it within a week: three quick wins, the costed roadmap, a no-go list, and a short architecture note.
Optional paid engagement
If you want the deeper, board-ready plan and an implementation, we build it on top of the roadmap.
Watch · 60 seconds
Before, the process, and what changes after — fix the operating model first, then apply AI where it pays back.
The team
A broad technologist and COO-level operator who covers AI and operations end to end — from a messy operational problem to a working system the business can run on. The Margin Labs is built around that one operating model, not a roster of generalists.
Nuno is a broad technologist and COO-level operator with more than 20 years building and scaling businesses across e-commerce, paper, logistics, SaaS and IT. He grew a B2B distribution business from zero to £65m in four years, and has led finance, operations and IT through repeated transformations. Today he builds and runs AI operating systems inside a real 8-figure consumer-goods business, so his work targets real leverage rather than shiny features.
What he brings
Outcomes, not activity. He has taken a business from zero to £65m, added £7.5m of cash flow across 12 markets, lifted operational efficiency by 25% and customer retention by 20%, and absorbed seasonal support spikes of three to five times volume with no extra hires. Today he builds AI operating systems that turn hours of manual reporting and admin into minutes.
Common questions
Is the roadmap a stripped-down sales pitch?
No. It is the document we would normally charge for. You keep it whether or not you work with us.
Will you use our data to train models?
No. Your data stays yours and is used only to deliver your engagement.
What does the free AI Profit Roadmap actually cost us in time?
One thirty to forty-five minute discovery call. The roadmap is delivered within a week.
How big do we need to be?
Our work is built for $1m to $100m turnover. Smaller is sometimes a fit; we will say on the call.
Do you work in the US?
Yes. We serve small and medium businesses across the UK and US, with the same operating-model methodology. Time zones are arranged around your team, not ours.
Are you a development agency?
We sell services and solutions, not products. We design the operating model and build the AI parts that pay.
Book the call. Keep the roadmap.