How we work

A lean team, with AI in the core.

The work that used to need a large team now needs a small, senior one — and the tools to match.

AI in every programme

Faster work, signed off by people.

Our programmes run on AI-assisted delivery: research, modelling, board packs, data rooms and outreach are faster and checked by people who sign off. Good Ledger’s finance work runs the same way.

Research & diligence

Markets, buyers, investors and targets mapped in days.

Models & board packs

Forecasts, valuations and board papers built and checked.

Outreach

Investor and buyer pipelines worked with signals, not spray.

Delivery in the portfolio

AI-assisted delivery that protects margin in services businesses.

AI delivery architecture

Most teams stop at chat. Real gains come from the delivery system.

AI pays off when it is engineered into how software and services are specified, built, tested, shipped and run — with DevOps discipline, governance and people signing off at the right points. There is a proper way to do this, and it is the same discipline we used to industrialise services at Dimension Data / NTT.

Stage 1

Chat

Individuals use assistants ad hoc. Useful, but nothing is repeatable or measured.

Stage 2

Assisted

Copilots in the IDE and documents, without shared standards, review or cost control.

Stage 3

Engineered

AI built into the SDLC: spec, code, test, review and deploy, with CI/CD gates, evals and guardrails.

Stage 4

AI-native service delivery

Agents run defined workflows end to end, governed and observable, with people signing off. Measured on outcomes.

What a disciplined architecture includes

Specs and context — Requirements, architecture and code standards the AI works from.
Evals and test harnesses — Every AI step tested like code, before and after release.
CI/CD and DevOps gates — Nothing ships without passing the pipeline.
Security and data governance — Access, data boundaries and audit built in from the start.
Observability and cost control — Quality, latency and token spend tracked like any other service.
Human sign-off points — Clear owners for the decisions AI shouldn’t make alone.

Delivered with BlueParadigm, our AI and build company. Available as a programme for portfolio and client companies. The programme →

Utiliti.io

The operating system for working together.

Founders, investors and our team work in one place — diagnostics you take and re-take to track your score, programme boards with gates, and an investor data room that shows who viewed what.

Six diagnosticsProgramme boardsInvestor data roomAI readiness next

Screenshots to follow the Utiliti.io LinkedIn reveal. Public URL to be confirmed.

Raise Readiness · boardGate 1 of 2
To doCap table modelTarget investor list
In progressInvestment thesis
DonePMF diagnosticData room set up

Illustration with example tasks — replace with real screenshots after the Utiliti.io reveal.

The diagnostics

Six diagnostics, one place to track them.

Each one scores a part of the business against what investors and buyers test. Take it, see the gaps, work the plan, re-take it.

01 · Live on Utiliti.io

Rule of 40

Growth plus profit margin, scored against the benchmark investors use to judge a scaling business.

02 · Live on Utiliti.io

VC Raise Readiness

How ready you are for the next round, seen through an investor’s eyes: thesis, numbers, data room and target investors.

03 · Live on Utiliti.io

GTM Readiness

Whether your go-to-market can scale beyond the founder: ICP, offer, pricing, channel and sales motion.

04 · Investment screening

Founder Diagnostic

Five modules and twenty judgements (the idea, the real problem, the competition, the first ten customers, the MVP), with hard tests that can override the score.

05 · Product-market fit

PMF Diagnostic

How much evidence you have of product-market fit, and exactly where the gaps are.

06 · Moats and durability

Durability Diagnostic

Pull, Hold, Engine and Arc: whether customers want it, the moats that keep them, a business that runs without its founders, and a path to a great outcome. Graded A to E.

Start with a diagnosticNext on Utiliti.io: AI readiness for SaaS 2.0.

See where you stand against your Arc.