AI DEVELOPMENT ENABLEMENT

AI coding tools for enterprise teams - with guardrails, not guesswork.

We roll out AI coding tools like Claude Code, Cursor and Copilot across your engineering organisation, with the guardrails to match: tool selection, review gates, CI policies and security rules. For CTOs and engineering leads who want the speed without inheriting a codebase nobody can vouch for.

We use these tools daily to ship our own products, so we know where they save weeks and where they quietly create risk. We audit AI-built codebases for a living; this service exists so yours never becomes one of them. Fixed price, quoted on one call.

Assessment first · playbook included · measurable rollout

Tool selection and assessment

Claude Code, Cursor, Copilot or a mix: which fits your stack, your security posture and your licensing budget. We assess your codebases, workflows and compliance constraints, then recommend a setup you can defend to security and the board. No vendor kickbacks, no default answer.

Guardrails and review gates

AI-generated code gets merged fast and reviewed never, unless you set gates. We configure review policies, CI checks, security rules and repo-level guardrails so speed does not outrun scrutiny. Your seniors review what matters instead of rubber-stamping everything.

Pilot squad rollout

We start with one squad, not the whole org. Real tickets, real sprints, measured before and after: cycle time, review load, defect rate. If the numbers are good we scale the setup; if they are not, you find out cheaply.

Playbook and training

Your team gets a written playbook: prompting standards, what AI may touch, what it may never touch, and how to review its output. We train your engineers hands-on, in your codebase, not with slideware. The playbook stays yours and evolves with the tools.

Measurable adoption

You get numbers leadership can act on: who uses what, where it helps, where it hurts. Adoption dashboards and a review cadence so the rollout does not stall after the kickoff enthusiasm fades. If a tool is not earning its licence, you will know.

Our process

From shadow usage to measured rollout

ASSESS

One scoping call plus a short assessment of your repos, workflows and security requirements. We map where AI coding tools will help, where they are risky, and which guardrails you need. You get a fixed price and a rollout plan before anything changes.

PILOT

We set up the tools, guardrails, CI policies and review gates for one squad and run a pilot on real work. We measure cycle time, review load and defect rates against your baseline, so the verdict is data, not vibes.

SCALE

We roll the working setup out to the rest of the organisation: training per team, the written playbook, adoption dashboards and a handover your platform team can own. You are not dependent on us afterwards; that is the point.

Common questions

What is AI development enablement and does our team need it?

It is a structured rollout of AI coding tools like Claude Code, Cursor and Copilot across an engineering organisation: tool selection, guardrails, review gates, CI policies, training and measurement. You need it when developers are already using these tools informally, or leadership wants the productivity gains but security and quality concerns are blocking adoption. If you are a handful of engineers, you probably do not need a program; just pick a tool. At tens of developers, unmanaged adoption gets expensive.

What does an AI enablement engagement cost?

We quote a fixed price after one scoping call, based on the number of teams, the tools in scope and how much guardrail and CI work your setup needs. No hourly billing and no open-ended consulting retainer: you get a defined set of deliverables, a price and a deadline. Tool licences are separate and paid by you directly to the vendors, so there is no markup hiding in our number.

Will our source code end up training someone else's model?

Not if the rollout is configured correctly, and that configuration is a core part of what we deliver. Enterprise tiers of Claude Code, Cursor and Copilot offer no-training guarantees and data residency options; we set those up, document them, and put the risky defaults out of reach. We are an EU company, we work under EU contracts, and we treat GDPR and your security team's requirements as inputs to the design, not obstacles to argue with.

Should we choose Claude Code, Cursor or GitHub Copilot?

It depends on your stack, your workflows and your security constraints, which is why the assessment comes first. Many organisations end up with more than one: an agentic tool for senior engineers doing larger changes, autocomplete-style assistance for day-to-day work. We use these tools ourselves daily and have no reseller deals with any vendor, so the recommendation is based on what measurably works in your codebase, not on margin.

Does AI-generated code hurt code quality?

Unmanaged, yes. We audit AI-built codebases as a separate service, and the failure pattern is always the same: speed without review discipline. Managed properly, the quality risk is controllable: review gates that force human scrutiny on the right changes, CI policies that block the obvious failure modes, and standards for what AI may and may not touch. That is exactly the setup this service installs.

How long does a rollout take?

The assessment and pilot typically fit within weeks, not quarters: one squad, real sprint work, measured against a baseline. Scaling to the wider organisation depends on how many teams you have and how much variation there is between their stacks. You get a concrete timeline with the fixed price after the scoping call, and we commit to it. If your environment makes that timeline unrealistic, we say so on the call, not in month three.

Do we stay dependent on you after the rollout?

No. Everything we produce transfers to you: the playbook, the guardrail configurations, the CI policies and the dashboards. We train your engineers and hand the setup to your platform or DevEx team to own. Some teams keep a light review cadence with us as the tools evolve, but that is optional, not built-in lock-in. If we did our job, you can run this without us.

HOW WE BUILD

How we build.

Tested on every build

Unit and feature tests with PHPUnit / Pest - standard, not an add-on.

GitHub Actions CI/CD

Automated tests and deploys on every push. No manual releases.

Senior code review

Every line reviewed by a senior engineer. No juniors on your budget.

You own everything

Full source code, infrastructure and documentation transfer on handoff.

One call. One fixed price. A rollout your security team will sign off on.

Book a free consultation to discuss your project and see how we can help.