XMS AI · continuous delivery subscription
Your platform, always getting better.
One fixed monthly fee. The same senior engineers in your platform every month, with AI trained on your own codebase multiplying what they can deliver.
Why it's different
AI is everywhere. What matters is who's using it, and what it knows.
Every agency talks about AI. In practice, that usually means generic tools with no understanding of your platform, architecture or past decisions — pointed at problems by people who won't be accountable for the result.
Code has always been the most commoditised part of software. The harder parts — judgment, accountability, and knowing what to build — haven't changed. If anything, they've become more important.
Speed without governance is a liability. Non-technical teams quickly hit limits around maintainability and scalability. Experienced engineers avoid those pitfalls, but need the right infrastructure to operate at AI speed.
So XMS AI isn't a tool we hand you. It's a subscription for continuous improvement, delivered by senior engineers — with AI trained on your codebase before work is scoped, so their judgment is applied to the right thing, faster.
Generic AI tools
- Starts from zero — no memory of your decisions or why they were made
- No knowledge of your integrations, stack or content model
- Full engineering ramp-up required with every new team member
- Output quality depends on prompt quality, not platform knowledge
- Nobody is accountable for what ships
- No structural change to cost or delivery pace
XMS AI
- Holds your full platform in a single working session
- Architecture, integrations and dependencies known from the start
- Knows why decisions were made, not just what they are
- Output quality improves as the model learns more of your platform
- A named senior engineer owns the work and answers for it
- Fixed monthly fee covers significantly more than equivalent T&M spend
Questions we keep hearing
Shouldn't we take the AI efficiency gains as a cost saving rather than more output?
What are we actually locked into and how do we know it's delivering?
Is our platform being handed over to AI?
Why subscription outperforms time and materials.
T&M charges for activity. XMS AI subscription charges for outcomes. That changes the incentive structure, cost predictability and pace of delivery.
Subscription: cost aligned to outcomes
One figure covers everything — whether delivery takes 80 hours or 50. No briefing cycles. Faster delivery costs the same as slower.
Compounding knowledge
Our engineers' understanding of your platform accumulates month on month, and so does the model's. The longer the engagement, the faster and more precise the delivery.
T&M: hours billed
Every task needs scoping, estimating, approving, invoicing. Gaps let debt accumulate. The slower the work, the higher the bill.
Priced against your programme
No rate card. Set on platform scale, pace and AI-to-engineering ratio — confirmed after Phase Zero, not estimated at a distance.
