Product definition and scope
Establish what the product is, who it serves, what it must do at launch, and what deliberately waits. Scope is written down as decisions, not wishes.
Services
Deciding what to build, in what order, and where AI genuinely earns its place — before development cost is committed.
The problem
The expensive failures are rarely technical. They come from a scope that was never defined, a feature list assembled from competitor screenshots, or an AI feature added because it was expected rather than because it removed real work from a real workflow.
By the time that surfaces, the architecture has already hardened around it. Rework is not a sprint — it is a rebuild.
Who it is for
How I look at it
I start with the business problem, not the technology.
The useful question is whether there is a repeated decision, a language-heavy task, a retrieval problem, or a workflow where a model can make the outcome measurably better. If there is not, adding AI usually creates complexity without creating much value — more moving parts to maintain, and no clearer result for the people doing the work.
AI belongs in the solution only when it earns its place.

What JMG Group does
Establish what the product is, who it serves, what it must do at launch, and what deliberately waits. Scope is written down as decisions, not wishes.
Identify where AI produces operational or user value — classification, drafting, extraction, matching, summarisation — and where it adds cost and unpredictability for no benefit.
Test the idea against build effort, data availability, integration surface, running cost and the revenue model that has to sustain it.
Define the data model, the roles, the surfaces and the sequence, so phase two extends phase one instead of replacing it.
Core capabilities
How it fits the wider system
Strategy is only useful if it survives contact with the build. Every decision made here carries directly into the architecture, the platform and the growth plan.
Typical engagement
Understand the business, the users, the current process and the actual constraints.
Write the scope, the roles, the data model and the launch boundary.
Pressure-test feasibility, AI fit, integration surface and running cost.
Produce a phased roadmap where each phase ships something usable.
Related work
Related services
Installable, fast, accessible applications built as business systems — with authentication, data, dashboards and structure that hold up after launch.
View serviceRemoving repetitive manual work by connecting the systems a business already runs on — reliably, with visibility and a human in the loop where it counts.
View serviceBring the objective and the constraints. We will define the scope, the architecture and a realistic sequence before anything is committed to code.