Agentic Engineering, Prompt & Cost Optimisation

Every engineering team we talk to has turned on Copilot or Claude Code. Fewer have engineered around it — connected it to the data that actually matters, agreed on how the team uses it, or worked out what it is meant to cost. That gap is usually where the value is still sitting unclaimed.

Unlocking what you already have

The tools ship generic. The value is in your data — internal APIs, schemas nobody wrote down, runbooks buried in a wiki, databases an agent cannot query without help. We build MCP servers and custom skills that expose exactly that, scoped and permissioned properly, so an agent can act on your actual systems instead of guessing from a prompt.

That is also where most of the risk lives. An MCP server is a new surface sitting in front of real credentials and real data, so scoping, auditing and failure modes get designed in before anything is wired up — not discovered afterwards.

Getting the team using it well

Most agent spend is wasted on the same handful of habits: the wrong model for the job, a context window stuffed with irrelevant history, a prompt that makes the agent guess rather than know. None of that is fixed by a policy document — it gets fixed by pairing with the team on real tickets until the better pattern becomes the automatic one.

That coaching covers which model earns its cost for which kind of task, how to shape context so an agent stops re-deriving what it was already told, and how to structure prompts and skills so output needs less correction rather than more review. The result is usage that stays inside a budget you set on purpose, output your reviewers can trust, and security practices — secrets handling, permission scoping, what an agent is allowed to touch unsupervised — that were decided rather than defaulted into.

What you walk away with

MCP servers and skills that put your own data and tools within an agent’s reach, an engineering team that has absorbed the judgement calls rather than sat through a slide about them, and a Copilot / Claude Code bill that tracks a number you chose instead of one that surprised you.