AI coding assistants in a small development team: a practical guide
How a small development team can adopt AI coding assistants well: the kinds of tool, where they save time, review habits, secrets and a two-week trial.
· 7 min readWhen the people who built your bespoke software have moved on, we take it over, make it safe and look after it every month, with a named senior engineer accountable for it. Based in Cambridge and working with organisations across the UK.
Most organisations that come to us are in one of these positions. None of them is unusual, and each has a clear way forward.
Software care is a monthly service for business-critical bespoke software. It starts with an honest look at where your system stands.
A one-week review of one system: how it's built, how exposed it is, and what it would take to look after it. You get a plain-English report with the risks ranked.
The software health auditWe put the code in your own source control, add automated tests, set up a repeatable release process and monitoring, and write the documentation that's missing.
How onboarding worksEvery month we monitor the system, apply security updates, keep its frameworks in support, fix faults and send you a plain-English health report.
What software care includesMost of the value in looking after software is created before anything goes wrong. That's where we put our effort.
Taking over a system someone else built is our main work. We expect gaps in the documentation and the tests, and we know how to close them.
We add automated tests to systems that have none, install monitoring and alerting, and keep frameworks in support. We aim to find faults before you do.
A named senior engineer is accountable for your system, and a named backup engineer knows it too. You always know who is looking after it.
Your code and documentation stay in your own repository. If you ever move on, everything you need is already yours.
We use AI agents openly to do more thorough work than a small team could alone. Every change is tested and independently reviewed, and a named engineer signs it off.
Eastpoint has been trading since 2011, and some of our customer relationships have lasted 15 years.
We also plan product roadmaps, build new applications, move systems to the cloud and put AI to practical use, with the same engineering discipline we bring to software care.
Practical, responsible AI for everyday work: the right tools, sensible guardrails, and quick wins your team will actually use.
Find out moreWell-built bespoke tools, connected systems, and a calm way forward for the spreadsheet that quietly runs the business.
Find out moreMoving bespoke and legacy applications to Microsoft Azure, modernising them where it pays, and building new applications for the cloud.
Find out morePlanning and overseeing your software product through its whole life: a prioritised roadmap tied to your goals, kept current.
Find out morePlain-English articles on software, AI and running technology well.

How a small development team can adopt AI coding assistants well: the kinds of tool, where they save time, review habits, secrets and a two-week trial.
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· 6 min readA software health audit gives you a plain-English view of the risks in one system, and what it would take to look after it properly. There's no obligation to continue.