Clear Cut Coding

Engineering and AI consultancy

Engineering leadership that ships.

Clear Cut Coding leads engineering teams and projects, builds and runs backends and AWS platforms, and designs agentic AI systems built to hold up in production. We work with UK businesses, on site or remote.

A typical platform: users reach an API through a CDN edge; the API uses a database and a queue; the queue feeds workers and agents; agents call tools through MCP servers and write to an audit log for human review. UsersBrowsers, appsCDN edgeCloudFrontAPISymfony, TypeScriptQueueSQSDatabaseRDSWorkersECSAgentsLLMs and toolsAudit logHuman reviewToolsMCP servers
The kind of system we design, build and run.

What we do

Engineering leadership

Technical leadership that stays close to the code.

We set the technical direction, plan delivery and raise a team’s standards, with code review, CI, automated releases and proper test coverage, building alongside the team as we go. It suits teams without a lead, projects that have slipped, and founders who need senior technical judgement in the room.

Backend and DevOps

PHP/Symfony and TypeScript backends, and the AWS platforms they run on.

We build APIs, integrations and the infrastructure underneath them. We break monoliths into services that scale independently, move platforms onto highly available, auto-scaled AWS infrastructure, and keep orders, stock and deliveries flowing as volumes grow.

Agentic AI

Agentic AI systems built like any other production system.

That means clear architecture, automated tests, audit trails and human review where it matters. We build agentic AI into your own products and systems: MCP servers, agent integrations and the test suites that keep them honest. We assess where agentic workloads should run, and set engineering teams up to work with agentic coding tools, with planning, review and merge kept in human hands.

Claude Code / Perplexity Enterprise / MCP servers / AWS Bedrock AgentCore / LLM evaluation

Selected work

Open-weight language model

Evaluation scenarios and rubrics for model training

We design the evaluation for a team training an open-weight model to give sound guidance without a system prompt: realistic scenarios where the right answer depends on values the person never states, each paired with a weighted rubric that serves as both the grader and the training reward.

  • Scenarios that test behaviour the prompt never spells out
  • Weighted rubrics with penalty items and quick human review
  • Questions sourced at volume from open datasets, hand-writing and scripted LLM generation

LLM evaluation / Rubrics / Open-weight models

eCommerce group, several Shopify Plus brands

Technology leadership and a fulfilment platform

Set the technology strategy across the brands and led development and delivery, including a custom fulfilment platform connecting the stores to a third-party fulfilment provider.

  • Order fulfilment automated end to end
  • Fewer manual fixes as order volumes grew
  • Changes decided by A/B test results

Symfony / Shopify Plus / Integrations

VR entertainment

Platform redesign and engineering leadership

Led the client’s engineering team and redesigned the platform’s architecture.

  • Hardware costs cut substantially
  • An in-house headset player, now company IP
  • A scalable AWS platform, analytics dashboards and an AI-powered sales chatbot

AWS / APIs / Web and mobile

Nutrition and supplements

Personalised nutrition and headless commerce

Built a meal-planning platform that generates plans from each customer’s targets, headless storefronts on the Shopify Storefront API, and a coaching platform for weekly client check-ins.

  • Personalised plans generated automatically
  • Full control of the storefront experience
  • Coaching check-ins, progress photos and measurements in one place

Shopify Storefront API / Angular / Integrations

Legal technology

Turning professional networks into fee-earning work

Built a platform that helps law firms win new work from the connections they already have.

  • Designed so later phases could extend it safely
  • Network analysis optimised for speed
  • Continuous delivery from the first release

Symfony / Angular / AWS / D3.js

How we work

  1. Talk it through

    Tell us about the project, the role or the problem. We’ll say plainly whether we’re the right fit.

  2. Agree the terms

    We agree the scope, the time commitment and what success looks like, on day-rate terms, on site or remote across the UK.

  3. Get up to speed fast

    We get to know your codebase, team and infrastructure early, and agree what ‘done’ looks like.

  4. Deliver, then hand over

    You get plain progress updates and reviewed, tested code, then documentation and a handover, so nothing depends on us once we’ve gone.

Start a conversation

Tell us about the project or the role.