Melvin CodesInside the work
Built around your business
AI systems
Put AI to work where the result can be checked.
Start with what needs to change.
Teams with a repeated knowledge task, usable source material, and someone accountable for the result.
We design AI-assisted workflows around a defined task, useful context, and a clear review point. That can mean working with documents, drafting content, finding information, or supporting a team’s software delivery.
We agree how a result will be evaluated and what happens when information is missing or a provider is unavailable. The scope includes the human workflow around the model.
What the work can include.
We agree the deliverables and acceptance criteria around your project before implementation begins.
- A mapped workflow and evaluation criteria.
- An integrated prototype or scoped production release.
- Review controls, failure handling, and operating notes.
A clear path through the work.
- 1
Choose one useful task and its success criteria.
- 2
Prototype with representative, approved examples.
- 3
Evaluate, integrate, and hand over the agreed workflow.
Relevant work
See the thinking in practice.
Before we talk.
Do we need AI for this?
We begin with the task. If ordinary software or a simpler integration fits better, we will recommend it.
Will the AI act without approval?
We agree permissions and review points during discovery. Actions with meaningful consequences need explicit handling in the design.
Let’s find your next move
What could work
better in your business?
Bring the bottleneck, the ambitious idea, or the system you’ve outgrown. We’ll help you find a useful way forward.
- A conversation about your business
- An honest assessment of fit
- A clear next step, agreed together