AI development & integration

Give AI a useful job in your business.

Help people find information, summarise documents or draft replies. We build AI features into websites, apps and internal tools, with a clear way to check their work.

Discuss an AI idea

A conversation is a good place to start. No technical brief needed.

Find the useful starting point.

An illustrative summary with the original kept beside it for review.

  • Source: a five-page brief
  • Draft: scope and open questions
  • Review: compare with the original
Illustrative example · No AI service runs here.

Who we can help

Does this sound like you?

  • Teams spending time on repeated reading, searching or drafting.
  • Businesses with useful information spread across documents.
  • Product teams adding a specific AI feature to an existing service.

What we can build

What you get.

We agree the features and responsibilities for your project before starting.

A focused task to test

Choose one task and examples of a good answer. We test whether AI is suitable before planning a wider rollout.

A feature inside your tools

Make the feature available where people work. We agree what information it can use, who can access it and how the result is presented.

Review and fallback steps

Let people check results and correct mistakes. We define what happens when information is missing, an answer is wrong or a service is unavailable.

How we work with you

From the first conversation to delivery.

01

Choose one useful task

Start with a repeatable task and agree what a useful result would look like.

02

Agree examples and boundaries

Choose approved information, sample inputs, review responsibilities and limits.

03

Try a small working example

Compare the output with the source and assess running costs, response time and errors.

04

Review before expanding

Decide together whether to improve, extend or stop the trial based on what it demonstrates.

See how a project works

Before you decide

Cost, responsibilities and support.

01Price and running costs

Document volume, model usage, connections and testing affect costs. The AI provider may charge separately for use; we discuss these ongoing costs early.

02Information and access

We identify what data the task needs, whether it may be shared with a provider and who is allowed to use it. Sensitive information needs an agreed handling plan.

03After launch

Models and source information change. Agree who reviews results, updates the content, monitors costs and decides when the feature needs further testing.

Your questions

What else should you know?

Do we need to know which AI model to use?

No. Start with the task and examples. We compare suitable options against answer quality, cost, speed and your information-handling requirements.

Can AI make mistakes?

Yes. It can produce inaccurate or incomplete answers. We design a review step and a way to handle uncertain results. It should not quietly make consequential decisions that people are responsible for.

Can we start small?

Yes. A limited trial with agreed examples can help you decide whether the feature is useful before investing in a larger system.

For your technical team

The work can include LLM provider integration, retrieval from approved documents and evaluation against agreed examples. Retrieval helps the model use relevant information; it does not guarantee an accurate answer.

Start a conversation

Tell us what you need.

Share your idea, your current setup or the task you want to improve. We’ll help you work out the next step.

Discuss an AI idea