Supporting capability · AI Integration

Intelligence thatbelongs in your product.

AI is most valuable when it quietly removes effort from real work. We integrate language models into your products and processes — chatbots that answer from your knowledge, document extraction, classification and drafting — with guardrails and human review built in.

(01) What we deliver

Inside ourai integration work.

01

AI chatbots & assistants

Customer-facing and internal assistants that answer from your content.

02

Knowledge search (RAG)

Retrieval over documents, help centres and databases with cited sources.

03

Document processing

Extract, classify and summarise invoices, forms and emails.

04

AI inside workflows

Drafting, tagging and routing steps added to existing automations.

(02) How it works

A clear pathfrom brief to launch.

  1. Step 01

    Identify

    Find tasks where AI saves real time and where accuracy can be measured.

  2. Step 02

    Prototype

    Test with your data before committing to a build.

  3. Step 03

    Integrate

    Add guardrails, human review and logging; connect to your systems.

  4. Step 04

    Evaluate

    Track quality and cost, and improve prompts and data over time.

(03) What you get

Outcomes, notjust output.

Technology we use for this work:

  • LLM APIs
  • Vector search
  • Node.js
  • Python
  • AI Automation
  • Faster answers for customers and staff
  • Less manual data entry
  • Transparent, reviewable AI behaviour
  • Predictable running costs

(06) FAQ

Questions,answered.

We design integrations so that only the data needed for a task is sent to a model provider, use providers and settings that do not train on your data where available, and keep logs under your control.

Assistants are grounded in your approved content, cite their sources and hand over to a person when they are not confident.

Available for new projects

Ready whenyou are.

Tell us about your ai integration project — we'll reply with clear next steps.

  1. 01We read every enquiry and reply with questions or a time to talk.
  2. 02A short discovery call about goals, scope and constraints.
  3. 03A clear proposal — scope, timeline and quotation.

We usually reply within one to two business days.