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AI & automationCustom AI integrations

AI built into the software your team already opens every morning.

Rather than another tool to log into, we put AI where the work already happens: inside your app, your customer portal, your CRM or your website. Content, answers and decisions in the screen your team is already looking at.

If any of this is you

  • Another dashboard nobody opens.
  • Your product needs an AI feature and your developers are busy.
  • Generic chatbots that do not know your data.
  • A pilot that worked in a demo and never made it to production.

What is included

Built in, deployed, and kept running.

We own the full build from model integration to production deployment. You own the code and the accounts when it is done.

Language models in your existing apps
Generating content, answering questions and assisting decisions inside the software you already run.
AI features for your product
New capabilities added to your web or mobile app, or a new AI-powered product built from scratch.
Predictive dashboards
Real-time views on your own data that surface what is about to happen, not only what did.
Internal assistants
Trained on your company's knowledge, answering staff questions and surfacing policies where people already work.
Production engineering
Deployment, monitoring, cost controls and retraining. The part that turns a demo into something your team relies on.
You own it
The code, the accounts and the documentation are yours. No per-user licensing and no dependency on us to keep the lights on.

For your technical lead

Models
OpenAI and Anthropic APIs, chosen per task; not tied to one vendor
Stack
Python, Node.js, React and Next.js
Retrieval
Vector search over your own data so answers are grounded in it
Cloud
Microsoft Azure first; AWS where you already run there
Security
Keys and data in your accounts; access scoped and audited
Delivery
Two-week sprints with a live staging link, the same way we build software

What it costs

Free to find out. Fixed price to build. Monthly to keep it working.

How it works

Scoped, built in sprints, shipped to production.

Integration work follows our software process, with the AI-specific steps added where they matter: data preparation before build, and evaluation before launch.

  1. Week 1, free

    Assessment

    Where AI would earn its place in your product or systems, and what it would connect to. Top three in writing.

  2. Week 1–2

    Solution design

    Model, data pipeline, integration points and the evaluation criteria for 'good enough to ship'. Fixed price agreed.

  3. Weeks 2–6

    Data preparation and build

    Data structured, feature built in sprints, live on a staging link you can use throughout.

  4. Week 6 onward

    Evaluate, launch and improve

    Output quality measured against the criteria, then production. The retainer covers monitoring, model updates and retraining.

What it costs

Free to assess. Fixed price to build. Monthly to keep it in production.

Model APIs are billed to your own account and we size and cap the usage. The retainer covers the engineering that keeps the feature working as models and your data change.

What the assessment involves
AI readiness assessment

Free

One week. We map where your team's time goes and hand you the top three places automation pays back, in writing. No obligation.

Build

Fixed price, quoted in writing

Scoped and priced after the assessment, before any build starts. A typical build reaches launch in about seven weeks.

Ongoing improvement

Monthly retainer, from a scope agreed at launch

Monitoring, retraining and changes as your business and data change. This is where the return compounds, and it is why we treat AI as an engagement rather than a project.

The assessment is free. Builds are quoted at a fixed price before work starts. Ongoing improvement is a monthly retainer. Final pricing depends on the systems involved, the state of your data and the integration scope, and is confirmed after the readiness assessment.

Fair questions

What product owners and technical leads ask us.

We already have developers.
Good. We work alongside them, or we build the AI layer and hand over documented code they can maintain. Either way they are not blocked on us.
Which model will you use?
The one that fits the task on accuracy, speed and cost. We are not tied to a vendor, and we design so the model can be swapped without rebuilding.
What does it cost to run?
API usage is billed to your account, so you see it directly. We estimate it during design, set caps, and tune it down after launch.
Will it still work in a year?
Only if someone looks after it. Models get deprecated, data drifts, usage patterns change. The retainer exists to keep it working, and to make it better.

Start with a free AI readiness assessment.

One week, no obligation. We look at where your team's time goes and hand you a short written report on where AI would pay back first.

  • A map of where the hours go in your business, by team
  • The top three automation opportunities, ranked
  • A fixed-price proposal for the first build, or an honest 'not yet'

Prefer to talk? Get in touch