AI integrationTypical timeline · 2–6 weeks

Add useful AI features to the product you already have.

Smart search, summaries, drafting and in-app assistants added to your website, SaaS product or internal tool, with costs capped and the AI model easy to swap later, quoted before we start.

OpenAI, Claude & open modelsPythonNext.jsNode.js
At a glance
01Features users noticeWe start with the feature that saves your users the most time.
02Costs under controlUsage limits, caching and the right-sized model.
03No lock-inBuilt so the AI provider can be changed without a rewrite.
Sound familiar?

Why businesses come to us for AI integration.

01

Customers expect AI features

Competitors are adding AI search and assistants, and your product feels behind.

Our fix — focused AI features that solve a real user problem.
02

Worried about cost

AI usage bills can grow quickly without limits.

Our fix — caps, caching and cheaper models where they are good enough.
03

Worried about quality

AI that is wrong in front of customers damages trust.

Our fix — testing on real data and a human review path.
What’s included

Everything in our AI integration service.

You get a fixed quote before any work starts, and anything outside the scope is agreed with you first.

Feature scoping

We pick the AI feature with the clearest value.

Model selection

OpenAI, Anthropic or open models, compared on your data.

Search over your data

Retrieval so answers come from your content.

Guardrails

Moderation, limits and fallbacks when the AI is unsure.

Evaluation

A test set of real examples, rerun before every change.

Monitoring

Usage, cost and quality tracked after launch.

Built with
OpenAI, Claude & open modelsPythonNext.jsNode.js
How it works

Four simple steps, no surprises.

0130 minutes

Free consultation

We look at the task you want to hand to AI and tell you plainly whether AI is the right tool for it.

021–2 days

Fixed quote & test plan

A written price plus the real questions or documents we will test it on before launch.

031–4 weeks

Build & test

We build it, test it on your real content, and show you what it gets right and wrong.

04Ongoing

Launch & monitor

It goes live with logging and cost limits, and we tune it as real use comes in.

Technologies & tools

What we use for this.

Mainstream, well-supported tools, set up in your name. Follow a link to see when we recommend each one.

OpenAI, Claude & open models

The AI models behind our chatbots, automation and AI features.

Technology · AI

Python

Our language for AI, data processing and automation.

Technology · AI & data

Next.js

The React framework we use for fast custom sites and web apps.

Technology · Websites & web apps

Node.js

JavaScript on the server for APIs, integrations and back ends.

Technology · Back end
Industries

Popular with these industries.

FAQ

AI integration questions.

If your question is not here, ask it on the free consultation call.

What AI features can you add?

Search that understands questions, summaries of long documents, drafting help, classification and in-app assistants are the most common.

Which AI providers do you use?

OpenAI, Anthropic and open-source models. We compare them on your data and build so the provider can be changed later.

Is our data used to train the AI?

We use business API settings where providers do not train on your data, and we only send the data a feature needs.

How is it priced?

Development gets a fixed quote before we start. AI usage is billed by the provider to your account, with limits we set together.

Ready to talk about AI integration?

Tell us what you need. You will get honest advice and a fixed quote, usually within one business day.