AUTOMATE
AI integration for the systems you already have.
We're not an AI agency. We're a software studio that ships AI integrations competently. Chatbots trained on your knowledge base, document summarisation that actually works, smart search across your data, MCP servers for agentic workflows — built into the products you already have.
Who this is for
Three patterns we see most often. If one of these sounds like your team, this service likely fits.
Support teams swamped by repetitive questions
60% of incoming tickets are 'where is my order?' or 'how do I reset my password?'. A trained chatbot deflects most of them.
Companies sitting on document libraries
PDFs, contracts, internal wikis. People can't find what they need. Semantic search finds it in one query.
Product teams adding AI features carefully
You want AI in your product without shipping the hallucinating demo every other startup released last year.
What you get
- Chatbot trained on your knowledge base — docs, help centre, internal wiki
- Semantic search that actually finds the right document
- Document summarisation for contracts, reports, support tickets
- Custom MCP servers exposing your internal tools to AI agents
- Guardrails, fallback flows, and the ability to hand off to a human cleanly
- Cost monitoring and rate limiting so AI spend stays predictable
Our approach
How a typical ai integration & chatbots project moves from first call to live in production.
- 01
Honest scoping
We tell you which of your problems AI actually solves and which it makes worse. Not every project should ship with AI.
- 02
Pick the model and stack
OpenAI, Claude, or Gemini — chosen by capability and price for your task, not brand loyalty.
- 03
Build with guardrails
Prompts versioned in code, output validated, fallback to human when confidence is low. No silent hallucinations.
- 04
Measure and iterate
Track deflection rate, satisfaction, and cost per interaction. We tune until the numbers actually justify the spend.
Stack we use
Boring, proven tools that other senior developers can maintain. No exotic choices that lock you in.
- OpenAI
- Anthropic Claude
- Google Gemini
- LangChain
- Vector DBs
- Next.js
- Node.js
Ready to start?
Get a scoped estimate within 24 hours, or book a 15-minute call to talk through your project.
Common questions
The questions clients ask most before starting a ai integration & chatbots project.
Related services
Other things we do in the same category. Often shipped together.
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Learn moreStart your project
Have a project in mind?
Tell us what you're trying to build. We'll send a scoped estimate within 24 hours.
No sales pitch. No CRM autoresponders.