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AI Integration Services

AI integration at MuchiTec means adding large-language-model features to your software - chat assistants grounded in your data, document search and Q&A, summarisation, data extraction and workflow automation - using retrieval-augmented generation, evaluation and guardrails so results are accurate and costs stay predictable.

What's included

AI features that earn their place - assistants and chatbots trained on your data, document search, summarisation and workflow automation - with accuracy checks and cost controls built in.

  • AI chatbots and assistants grounded in your own data
  • Retrieval-augmented generation (RAG) over documents and databases
  • Document processing, extraction and summarisation
  • Workflow automation with AI agents
  • Model selection across OpenAI, Anthropic Claude and open models
  • Evaluation, guardrails and cost monitoring

How we approach it

We start by measuring: a small test set of real questions defines what 'good' looks like before we write prompts. Features ship with source citations where accuracy matters and a cost ceiling so usage can't surprise you. Most of our AI backends are built in Python with FastAPI.

Who it's for

  • Support and internal knowledge assistants
  • Businesses with large document collections
  • Teams automating repetitive back-office work
  • OpenAI
  • Claude
  • RAG
  • Automation

FAQ

AI Integration FAQ

Common questions about our ai integration service.

  • Yes. MuchiTec adds AI features such as chat assistants, document search, summarisation and data extraction to existing web, mobile, desktop and ERP systems. The AI runs through your backend, so the product does not need to be rebuilt.

Still have questions?

Can't find what you're looking for? Ask us directly - we reply within one business day.

Let's talk

Talk to us about AI Integration

Tell us what you're building. We reply within one business day with honest thoughts on scope, timeline and cost.

  • Free consultation
  • Post-launch support
  • You own the code
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