LLM Integration & AI Chatbots
Chat and search experiences grounded in your own documents and data, with sources cited, added to your website, product or internal tools.
- RAG
- Source citations
- Your data stays yours
Accurate beats clever.
Grounded answers
Responses are built from your content, with links to the sources for verification.
Knows what it doesn't know
Low-confidence questions are escalated instead of guessed.
Measured quality
Test questions and user feedback track answer quality over time.
Answers from your knowledge, not the internet.
Knowledge ingestion
Docs, help centre, PDFs and databases indexed and kept up to date.
Retrieval (RAG)
The model answers from retrieved passages and cites where each answer came from.
Chat interface
A chat widget or search experience that fits your product and brand.
Guard-rails
Topic limits, PII handling and hand-off to a human when the bot isn't sure.
Questions, answered.
Will the chatbot make things up?
We minimise it by grounding answers in your content, showing sources and escalating low-confidence questions to a human.
Where is our data stored?
In infrastructure you control where possible, with providers configured not to train on your data.
Can it work in multiple languages?
Yes. Modern models handle many languages; we test the ones your customers use.
Other AI & Automation services.
Workflow & Business Automation
Scripts, bots and event-driven automations that move data between your apps and remove manual copy-paste.
Have a project in mind?
Tell us what you're building, what's slowing your team down or what you'd like to automate. We'll come back with honest next steps and a clear estimate.
No obligation and no sales script.