AI & LLM integration
LLMs wired into your product, properly.
Add AI where it earns its place: retrieval over your own data, agents that do real work, and model-shaped features wired into your product cleanly — not a bolted-on chatbot.
What you get
What's included
Concrete deliverables, scoped to what your project actually needs.
RAG over your data
Retrieval and embeddings so answers are grounded in your documents, not the model's general knowledge.
Agents & tools
Tool-using agents that take actions in your systems, not just chat about them.
Clean integration
The model sits behind a sensible API, with cost, latency, and fallbacks handled.
Human-in-the-loop
Review and approval designed in wherever a wrong answer would actually cost you.
Who it's for
Common projects we take on
A few of the situations this service is built for. If yours is close to one of them, it usually fits.
A support team buried in tickets
You're a support or operations team fielding the same questions that your help articles and past tickets already answer. We build a retrieval assistant that drafts grounded, cited replies for your agents to review and approve before anything reaches a customer.
Documents nobody can actually search
Your contracts, SOPs, and internal wikis hold the answers, but keyword search never surfaces them. We build a search layer that reads the actual question, retrieves the right passages, and answers with citations back to the source document.
Repetitive back-office steps to automate
You have manual work like reading incoming emails or forms, pulling out the fields that matter, and updating records. We build a tool-using agent that carries out those steps inside your existing systems and hands anything uncertain to a person.
Where it fits
Part of AI Tools & LLM
One of the ways we work across this part of what we do — see the bigger picture and related work.
FAQ
Frequently asked questions
Yes — that's most of this work. We wire a model into your existing product behind a clean API, focused on where it genuinely adds value rather than bolting on a chatbot.
Have a model-shaped problem?
Tell us what you're trying to do with AI. We'll be honest about where it helps — and build the part that does.
Start a project