We design and build LLM-powered features — search, summarisation, chat, document extraction — grounded in your data and evaluated before they ship.
Retrieval-augmented generation, not generic chatbot answers.
We pick the right model for cost, latency and accuracy.
Tested against real cases, not just a demo script.
Rate limits, fallbacks and monitoring built in from day one.
A working demo is the easy part — we take it through evaluation against real queries, cost and latency tuning, and guardrails, so what ships holds up in front of real users and real edge cases.
Every engagement draws on the same core capabilities, scoped to what your project actually needs.
A core part of every AI / LLM Solutions engagement.
A core part of every AI / LLM Solutions engagement.
A core part of every AI / LLM Solutions engagement.
A core part of every AI / LLM Solutions engagement.
A core part of every AI / LLM Solutions engagement.
A core part of every AI / LLM Solutions engagement.
Define the use case and success criteria.
Build a working version against real data.
Test against real queries and edge cases.
Deploy with monitoring, fallbacks and guardrails.
From startups to large enterprises, AI / LLM Solutions engagements are scoped to fit the team on the other side.
Every engagement is scoped to your project. These are the three ways teams typically work with us.
For well-defined projects with clear requirements.
For ongoing product work and evolving scope.
Large-scale builds with compliance & SLAs.
We're model-agnostic — choosing between leading providers based on accuracy, cost and latency for your specific use case.
We ground answers in your own data via retrieval-augmented generation, and add guardrails and evaluation before anything ships.
Yes, AI features are built to integrate with your existing systems, including Umbrella Tech's own products.
We build a feature grounded in your data, evaluated for your use cases, with monitoring and guardrails — not a generic chat window.
AI / LLM Solutions is often scoped alongside these services.
Tell us what you're trying to build. We'll scope it and get back within one business day.