AI Integration & Consulting
Add AI features to your existing product — RAG systems, chat interfaces, document processing and custom model deployment, built to production standards.
Most AI features fail in production for predictable reasons: no evaluation, no cost control, no grounding in real data. We build AI capabilities that survive contact with real users — retrieval systems that cite sources, structured extraction that validates its output, and agents with guardrails. Every engagement includes an evaluation suite so you can tell whether the feature is getting better or worse over time.
What you'll get out of it
Who this is for
- Products adding their first AI capability
- Teams whose AI prototype works in demos but fails with real users
- Companies with large document estates to make searchable
- Businesses evaluating whether an AI feature is worth building at all
How it works
- 1
Feasibility review
An honest assessment of whether AI is the right solution and what accuracy is realistically achievable.
- 2
Prototype & evaluate
A working prototype with an evaluation set, so quality is measured before scaling.
- 3
Production hardening
Guardrails, caching, fallbacks, cost controls and monitoring added before launch.
- 4
Handover
Documentation, dashboards and a walkthrough so your team can operate and improve it.
Frequently asked questions
Which AI provider do you build on?
Whichever fits your requirements, and usually with a fallback. We build provider-agnostic abstractions so a pricing or availability change does not force a rewrite.
How do you stop the AI from making things up?
Grounding responses in retrieved data, requiring citations, constraining output schemas, adding validation layers, and running evaluation suites that catch regressions. Hallucination cannot be eliminated but it can be measured and controlled.
What does it cost to run in production?
That depends on volume and model choice, and we model it explicitly during the prototype phase so you know cost per request before committing. Caching and model routing typically cut costs substantially.