Custom AI & GenAI Solutions
AI that shines in production, not just in demos
We develop custom AI and GenAI solutions including AI copilots, autonomous agents, and RAG systems powered by GPT, Gemini, Claude, Llama, and Mistral. We apply model fine-tuning, prompt engineering, and model validation to keep outputs accurate and infrastructure costs predictable.
Where this usually goes wrong
The patterns we see most often before an engagement begins.
Generic models, specific business
Off-the-shelf assistants do not know your products, policies, or terminology.
Answers nobody can trust
Without retrieval, grounding, and evaluation, models invent detail that should never reach a customer.
Unpredictable cost
Token spend grows quietly unless routing, caching, and context limits are engineered.
How we deliver
Four stages, each with something you can review before the next one starts.
Frame
We define what a correct answer looks like for your business before writing a single prompt.
Ground
Retrieval, tools, and permissions are designed so the model sees only what this task requires.
Build
We implement the copilot or agent with evaluations running from the first iteration.
Harden
Routing, caching, guardrails, and monitoring keep quality and cost stable in production.
What's included
Outcomes
How you can work with us
Three ways to engage, so the shape of the work matches who owns delivery.
Build to production
We deliver the copilot, agent, or RAG system end to end: architecture, evaluation, deployment, and handover to your team.
Best when you need the system live and owned.
Co-build with your team
Our engineers work inside your repository and process, with your team picking up the pattern as each piece lands.
Best when you want the capability to stay in-house.
Model and evaluation review
A focused review of an existing AI feature: what is limiting quality, what it costs per task, and what to change first.
Best when something is already live and underperforming.
What we build on
The platforms and frameworks we work with most often. We select on your constraints and existing contracts, not on a preference of ours.
Frequently asked questions
Custom AI & GenAI Solutions by industry
The sectors where this work repeats most often, and the constraints each of them brings.