Custom AI Development

The simplest AI that solves your problem. Nothing more.

Bespoke AI apps, RAG systems that answer from your own documents, fine-tuning, and integrations. We start with the simplest approach that works and add complexity only when it's genuinely needed.

The problem

Most AI projects are over-engineered before they're proven.

There are three ways to make a model work for you — prompting, RAG, and fine-tuning — and they get confused constantly, which wastes money. We start with the cheapest approach that solves your problem and only climb the ladder when the simpler step provably falls short.

your question
RAG over your data
grounded answer
reliable output
What's included

From idea to a working system.

  • Bespoke AI apps. Custom interfaces and logic built around your specific use case.
  • RAG over your data. Answers grounded in your own documents and current information, not the model's guesses.
  • Fine-tuning when needed. Specialized, consistent behavior — reached for last, when prompting and RAG aren't enough.
  • Integrations. Connected cleanly to your existing systems and data.
  • Evaluation. Tested against varied, realistic inputs so we know how it behaves, not just that it demoed.
  • Deployment & maintenance. Shipped, monitored, and kept accurate over time.
How we work

Scoped before we build.

Understand

Pin the problem and the right technical approach for it.

Prototype

Prove the core works on real data, fast.

Harden

Test the messy cases; add graceful fallbacks.

Ship

Deploy with monitoring and a maintenance plan.

Questions

Good to know

Usually not. Many projects scoped as expensive fine-tuning turn out to need good prompting plus RAG, at a fraction of the cost. We'll tell you honestly.
No. We build things you can understand, control, and maintain — not a black box only we can touch.
Systematic evaluation against real inputs, graceful failure handling, and monitoring after launch. Reliability is the whole point.
Next step

Let's scope one project together.

Free, honest, no obligation. We'll tell you whether this is worth doing — and if it isn't, we'll say so.

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