About

Graphnoe builds AI systems that businesses run every day, not demos that impress once and are quietly switched off.

Who you actually work with

Graphnoe is the practice of Aziz Riskulov, a full stack engineer who has spent years shipping software other people depend on. You deal with the person building the thing. Nothing is handed to a junior after the call.

What we are good at

The part most AI work skips: connecting a language model to systems that already hold real data, and then proving it behaves. Voice agents that write into a CRM correctly. Assistants that answer from your documents rather than from guesses. Automations that a person approves before anything leaves the building.

How we work

Paid discovery first, always. We look at what your team repeats and where enquiries go cold, then tell you honestly what is worth automating, including when the answer is nothing. Building starts only once that is agreed. You can read the three steps on the home page.

What we will tell you

If a system should not run unattended, we will say so. If the payback on an idea is not there, we will say that too. That is worth more to you than an agency that says yes to everything, and it is why the first engagement is small enough for you to find out cheaply.