Netatum Limited is an AI integration & consulting studio. We exist for the hard part — taking frontier models out of the demo and into production, where they have to be reliable, governed and measurably useful every single day.
We started Netatum in 2019, back when "putting AI into production" meant fighting your own infrastructure as much as your models. Many production systems later, our conviction has only sharpened: an AI feature that can't be trusted, traced or improved isn't finished — it's a liability with good marketing.
So we build differently. Every engagement is engineered to ship, and then to keep working: grounded in your real data, wrapped in evaluation and guardrails, and instrumented so you can see exactly what it does and why. We also run two products of our own — Storybench and Quillcaster — which keeps us honest about the difference between a clever prototype and software people depend on.
A model output is a probability, not a promise. The discipline of applied AI is turning that probability into something a business can stand behind — with retrieval it can cite, agents it can constrain, and metrics it can defend to a regulator or a board.
They shape which projects we take, how we build, and what we'll tell you even when it isn't what you hoped to hear.
We test against your data and honest metrics, not cherry-picked demos. If a use case won't work, you'll know early — while it's cheap to change course.
Value in production beats perfection on a branch. We get a safe first version live, then tune it with real usage and real feedback loops.
Guardrails, evaluation and human-in-the-loop aren't bolted on at the end. They're part of the architecture from the first sprint.
Clear scopes, honest trade-offs and no black-box magic. You get to see how the system reasons, what it costs, and where it can fail.
One team covers the whole lifecycle — from the first retrieval experiment to the dashboards your ops team watches at 3am.
No handoffs to a junior team after the pitch. The people who scope your project are the people who build and run it — one accountable delivery team from first workshop to production.
We translate messy business problems into scoped AI roadmaps, and tell you honestly what AI can — and can't — do before a line of code is written.
RAG, agents and generative pipelines built to production standards — with evaluation, guardrails and observability baked in from day one.
We stay on after launch: monitoring, cost budgets, retraining and the uptime our clients depend on — reachable at support@netatum.com.
Netatum Limited is a registered AI integration & consulting company. Whether you're a startup or a regulated enterprise, you're contracting with the same team that does the work.
Tell us about your data, your workflow and your goal. We'll give you a straight answer on what production-grade AI can do for you.