Connecting Tech Initiatives to Measurable Value
We help enterprises extract Real Intelligence from the AI they have already invested in. We connect value across data, BI, and AI, on infrastructure they control, with models they own.
The problem we see
Enterprise intelligence spending is accelerating, but the return isn't keeping up. Most organizations can't answer basic questions: What is our data actually worth? Which AI initiatives are delivering? Where is sensitive data flowing when we use third-party models?
The mega-scale AI vendors want to sell you API seats and pull your data into their infrastructure. The big consulting shops will sell you a transformation roadmap and staff it with junior associates. Neither solves the foundational problem: your data isn't managed as an asset, your models aren't running where security demands, and your spend isn't tied to measurable value.
The gap isn't ambition — it's the practical work of building intelligence infrastructure that is governed, private, and accountable to outcomes.
How We Work
Four phases, each designed to make the next one faster — and to leave you less dependent on us.
Manage and value your data assets
Most enterprises know their data has value but can't quantify it. We assess what you have, how it's governed, and what it's actually worth — then build the infrastructure to treat it as the strategic asset it is. Without this, every intelligence initiative is guessing.
Run models on your infrastructure
Your data shouldn't leave your environment to become useful. We deploy open-weight models on your cloud or on-prem infrastructure — no API dependencies, no vendor lock-in, and no security trade-offs. Your models, your data, your control.
Close the gap between AI spend and AI value
Enterprises are spending more on intelligence tooling every quarter, but most can't tie that spend to measurable outcomes. We connect the investment to the return — mapping which initiatives are delivering, which are stalled on bad data, and where the next dollar creates the most value.
Build internal capability that lasts
We don't build dependencies. Your teams end the engagement understanding their data, operating their models, and extending both without calling us. Our success metric is that you don't need us anymore.
Who We Are
We're a small team of senior engineers and data architects who have built and operated data infrastructure at enterprise scale. We've seen what works and what doesn't — and we've seen how much time and money gets wasted when companies skip the foundations.
We started userdata because we kept seeing the same pattern: smart organizations with real data, unable to use it because nobody had done the boring, critical work of making it usable. We do that work — and we do it in a way that builds your team's capability, not our billable hours.