INDEPENDENT SYSTEMS STUDIO
DataGrub builds practical decision systems for AI intelligence, legal operations, and the workflows connecting people, process, and technology.
Ground decisions in visible criteria and trusted inputs.
Turn fragmented activity into accountable operating systems.
Translate strategy into a scope that can actually be built.
CURRENT WORK
DataGrub starts with the decision that needs to improve, then works backward into the evidence, workflow, and system required.
Assess how legal requests enter, route, progress, and become visible. Receive a maturity score and a focused 90-day roadmap.
A decision engine for comparing models, licensing, benchmarks, hardware fit, cost, deployment, and governance in one explainable view.
Small, focused tools and reference architectures for testing workflow assumptions before they become expensive constraints.
OPERATING PRINCIPLES
Better decisions do not come from more information alone. They come from structuring the right evidence around a clear choice.
Recommendations should show what they are based on and where uncertainty remains.
Scoring and tradeoffs should be inspectable, explainable, and open to challenge.
Prove the workflow with real decisions before expanding the technology around it.
ABOUT DATAGRUB
DataGrub is an independent systems studio developing practical tools for complex technology and operational decisions. The work is deliberately early, evidence-led, and designed to become more useful through real-world validation.
CONTACT
Interested in DataGrub, the AI Fit Finder, or Legal Front Door? Reach out to discuss the problem you are trying to solve.