Novel architecturesfor hard problems.
We implement techniques from recent papers, design custom architectures when nothing off the shelf fits, and validate approaches before you commit resources.
Small experiments first,
then the build.
Research earns its budget by answering the hard question early, while changing the answer is still cheap.
Research to reality
We adapt cutting-edge techniques to your constraints. Limited data, tight latency, specific failure modes, all accounted for.
Custom when needed
Most problems do not need custom algorithms. When they do, we design architectures that fit your problem, not the other way around.
Validate first
Small experiments before big investments. We answer the hard questions before building the full system.
Three phases, and you
own the output of each.
No phase ends in a slide deck. Each one leaves you something you can run, read, or hand to another team.
- 01
Frame the question
We turn a vague ambition into a testable hypothesis with clear success criteria and a timeline you can defend to your team.
- 02
Run small experiments
Cheap, fast tests that answer the hard questions before the big investment. Weak approaches get killed early.
- 03
Deliver validated results
A working prototype plus the evidence: what works, what does not, and what it costs to scale.
A 12M-node knowledge graph, fused from 14 data sources, that answers multi-hop supply-chain questions in 1.8 seconds.

The rest of the work
we take on.
Most engagements start with one of these and pull in a second along the way. They share a team and a delivery rhythm.
Thirty minutes,
and three things to keep.
No deck, and no discovery phase you pay for. If the answer is that you do not need us, you get that answer on the call.
- 01
Method fit
Whether existing methods fit, or your problem genuinely needs custom work.
- 02
First experiments
Which cheap experiments to run first to de-risk the bigger investment.
- 03
Defensible timeline
A research timeline you can actually defend to your team and your board.
“If a paper already solved your problem, we’ll point you to it and save you the engagement. Custom architecture is the last resort, and that’s exactly why ours hold up.”