Why clients come here
Most teams arrive after default similarity measures, centroid baselines, or ad hoc rules stop giving them an answer they can trust in front of the business. The studio exists to turn that ambiguous state into a defensible path.
About
A team-led clustering lab built around difficult clustering work.
De Novo Clustering operates as a team-led lab. Engagements stay small, direct, and specialist, with the delivery model shaped around the actual difficulty of the clustering problem.
What experience changes
Experience matters most when the problem is not purely algorithmic. Mixed signals, uneven density, temporal drift, and weak interpretability are usually solved by recognizing which assumptions have already failed and which ones should be tested next.
How the work is run
The service motion stays direct: brief, assess, plan of action, validate, deliver. That keeps the work accountable and prevents a business problem from turning into a vague modeling exercise.
Start here
Speak directly with the person who will review the brief.
No sales relay, no anonymous handoff, and no need to overspecify the problem before the assessment has happened.
Start a technical review
Send the brief, get an assessment, and receive a plan of action within one business day.