From first principles to shipped binaries.

A European medical-imaging AI company building specialist segmentation SDKs for OEMs, headquartered in Italy and working in English.

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Who we are

A specialist company built around applied mathematics, medical-volume engineering, and the discipline required to ship binaries inside someone else's product.

Differentiable Solutions builds software components for medical-imaging OEMs. We work at the seam between mathematical depth and product reality: the geometry of volumes, the engineering of pipelines, and the software boundaries that let a release stay stable.

Our perspective on segmentation is longer than the current model cycle. The field carries a technical lineage from level sets and atlases to statistical shape models and modern learned systems. That long memory matters when reliability is part of the product rather than an afterthought.

CBCT image segmentation is the current beachhead: dental first, then adjacent CBCT anatomies as product evidence and OEM demand justify. The broader company ambition is to keep working on the fundamental problems of medical-imaging segmentation, not to suggest that one product will expand across all of medical imaging.

Mission

Turn deep imaging-AI work into software components OEM teams can actually ship, validate, and maintain.

Direction

Move one defensible product step at a time: narrow promises, solid artifacts, and partnerships that compound into a broader company.

From first principles

The company view is simple: understand the underlying structure, state boundaries clearly, and ship work that survives outside the lab.

fig. 1.01
  • First principles

    Start from geometry, numerical stability, and hard constraints rather than inherited assumptions.

  • Honest boundaries

    Say what the product does, what it does not do, and where responsibility changes hands.

  • Shipped responsibility

    Prefer binaries, documentation, and repeatable release work over impressive but fragile demos.

Team

The public team surface stays sober by design: depth first, titles second.

We describe the team by the work it can own in public: applied mathematics, embedded software delivery, and partnership execution around imaging products and data provenance.

  • Applied mathematics

    First-principles technical direction

    Work that begins from the structure of medical volumes, numerical behaviour, and the limits that real products impose.

  • Production engineering

    Embedded software delivery

    Engineering that takes a capability from prototype to stable interface, release discipline, and binaries that fit a customer's build and deployment reality.

  • Partnership execution

    OEM and clinical collaboration

    Relationships shaped around dataset provenance, validation studies on retrospective anonymised data, and partner conversations that stay clear about roles and obligations.

Public titles matter less to us than whether the work lands in a customer's release process and withstands scrutiny once it does.

Where we are

Europe matters here — and Italy in particular, both as our home and as our company structure.

European company, headquartered in Italy

Differentiable Solutions is a European S.r.l. headquartered in Italy, and operating in English with EU and global partners.

Corporate hygiene

European corporate hygiene is part of how we work: formal approvals where they belong, clear records of commitments, and a disciplined separation between company decisions and engineering enthusiasm.

That structure is not overhead for us. It is part of building a company that OEMs, partners, and future regulators can take seriously.

Want the company story in one conversation?

If you are an OEM, investor, or clinical partner and need the short version with context, talk to us.