INDEPENDENT TECHNICAL LEADERSHIP

Some problems
don’t come with
instructions.

I’m Radu Sora. I work with founders and executive teams to figure out what needs to happen, then take responsibility for making it work.

Healthcare data, knowledge graphs and the infrastructure behind them.

RADU SORA, PhD · PRINCIPAL CONSULTANTBASED IN CAMBRIDGE, UK · WORKING INTERNATIONALLY

Independent consultancy.
Working directly with you.

20+YEARS IN TECHNOLOGY
UK · US · NordicsINTERNATIONAL EXPERIENCE
PhD in EngineeringUNIVERSITY OF WARWICK

Companies I’ve worked with

01 / SELECTED WORK

A few examples.

Some problems need a few weeks of focused work. Others benefit from years of accumulated context. I’ve done both.

Definitive Healthcare

Azure to AWS, in roughly five weeks.

During a five-year engagement with Definitive Healthcare, I led their Azure-to-AWS migration and carried out most of the implementation myself. It took roughly five weeks and saved the business approximately $2 million in annual infrastructure costs.

Part of a five-year working relationship.

$2mAPPROXIMATE ANNUAL SAVING · USDAZURE AWS · ~5 WEEKS

Definitive Healthcare & Forian

Making healthcare data useful.

My work across these businesses has included US claims processing, patient and provider identity resolution, reference data, affiliations and key opinion leaders. It brings together data engineering, domain knowledge and the practical constraints around sensitive data.

HEALTHCARE DATA / IDENTITY / PLATFORMS

Proagrica · LexisNexis

Modelling what the data means.

I built ontologies for Proagrica, working with RDF and SPARQL. That experience still informs how I approach data products: understand the concepts and relationships in the domain, and make that understanding part of the system.

ONTOLOGIES / RDF / SPARQL
More about my experience

02 / WHERE I CAN HELP

The areas I know well.

I tend to follow a problem across disciplines. These are the areas where I’ve spent a lot of time getting my hands dirty.

01

Healthcare data

I’ve spent years working with US claims data and the problems that come with it: resolving identities, connecting providers and organisations, and turning those relationships into useful products.

  • Claims, tokenisation & entity resolution
  • Provider affiliations & expert networks
  • HIPAA, de-identification & data-use constraints
Talk about healthcare data
02

Ontologies & graphs

What does a record represent? How does it relate to everything else? I’ve built ontologies and worked with knowledge graphs to make those answers explicit. These questions also matter when building useful AI systems.

  • Domain modelling, RDF & SPARQL
  • Knowledge graphs & semantic integration
  • Data foundations for AI & agents
Talk about connected data
03

Platforms & economics

I care about what a platform costs to run, how it behaves under load, and whether the team can look after it. I work through the architecture, test the assumptions and get involved in the implementation.

  • AWS, Kubernetes & cloud migrations
  • Spark, ClickHouse & data processing
  • Reliability, automation & operating costs
Talk about your platform

03 / HOW I WORK

Give me the context.
I’ll get to work.

I work directly with founders and senior executives, with the freedom to find problems, question assumptions and do something about them. I stay close to the technology and lead by example.

Some of my best work has come from long relationships. Understanding the business over time helps me spot things that are easy to miss from the outside.

Trust, honest conversations
and room to get on with it.
  1. 01

    Find the problem worth solving.

    I start with the business, the data and the people doing the work. Sometimes the most useful contribution is noticing a problem before it becomes an expensive commitment.

  2. 02

    Question it. Test it.

    I want to understand why a design makes sense. That means looking at evidence, running benchmarks and counting the cost of running it. A fashionable tool still has to earn its place.

  3. 03

    Take responsibility for delivery.

    I design, write code, work through the awkward details and help the team move forward. I explain the reasoning as we go, so the people looking after the system understand the choices behind it.

Radu Sora, founder and principal consultant at Polysemantic
RADU SORA, PhD · CAMBRIDGE, UK

04 / A BIT ABOUT ME

Hello, I’m Radu.

I tend to follow my curiosity.
It has proved useful.

I’m based in Cambridge, UK, and have spent over 20 years working with technology businesses across the UK, Silicon Valley and the Nordics. Polysemantic is my independent consultancy. When we work together, you work directly with me.

My background spans healthcare data, media analytics, agriculture, low-latency trading and financial services. My PhD in Engineering at the University of Warwick used semantic technologies to infer viewers’ interests from the online video they watched.

I like getting into subjects that seem interesting, sometimes in more detail than is strictly necessary. Often something from one field turns out to be useful in another. I value independent thinking, direct feedback and people who take responsibility for their work.

GET IN TOUCH

Tell me what
you’re working on.

A difficult technical problem, a data product that could work better, or an idea you think we could build together. I’m happy to have a conversation.

hello@polysemantic.dev

A few lines about the problem is plenty.

Or connect on LinkedIn