Esaote · 2018–present
MRI consulting, R&D and applications
Clinical protocol optimisation, international applications training and R&D input for neuroimaging and body imaging, including work on a 0.4T MRI platform.
All services
For imaging industry and technology teams
Connect product decisions with real clinical practice.
Independent physician input for manufacturers, distributors and imaging/AI teams—from clinical strategy and R&D questions to applications, education, demonstrations and customer adoption.
Best fit
When to call
- A product, startup or R&D team needs an external clinical perspective.
- A pilot, demonstration or sale needs credible use cases and success criteria.
- Customers need physician-led applications, education or adoption support.
Scope
What I do
- Clinical strategy and product positioning
- R&D input and protocol architecture
- Pilot, demonstration and use-case design
- Applications, workshops and customer adoption
Deliverables
What you get
- Clinical assessment and priorities
- Use cases, protocols or a demonstration plan
- Physician-led education or applications support
- Actionable adoption recommendations
Relevant experience
A documented record
Selected work includes MRI consulting and R&D input for Esaote, invited speaking with Siemens Healthineers Israel, Bayer radiology consulting in Belarus, and application training for local Siemens and GE dealers.
Review industry experienceSelected industry experience
From R&D questions to clinical adoption.
A multi-year record across manufacturers, local dealers, education and clinical application work. Organisation names identify experience; they do not imply endorsement.
SIEMENS HEALTHINEERS ISRAEL · 2025
Invited speaker, hybrid imaging
Invited lecture 'Whole Body Hybrid Imaging: The Best from Both Worlds' at the Annual Conference of the Israeli Society of Nuclear Medicine, sponsored by Siemens Healthineers.
Bayer Belarus · 2018–2022
Opinion-leader and clinical education work
Educational activity, radiology consulting and expert support for imaging products and clinical protocols.
Siemens & GE local dealers · 2018–2022
Application training and clinical adoption
Freelance MRI and CT application training, workflow optimisation, protocol development and user implementation in Belarus.
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ESOI Touchdown · 2025
Whole-body cancer screening
Invited lecture
Techniques, protocols, evidence and clinical limitations in whole-body MRI screening.
Israel · 2025
Whole Body Hybrid Imaging: The Best from Both Worlds
Invited speaker
Invited lecture at the Annual Conference of the Israeli Society of Nuclear Medicine, sponsored by Siemens Healthineers.
European Congress of Radiology · 2025
ECR 2025 scientific work
Conference & industry dialogue
Scientific work focused on whole-body MRI in oncologic and haematologic imaging.
European Congress of Radiology · 2025
ECR 2025 scientific work
Conference & industry dialogue
Esaote interview at ECR 2025 on clinical insight and imaging innovation.
Two layers of AI in radiology
AI does not start at the report.
Most conversations about AI in radiology begin at interpretation. In practice the first and most consequential layer sits earlier — in how the image is acquired and reconstructed.
Layer 01
At acquisition and reconstruction
Experience includes Deep Resolve on Siemens, AIR Recon DL on GE, SmartSpeed on Philips. These tools affect scan time and image quality before interpretation begins; I advise on acceleration and diagnostic trade-offs.
Layer 02
At interpretation
Triage, detection, decision-support and reporting tools. I assess whether a product fits the department's case mix, workflow and clinical question.
Radiology AI in clinical use
Hands-on experience with deployed AI tools.
Examples of systems used directly in routine clinical practice across triage, detection, decision support and reporting.
Detection & triage
Aidoc
Official product site ↗Chest CT decision support
contextflow
Official product site ↗Radiology reporting workflow
WillyAI
Official product site ↗MSK X-ray support
Gleamer
Official product site ↗Products are named descriptively to indicate categories of software used in clinical practice. No endorsement, affiliation or commercial relationship is implied, and no institution is represented.
AI advisory
Matching the tool to the clinical question.
Most radiology AI products do what they claim. The harder question is whether a given tool answers the question a department actually has, on the case mix it actually sees, inside the workflow it actually runs. That judgement belongs to a radiologist who reads the same studies every day.
- Helping select the radiology AI product that best answers the clinical question the customer is trying to solve
- Clinical assessment of whether a tool's intended use matches the real case mix, patient population and reporting workflow of a given department
- Clinical guidance during selection, implementation and ongoing monitoring after deployment
- Structured clinical feedback to developers: how a tool behaves on an unselected case mix, and where it fails
Product categories worked with in clinical practice
- Triage and worklist prioritisation — flagging time-critical findings and reordering the reading list
- Detection — automated identification of findings on radiographs and CT
- Decision support and quantification — structured assistance in chest CT interpretation and measurement
- Reporting and workflow — report generation and workflow automation
Industry Consulting & Clinical Advisory
Start with the situation, system and outcome you need.
A short initial conversation is enough to define whether this service fits and what information is needed next.