NodeAI Diagnostics
NodeAI Diagnostics is a Hamilton, Ontario-based medical device software company founded in 2023 that develops AI-driven real-time decision support for EBUS-TBNA lung cancer staging procedures, targeting hospitals, thoracic surgeons, and OEM partners.
- Company typePrivate
- Founded2023
- HeadquartersHamilton, Canada
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What NodeAI Diagnostics does
NodeAI Diagnostics Corp. is a Hamilton, Ontario-based medical device software company founded in late 2023 that develops AI-driven tools to improve lung cancer staging by enhancing ultrasound analysis during EBUS-TBNA (endobronchial ultrasound-guided transbronchial needle aspiration) procedures. The company's platform addresses the clinical problem that approximately 40% of EBUS-TBNA procedures yield inconclusive or inaccurate staging results due to operator variability and the technical complexity of the procedure, leading to repeat biopsies and treatment delays. NodeAI is targeting healthcare institutions with bronchoscopy suites, thoracic surgeons and interventional pulmonologists, medical learners, and OEM partners who manufacture EBUS towers and processors.
The platform is built on nearly a decade of peer-reviewed research by co-founder and CMO Dr. Waël Hanna and is powered by a proprietary dataset of 3.2M+ ultrasound images and videos paired to pathology, described as one of the largest EBUS datasets in the world. The product suite comprises NodeAI OS (a platform foundation handling video ingestion, image storage, secure model serving, audit logging, and EMR integration, running on NVIDIA-powered edge hardware for bedside inference), NodeAI Guide (real-time lymph node detection and segmentation overlaid on live EBUS ultrasound), NodeAI Predict (per-node calibrated malignancy probability scoring), and NodeAI Analytics (cross-site benchmarking, training, credentialing, and procedure-volume forecasting). Validated performance on a 521-node held-out test set includes 96.91% specificity and an AUC of 0.701 for predicting malignancy from B-mode ultrasound images.
NodeAI is pre-commercial, operating as a research and evaluation platform with products undergoing multi-centre clinical trials (6 active sites with 9 more in activation across North America; ClinicalTrials.gov NCT06540196) and pursuing FDA 510(k) clearance. The planned revenue model is Software as a Medical Device (SaMD) delivered via subscription or licensing to healthcare institutions, with the go-to-motion combining direct enterprise field sales to hospitals and OEM partnerships. To date, the company has been funded exclusively through non-dilutive grants totalling approximately C$750K from FACIT, INOVAIT, and the Ontario Centre of Innovation, and has assembled board advisors including Prof. Kazuhiro Yasufuku (co-inventor of EBUS-TBNA) and Prof. Moishe Liberman.
NodeAI Diagnostics firmographics
Firmographics- Name
- NodeAI Diagnostics
- Legal name
- NodeAI Diagnostics Corp.
- Website
- https://nodeai.ca
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- NodeAI Diagnostics is a Hamilton, Ontario-based medical device software company founded in 2023 that develops AI-driven real-time decision support for EBUS-TBNA lung cancer staging procedures, targeting hospitals, thoracic surgeons, and OEM partners.
- Ownership category
- akta.pro rank
NodeAI Diagnostics industry classification
Industry- Product category
- Clinical Decision Support Software
- NAICS
- Scientific Research and Development Services (5417), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Surgical & Medical Instruments & Apparatus (3841), Services-Commercial Physical & Biological Research (8731)
- akta.pro primary industry
- Edge-Based Clinical Decision Support & Alerts (On-Device/On-Prem Analytics) (HLACAPAL)
- akta.pro secondary industry
- Site & Investigator Platforms (Site Payments, Feasibility, Activation) (HLACAOAJ)
Keywords
Where NodeAI Diagnostics is headquartered
LocationHeadquarters
- HQ city
- Hamilton
- HQ country
- Canada
- HQ region
- North America
Offices1 record
Markets served
NodeAI Diagnostics business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Others, Operations, Marketing or Sales
Revenue model
- Software as a Medical Device (SaMD): NodeAI is developing its platform as Software as a Medical Device. Currently operating as a research and evaluation platform. In future clinical deployments, the company will likely pursue subscription or licensing arrangements with healthcare institutions. The company states it may qualify as SaMD and is pursuing regulatory clearance.
Go-to-market motion2 records
Distribution channels2 records
Marketing channels5 records
NodeAI Diagnostics product offering
Product offeringCore offering
NodeAI develops an AI-powered software platform (Software as a Medical Device) that provides near-real-time decision support during EBUS-TBNA procedures for lung cancer staging. The platform delivers real-time lymph node detection and segmentation overlaid on live ultrasound, per-node malignancy probability scores, and cross-site benchmarking and reporting. It runs on an NVIDIA-powered edge device at the bedside, requiring no cloud dependency, and is designed to integrate with standard EBUS towers and processors without disrupting clinical workflow.
Product overview
NodeAI is a workflow-integrated AI platform for endoscopy-enabled care, consisting of one platform foundation (NodeAI OS) and three intelligent modules (NodeAI Guide, NodeAI Predict, and NodeAI Analytics). NodeAI OS serves as the platform layer handling video ingestion, image storage, secure model serving, audit logging, and EMR integration, running on an NVIDIA-powered edge device at the bedside. NodeAI Guide provides real-time lymph node detection and segmentation during EBUS procedures. NodeAI Predict delivers AI-powered per-node malignancy probability scores. NodeAI Analytics provides procedure benchmarking, training, and quality dashboards across connected sites.
Differentiator
Problem solved
Functional benefit
Products and services
- NodeAI OS NodeAI OS is the platform foundation that hosts all NodeAI modules. It handles video ingestion, image storage and reporting, secure model serving, audit logging, and EMR integration, running on an NVIDIA-powered edge device to deliver real-time analysis at the bedside. Engineered to medical device standards, it is intended for thoracic surgeons, interventional pulmonologists, and endoscopists performing EBUS-TBNA procedures in hospitals and bronchoscopy suites.
- NodeAI Guide NodeAI Guide performs real-time lymph node detection and segmentation overlaid directly on the live EBUS ultrasound image. As operators sweep through the mediastinum, target lymph nodes are detected, outlined, and tracked automatically, reducing operator variability across experience levels. It is intended for endoscopists and thoracic surgeons performing EBUS-TBNA procedures.
- NodeAI Predict NodeAI Predict is an AI-powered decision support module that returns a calibrated cancer risk score for each lymph node. It analyzes EBUS images and returns a per-node malignancy probability in seconds before the next biopsy decision, built on pathology-confirmed data. It is intended to assist endoscopists in biopsy targeting during EBUS-TBNA procedures.
- NodeAI Analytics NodeAI Analytics is a reporting and benchmarking layer that runs across every connected site. It provides procedure benchmarking, clinical training software, quality dashboards, scorecards, operator analytics, automated reports, case logs, credentialing infrastructure, and procedure-volume forecasting for healthcare institutions and clinical training programs.
- Canada Lymph Node Score (CLNS) The Canada Lymph Node Score (CLNS) is a 4-point ultrasonographic scoring system developed to assess malignancy risk in mediastinal lymph nodes during EBUS-TBNA, designed to standardize how endoscopists identify higher-risk targets for biopsy. It underpins NodeAI's clinical framework and is referenced in the platform's malignancy assessment logic.
Quantifiable outcome
- 96.91% specificity and AUC of 0.701 for predicting malignancy from B-mode EBUS ultrasound images
- +3 more outcomes
Companies that use NodeAI Diagnostics
Customer profileSegments5 records
Ideal customer profiles2 records
NodeAI Diagnostics technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration1 record
AI capability7 records
Feature5 records
NodeAI Diagnostics partnerships and signals
Strategic signalPartnerships
Six partnerships are on record, tiered core and supporting.
- Prof. Moishe Liberman (Board Advisor)coreProf. Liberman is internationally recognized thoracic surgeon and educator, Director of Endoscopic Tracheobronchial and Oesophageal Center (C.E.T.O.C.) at CHUM, and Medical Director of CHUM's Multidisciplinary Robotic, Endoscopic, and Minimally Invasive Surgery Program. Joins as Advisor to Board providing guidance on medical and clinical research matters.
- Prof. Kazuhiro Yasufuku (Board Advisor)coreProf. Yasufuku is globally recognized leader in thoracic surgery and pioneering innovator in lung cancer diagnostics. Co-inventor of EBUS-TBNA procedure. Currently Head of Division of Thoracic Surgery and William Coco Chair in Surgical Innovation for Lung Cancer at University Health Network (UHN). Joins as Advisor to Board providing strategic guidance on lung cancer staging, surgical innovation, and minimally invasive diagnostics.
- McMaster UniversitycoreFounding team originated from McMaster University where Dr. Waël Hanna serves as Division Head of Thoracic Surgery. Company based in Hamilton, Ontario near McMaster Innovation Park. Represents academic-clinical partnership underpinning technology development.
- McMaster Innovation ParksupportingNodeAI is part of Hamilton's growing life sciences cluster operating out of or near McMaster Innovation Park. Several of the 10 LSIF recipients are based in Hamilton with operations at MIP.
- TIAP (Toronto Institute for Advanced Learning)supportingListed as part of NodeAI's innovation ecosystem supporting the company's development.
- St. Joseph's ResearchsupportingListed as part of NodeAI's innovation ecosystem supporting the company's development and clinical research.
Scale indicators10 records
Recent moves6 records
Expansion highlights6 records
NodeAI Diagnostics competitors and assessment
Company assessmentMarket position
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
NodeAI Diagnostics social profiles
Digital presenceNodeAI Diagnostics compliance and trust
Trust signalCompliance5 records
NodeAI Diagnostics financial estimates
Financial estimateRevenue estimate
Valuation estimate
NodeAI Diagnostics leadership team
Management profileNumber of profiles
Profiles9 records
NodeAI Diagnostics funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
NodeAI Diagnostics M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about NodeAI Diagnostics
What does NodeAI Diagnostics do?
NodeAI develops an AI-powered software platform (Software as a Medical Device) that provides near-real-time decision support during EBUS-TBNA procedures for lung cancer staging. The platform delivers real-time lymph node detection and segmentation overlaid on live ultrasound, per-node malignancy probability scores, and cross-site benchmarking and reporting. It runs on an NVIDIA-powered edge device at the bedside, requiring no cloud dependency, and is designed to integrate with standard EBUS towers and processors without disrupting clinical workflow.
Is NodeAI Diagnostics a public or private company?
NodeAI Diagnostics is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was NodeAI Diagnostics founded?
NodeAI Diagnostics was founded in 2023. It employs 1 to 10 people.
Where is NodeAI Diagnostics based?
NodeAI Diagnostics is headquartered in Hamilton, Canada, in the North America region.
How does NodeAI Diagnostics make money?
One revenue line is on record: software as a Medical Device (SaMD).
Does NodeAI Diagnostics have an API?
No public API is recorded for NodeAI Diagnostics.
What industry is NodeAI Diagnostics in?
NodeAI Diagnostics's product category is Clinical Decision Support Software. Its primary akta.pro industry code is HLACAPAL, Edge-Based Clinical Decision Support & Alerts (On-Device/On-Prem Analytics), with a secondary code of HLACAOAJ, Site & Investigator Platforms (Site Payments, Feasibility, Activation). Its NAICS code is 5417 and its SIC code is 7372.