Work physicians repeat
Enter documentation and billing details in separate screens
Search clinical references outside the patient record
Recreate study notes and flashcards from source material
Track program requirements in separate training systems
About IGNITE
IGNITE builds physician learning and clinical workflow software.
Dr. Bhaven Murji founded IGNITE during family medicine residency after working across clinical references, board questions, procedure logs, program requirements, documentation, and patient care.
Clinical software creates repeated administrative work
Physicians move among documentation, billing, reference, and study systems that keep separate records.
Work each IGNITE product supports
MEDLearn stores questions, flashcards, notes, and case logs
Rapid Response Central presents emergency protocols and sources
MEDFlow stores defined order, referral, and authorization records
Clinicians review and sign clinical work before external delivery
EHR Documentation Burden
5.8 hours1 per 8 scheduled patient hours spent in EHR
National Comparison of Ambulatory Physician EHR Use (2024)Documentation Impedes Care
77%2 of healthcare professionals say documentation impedes patient care
AMIA 25x5 Task Force (2024) Executive SummaryDefine the record and workflow before adding automation
Documentation, references, study history, and workflow status often live in separate products. IGNITE assigns each product specific records and actions instead of claiming that one interface replaces every clinical system.
Separate source records
EMRs, transcription tools, reference databases, and study applications retain different records. Clinicians still decide which source is authoritative for each task.
Defined product records
MEDLearn stores learning records. Rapid Response Central presents protocols. MEDFlow stores defined local workflow records and keeps clinician review before signing or external delivery.
Three product design rules
These rules guide the records, controls, and evidence shown in each product.
Rule one
Reduce repeated entry
Store the study or workflow record once inside the product responsible for that record.
Rule two
Keep clinician review
Present source material and prepared records while keeping clinical review and signature with the clinician.
Rule three
Measure a defined outcome
Track question accuracy, review history, referral status, or another named result instead of an abstract engagement score.
Built on Published Research
Research Foundations
The sources below describe event-sequence models, knowledge graphs, and documentation burden that informed specific IGNITE data and interface decisions.
COMET — Microsoft/Epic Foundation Model
Largest event-level medical foundation model — proving that structured clinical event sequences can power next-generation healthcare AI.
COMET: Generative Medical Event Models (Epic & Microsoft, 2025)Long-Sequence Medical AI
Linear-time sequence modeling enabling scalable processing of complex medical histories.
Ontology-Grounded RAG
Knowledge graphs + retrieval-augmented generation — structured medical reasoning that goes beyond simple search.
OG-RAG: Ontology-Grounded Medical Advice (Microsoft)
Family Medicine spans the full outpatient blueprint
Family Medicine includes preventive care, acute complaints, chronic disease, procedures, pediatrics, reproductive care, behavioral health, and care across age groups.
1/33
of all healthcare visits are to primary care physicians
$134
saved downstream for every $1 invested in primary care
40K5
projected primary care physician shortage by 2036
83%6
growth in independent primary care practices, 2018–2023
MEDLearn provides board questions, flashcards, exams, and progress review across 8 specialties.
About the Founder
Dr. Bhaven Murji
Dr. Murji trained at St. George's University of London, worked during COVID in the UK, practiced as a locum physician in rural Wales, and completed family medicine residency in the United States.
As Chief Resident and through EMR optimization work, he reviewed documentation steps, training requirements, study tools, and the time physicians spend moving among them.
3 Continents
Clinical Experience
Chief Resident
Leadership
6 Publications
427+ Citations
Founded 2025
Ignite Health
Notable Publications
View all publicationsSARS-CoV-2 vaccination modelling for safe surgery to save lives
British Journal of Surgery (2021) · 138 citations
Timing of surgery following SARS-CoV-2 infection
Anaesthesia (2021) · 102 citations
SARS-CoV-2 infection and venous thromboembolism after surgery
Anaesthesia (2022) · 68 citations
Work with IGNITE
IGNITE is recruiting engineering collaborators, physician advisors, and residency-program partners.
Engineering
Technical Co-Founder
Work on the clinical knowledge graph, application routes, data clients, and release infrastructure.
Clinical
Physician Advisors
Review question explanations, procedure material, clinical workflow descriptions, and safety boundaries.
Programs
Institutional Partners
Discuss resident question access, program administration, and protocol review with the IGNITE team.