Precision oncology first. Then every disease where the right therapy already exists but the patient never reaches it.
For clinicians, hospitals, and health systems.
A dozen handoffs. No one owns the outcome. Patients lose months, and many never reach the therapy they already qualify for. The treatment existed the whole time. The routing didn’t.
Discharge summaries, pathology, imaging, sequencing PDFs. No integration required to start.
Approved, off-label, expanded access, and open trials, worldwide, each with the eligibility reasoning attached.
Referral to a site that can actually deliver it, plus paperwork, scheduling, and follow-up on what happened.
Records, pathology, imaging, and sequencing PDFs, normalised into one structured case.
Phenotype and biomarkers matched against every therapy and trial. Ranked, with the criteria shown.
Route to a site that can deliver, draft the referral, map the access pathway, capture the outcome.
Everyone else stops after reasoning. The value, and the data, is in the referral and what happened next.
On-label for this alteration. Available in-country.
Meets all inclusion criteria. Two screening slots this month.
Sponsor accepts named-patient requests. Import pathway mapped.
Every line carries the criteria it matched on, and the reason the others were ruled out.
Models can finally read a messy record and reason over eligibility criteria, the task that blocked this for twenty years.
Genomic testing has moved from research to routine. The reports exist. The follow-through doesn’t.
Targeted agents, cell and gene therapies, and open trials now outnumber any clinician’s ability to keep up.
The science is ready. The routing layer is missing.

Physician | Harvard | Fulbright | Public Health | Digital Health, AI & Health Policy | Ex Pfizer, AstraZeneca

AI/ML Engineer | Full-stack engineer with expertise in machine learning, distributed systems, and production AI systems

Assistant Professor | Associate Program Director, Division of Rheumatology, Tufts Medical Center, Boston, MA
Google organised information. Stripe organised payments.
Lind Atlas organises precision medicine.
Every patient, regardless of geography, income, or health system, reaches the right therapy at the right time.