Our mission
Frontier medical AI, in service of learning.
We believe exam preparation should be trustworthy, frictionless, and open to everyone. usmle.tech pairs a consensus of frontier AI models with a real network of practising clinicians — so every answer is verified, cited, and signed off, not just written and forgotten.
The technology
Whitenoise & DKube
Built by Whitenoise and DKube — the teams behind the orchestration, model-serving, and verification engine. Multi-model consensus runs in the background on every question.
The clinical layer
Akkineni Hospitals
A 20-year multi-speciality hospital — robotic surgery, telemedicine, and advanced imaging under one roof. Its physicians review questions for quality and efficacy and sign off answers inside the same EMR/EHR and AI-assisted workflows we build alongside them.
The method
Understand, don't eliminate
Distractors are close but genuinely different, so you reach the answer by understanding the medicine — not by process of elimination. That's how real clinical reasoning is built.
Three layers of proof
Every question is verified three ways — and it shows.
Frontier-AI consensus
Multiple state-of-the-art models independently cross-examine each answer; Whitenoise & DKube record agreement and adjudicate disagreements.
Cited to the literature
A citation on every question — guidelines, StatPearls, PubMed — attached and linked.
Clinician sign-off
Doctors sign off, correct, or rebut answers with attribution — with clinician sign-off rolling out across the bank.
In their words
What clinicians and students say
No clutter, no ads — clean, smooth, frictionless. It's the neatest question bank I've used, and it stays out of your way so you can just learn.
The founder
Dr. Mani Akkineni
An OB-GYN with four decades in medicine, Secretary of NRI College, and a mentor and inspiration to thousands of doctors across India. Her multi-speciality hospital brings robotic surgery, telemedicine, and advanced imaging together with the customised clinical workflows, AI integration, and EMR/EHR systems we build alongside her team. akkineni.app ↗
This question bank grows out of that real clinical work. As our doctor network expands, consented and fully de-identified clinical use-cases — patient privacy always first — will be attached as real-world verification, making the bank a resource future doctors and AI can trust. It is a community effort by clinicians who care, and the reason membership stays a single flat rate: no itemised bills, just open, trustworthy medical education that funds itself.
The clinical review network
21+ specialists from Akkineni Hospitals.
Practising doctors across specialties who review questions for quality and efficacy — the human layer behind the badge. See the full team ↗
What's next
Where we're heading.
Multilingual
AI-translated questions and explanations, so frontier medical prep reaches learners far beyond English.
Frontier science + AR/VR
Open tools built on the frontier — AlphaFold, Claude for science, and AR/VR clinical content — released to members at no extra cost.
Video + media archive
Video illustrations and a growing media archive attached to every question.
Full doctor sign-off
Human validation expanding toward all 26,000+ original questions, funded by the community.
One flat rate, always
Every new tool and update is included — no itemised bills, no add-ons. One membership funds it all.