Know the Story Before You Walk In.
Built for hospitalists and nocturnists.
Paste raw chart data from any EHR. Read along as CasePanel drafts the clinical picture through stages you validate at every checkpoint.
How It Works
A multi-stage pipeline that mirrors how you work up a new admission
Paste in raw chart data
Labs, vitals, med lists, imaging, ED notes, prior admissions — paste what you pull from any EHR, as far back as you need to go. No integration required, no IT department.
Validate each stage of the pipeline
Specialized agents extract, organize, and draft — patient summary, history, exam findings, assessment and plan — while you read along and flag at every checkpoint. Nothing moves forward without you.
Round with the full picture
Walk in knowing what to ask and what to examine. Update with bedside findings. H&Ps, progress notes, and handoff summaries are drafted from the clinical picture you already built — documentation happens along the way, not after the shift.
CasePanel processing raw chart data through sequential pipeline stages — extraction, history, exam, assessment and plan — with physician validation at each checkpoint.
Why Frontier Models Win
Competitors fine-tune small models on narrow clinical datasets. The research says that's the wrong bet.
The research is clear
Peer-reviewed studies show that general-purpose frontier large language models consistently outperform specialized fine-tuned clinical models on medical reasoning, diagnostic accuracy, and evidence synthesis. The largest, most capable models — trained on the broadest datasets — deliver superior clinical judgment compared to narrow alternatives trained on limited medical corpora. Research backing this up: Generalist LLMs outperformed specialized clinical tools across a 1,000-item medical benchmark.[1] Inference-time alignment beat fine-tuning with +6% accuracy, +7% factual consistency, and 50% fewer safety errors — coining the "Specialisation Fallacy."[2] Fine-tuned biomedical LLMs underperformed general-purpose models and hallucinated more, per a peer-reviewed JAMIA study.[3] [1] Vishwanath et al., "Generalist LLMs Outperform Clinical Tools on Medical Benchmarks," arXiv, Dec 2025. [2] Ray et al., "Do Clinical QA Systems Really Need Specialised Medical Fine Tuning?" arXiv, Jan 2026. [3] Dorfner et al., "Evaluating the effectiveness of biomedical fine-tuning for LLMs on clinical tasks," JAMIA, Jun 2025.
Fine-tuning narrows capability
Training on small clinical datasets bakes in the biases and gaps of that data. The model loses the broad medical knowledge, cross-domain reasoning, and nuanced language understanding it started with. You end up with a model that knows one thing adequately instead of everything deeply.
Frontier models reason better
Diagnostic medicine demands the kind of multi-step reasoning, uncertainty handling, and evidence weighing that frontier models excel at. These capabilities emerge from massive-scale pretraining — they cannot be replicated by fine-tuning a smaller model on clinical notes.
CasePanel's approach is superior
Instead of degrading a model with narrow fine-tuning, CasePanel pairs the most powerful general-purpose AI with purpose-built clinical tools, structured prompting, and hospitalist-specific workflows. You get frontier-class reasoning with clinical precision — not a compromise between the two.
Other tools lock themselves into yesterday's fine-tuned model. CasePanel upgrades to the most capable AI available — so your clinical intelligence gets better every time frontier models improve.
Your Patients' Data Stays Protected at Every Stage
CasePanel runs on Azure infrastructure with HIPAA-compliant security, encryption in transit and at rest, and data handling that follows Azure OpenAI's enterprise data privacy standards. Patient data is never used to train AI models.
HIPAA §164.312
Full compliance with HIPAA Security Rule
TLS 1.2+ Encrypted
All data encrypted in transit and at rest
Private Endpoints
Isolated Azure infrastructure
90-Day Audit Logs
Complete access and action logging
BAA Available
Business Associate Agreement for all plans
One Price. Every Admission.
Built for individual hospitalists. No per-note limits. No enterprise contract. Try free for 14 days.
Pro
Choose your billing
- Multi-stage clinical pipeline with physician validation at every checkpoint
- H&Ps, progress notes, handoff summaries, discharge summaries
- Works with raw chart data from any EHR — no integration required
- Unlimited use across your full census
No credit card required to start
Frequently Asked Questions
Everything you need to know about CasePanel
How is CasePanel different from ambient scribes like Abridge or DAX?
Ambient scribes transcribe conversations you're already having. CasePanel processes raw chart data — labs, vitals, meds, imaging, prior encounters — through a multi-stage clinical pipeline that drafts the clinical picture before you see the patient. It is built for the cognitive work of getting up to speed on patients you didn't admit or haven't seen yet, not for recording encounters. You validate every stage of the pipeline before anything is finalized.
Is my patients' data safe?
CasePanel runs on Azure with HIPAA-compliant infrastructure. All data is encrypted in transit (TLS 1.2+) and at rest (AES-256). Patient data is never used to train AI models. Private endpoints, 90-day audit logs, automatic session timeouts, and a Business Associate Agreement are included with every plan.
Does CasePanel integrate with my EHR?
CasePanel works with data from any EHR. You paste in raw chart data — labs, vitals, med lists, imaging, progress notes, prior encounters — and the pipeline processes it. No Epic integration, no IT tickets, no institutional approval required. You can start using it on your next shift.
What does the AI actually do vs. what do I do?
Specialized agents handle extraction, organization, and drafting across sequential stages — patient summary, history, exam findings, assessment and plan. You review and validate at every checkpoint. Nothing is finalized without your approval. The AI drafts; you decide what's accurate and what moves forward.
Who is CasePanel built for?
Hospitalists and nocturnists who manage sequential admissions and cross-cover patients — particularly those who need to get up to speed fast on patients they didn't admit. If you've ever been tagged for a new ED admission and spent too long reviewing the chart before you could even think about seeing the patient, CasePanel was built for that exact problem.
What document types does CasePanel generate?
H&Ps, progress notes, handoff summaries, and discharge summaries. Each document is drafted from the clinical pipeline you validated — patient summary, history, exam, assessment and plan. The documentation is a byproduct of the reasoning, not a separate task.
How much does CasePanel cost?
$99 per month or $999 per year. No per-note charges, no usage caps, no enterprise contracts. One physician, one subscription, unlimited use across your full census. Start with a free 14-day trial — no credit card required.
Try It on Your Next Admission.
CasePanel gives hospitalists and nocturnists a faster path from raw chart data to clinical understanding. Paste in what you have. Validate the pipeline. Round with the full picture. Start your free 14-day trial.
No credit card required. Cancel anytime.