# Palmyra Med

WRITER’s specialized healthcare language model, Palmyra Med, is designed to support clinical and administrative workflows with high accuracy in medical terminology, coding, and analysis. With advanced capabilities for medical coding standards like RxNorm, ICD-10-CM, and SNOMED CT, it’s ideal for applications in medical analysis, treatment planning, clinical trials, and more.

## Details

- Text input & output
- 32k context length

## Availability

- No-code
- WRITER Framework
- API

## Price

- Input: $5.00 / 1M tokens
- Output: $12.00 / 1M tokens

### Use cases & capabilities

**Medical coding**  
Palmyra Med supports highly accurate retrieval and application of medical codes, including RxNorm for medications, ICD-10-CM for diagnoses, and SNOMED CT for medical concepts, making it a powerful tool for healthcare documentation and billing.

**Clinical decision support**  
With healthcare-specific knowledge, Palmyra Med can assist in diagnostics and treatment planning, helping healthcare providers make informed, data-backed decisions.

**Document summarization and reporting**  
Optimized for summarizing lengthy medical records and generating concise reports, Palmyra Med enhances efficiency in patient documentation and case review.

### Benchmarking

Palmyra Med sets the industry standard in healthcare-specific performance, excelling across a range of medical benchmarks with unmatched accuracy and clinical relevance.

- **Overall medical benchmarks**: Palmyra Med averaged 85.9% across all medical benchmarks, surpassing Med-PaLM-2 by nearly 2 percentage points. Unlike Med-PaLM-2, which requires multiple examples to reach similar scores, Palmyra Med achieved these results in a zero-shot setting, highlighting its advanced capabilities.
- **Clinical knowledge and anatomy:** Scoring 90.9% in MMLU Clinical Knowledge and 83.7% in MMLU Anatomy, Palmyra Med demonstrates a strong understanding of clinical procedures and human anatomy, making it an invaluable tool for assisting with medical analysis and treatment planning.
- **Genetics and college medicine**: With scores of 94.0% in Medical Genetics and 84.4% in College Medicine, Palmyra Med excels in interpreting genetic data and applying complex medical knowledge, supporting use cases in assisting with genetic counseling and medical education.
- **Biomedical research**: Palmyra Med achieved 80% on PubMedQA, showcasing its ability to extract and analyze information from biomedical literature, which is essential for research and evidence-based medical practices.

Palmyra Med delivers superior medical benchmark performance at a price of $10 per 1M output tokens — substantially less expensive than larger frontier models like GPT-4, which costs $60 for the same amount of output. This makes Palmyra Med an attractive option for medical professionals and institutions and illustrates a key advantage of domain-specific models.

### Useful other links

- [Learn more in our blog](/content/engineering/palmyra-med-fin-models/index.html)
- [Try it out via our API](https://dev.writer.com/api-guides/introduction)
- [Try it out in WRITER AI Studio](/content/product/ai-studio/index.html)

### Other models

#### Palmyra X5

Our most advanced model for long-context workflows and agentic AI.

[Learn more](/content/llms/palmyra-x5/index.html)

#### Palmyra Fin

Our domain-specific finance model and the first model to pass the CFA III exam.

[Learn more](/content/llms/palmyra-fin/index.html)

#### Palmyra X4

Our general purpose model with adaptive reasoning and with tool-calling.

[Learn more](/content/llms/palmyra-x4/index.html)

#### Palmyra Vision

Advanced image and video processing model, with computer vision capabilities.

[Learn more](/content/llms/palmyra-vision/index.html)

## Get started with Palmyra LLMs

[Request a demo](https://go.writer.com/demo)

[Try for free](https://app.writer.com/register)