---
title: How to read an AI model card
slug: how-to-read-a-model-card
date: '2026-10-27'
description: A field guide to model identity, intended use, evaluation claims, and
  missing information.
author_type: Organization
author_url: /editorial-method/
category: library
---
A model card is a starting point for understanding a model, not proof that it will work in your application. Read the exact card associated with the version you plan to use, then follow the linked technical sources.

## Start with identity

Record the publisher, repository URL, exact model identifier, and revision. A family name can refer to multiple checkpoints, sizes, or release generations. Keep the model, the company, the research team, and the hosting platform as separate entities.

## Separate the evidence

| Field | What to record | What remains to check |
| --- | --- | --- |
| Intended use | Tasks and users described by the publisher | Whether your task matches those conditions |
| Inputs and outputs | Supported formats and documented interfaces | Your actual language, file, and context requirements |
| Evaluation | Dataset, metric, baseline, and reported result | Comparability and independent reproduction |
| License | The license linked to this version | Whether your intended use is covered |
| Limitations | Known failures and exclusions | Failures on your own representative examples |

Treat a missing field as unknown. Do not infer commercial permission from downloadable weights, or broad language support from one multilingual example. Store the source URL and the date you checked it.

## Turn the card into a record

Write one short paragraph for identity, one for documented capabilities, and one for limitations. Attribute unverified performance statements to their publisher. Keep your own test results in a separate section with the procedure and environment.

Continue with [model families and versions](/model-family-checkpoint-version/) before combining facts from different releases.

## Primary reference

[Hugging Face: Model Cards](https://huggingface.co/docs/hub/model-cards) describes the model-card format. The checklist above is our proposed reading method.