Guardrails AI
Validate model inputs and outputs with reusable Python guards
- Tool type
- Python framework for LLM validation
- Made for
- Developers building reliable AI applications
- Runs on
- Python application environment
What it does
Guardrails AI is a Python framework for checking language-model inputs and outputs. Developers combine validators into guards that detect specific risks, apply failure-handling behavior and help produce structured data. The validator library supports reusable checks, so the same policy can be applied across multiple model calls rather than rewritten in each application.
The framework is distributed under Apache 2.0 and runs in your application environment. Current validators are public PyPI packages: using them no longer requires a Guardrails account or API key. Install the framework and the validators you need, configure how failures should be handled, and test them against realistic examples. The code is free, but local compute and any model services used by a validator have their own costs. Older instructions for hosted remote inference or private-registry authentication may no longer apply.
What it can do
- Input and output validation
- Composable validators
- Structured output generation
- Reusable policy checks
- Configurable failure handling
Before you choose
- Current package requirements specify Python 3.10 through 3.13.
- Validator quality depends on configuration and the risks being tested.
Listed under
Get started
- Install guardrails-ai in a compatible Python environment.
- Install selected validator packages from public PyPI and combine them into a guard.
- Choose failure handling and test expected and unexpected inputs.
Plans and prices
Apache 2.0 code; infrastructure and any external model services are separate costs.
Guardrails AI is free to use. See their pricing page ↗
Sources for this overview
Product pages, documentation, and pricing checked 30 Oct 2026. Each source supports part of the overview; availability and prices can change.
- Introduction - Guardrails AI ↗guardrailsai.com
- guardrails-ai · PyPI ↗pypi.org
- Guardrails Hub | Guardrails AI ↗guardrailsai.com
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Last checked 30 Oct 2026. Every field keeps its source and date; unknown means we couldn’t confirm it.