# Rapidata

> Rapidata delivers human feedback at scale: crowd-sourced labeling, model
> evaluation, ranking, and preference data (RLHF-style) collected from real
> people around the world — typically in days rather than months. This site
> (rapidata.ai) is the company's public website.

Developers integrate through the Rapidata Python SDK; see the documentation and
source links below. API access uses a token created in the Rapidata app.

## When to use Rapidata

Reach for Rapidata when a task needs **real human judgment at scale** rather than
a model's own output:

- Evaluate or compare model outputs (image, video, audio, text) with human preferences — pairwise A/B comparisons, ranking, leaderboards.
- Build RLHF / preference datasets and reward-model training data.
- Annotate or label data: classification, locating, bounding/drawing, transcription, free text, select-words.
- Collect targeted human feedback by country, language, or demographic, with built-in quality control and confidence-based early stopping.

It is **not** the right tool for fully automated labeling with no human in the
loop, or for sub-second real-time inference.

How an agent calls it: use the Python SDK (`pip install rapidata`) or the OAuth 2.0
REST API — see the [SDK documentation](https://docs.rapidata.ai) and
[developer portal](https://docs.rapidata.ai/developers/). Coding agents can install
the [official skill](https://docs.rapidata.ai/latest/ai_agents/) to have
integrations written for them.

## Product

- [Model Rank Insights](https://rapidata.ai/model-rank-insights): benchmark and rank models with human preference data
- [Flows](https://rapidata.ai/flows): multi-step human-feedback pipelines
- [Pricing](https://rapidata.ai/pricing)
- [Guides](https://rapidata.ai/guides)

## Developers

- [SDK documentation](https://docs.rapidata.ai): the Rapidata Python SDK
- [Quick Start](https://docs.rapidata.ai/latest/quickstart/): install, authenticate, create your first order
- Install: `pip install rapidata`
- Source: https://github.com/RapidataAI/rapidata-python-sdk
- PyPI: https://pypi.org/project/rapidata/

## Company

- [Blog](https://rapidata.ai/blog)
- [Team](https://rapidata.ai/team)
- [Contact](https://rapidata.ai/contact)