Evaluation & Testing

Have I Been Trained?

Search 5.8 billion images used to train AI art models

Status
Generally available
Last checked
Unverified
License
Proprietary
Pricing
Free tier

What it is

Have I Been Trained? is a tool that allows users to search through over 5.8 billion images used in the training of popular AI art models, providing insights into the data behind these models.

Have I Been Trained? stands out as a unique tool for transparency and accountability in the use of images within AI art model training datasets.

When it fits — and when it doesn’t

A good fit for

  • Artists concerned about their work being used without consent

  • Researchers looking to understand the datasets behind AI art models

  • Transparency advocates who want to audit training data sources

Look elsewhere if

  • Users needing real-time image processing or generation capabilities

  • Developers focused on building new AI models rather than auditing existing ones

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited language support beyond Python

    Primary API access is through a Python SDK, with limited official support for other languages.

  2. 02

    Vendor lock-in due to proprietary data and algorithms

    The tool relies on proprietary datasets and models that are not open-sourced or easily transferable to other platforms.

  3. 03

    Complex setup for enterprise use cases

    Setting up the environment for large-scale usage requires significant configuration, including API key management and data privacy considerations.

  4. 04

    Performance issues with very large image datasets

    Searching through the full 5.8 billion images can lead to slower response times and potential timeouts for queries.

What it does well

  • Searches over 5.8 billion images

  • Insights into AI art model training data

  • User-friendly interface for searching and viewing results

Pricing

Free tier
Yes
Paid from
—
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Have I Been Trained?

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →