Have I Been Trained?

Search 5.8 billion images used to train AI art models

EmergingLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Proprietary

Data freshness

Unverified

Overview

What is Have I Been Trained??

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.

Key differentiator

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.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Searches over 5.8 billion imagesmedium

Insights into AI art model training datamedium

User-friendly interface for searching and viewing resultsmedium

↓ Weaknesses

Limited language support beyond Pythonhigh

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

Vendor lock-in due to proprietary data and algorithmsmedium

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

Complex setup for enterprise use caseshigh

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

Performance issues with very large image datasetsmedium

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

Fit analysis

Who is it for?

✓ Best 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

✕ Not a fit for

Users needing real-time image processing or generation capabilities

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

Cost structure

Pricing

Free Tier

Available

Starts at

Freemium

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with Have I Been Trained?

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →