Analyze Unstructured Data Visually
Upload images, videos, CSV files, or text. Generate embeddings and explore your data through interactive clustering and visualization.
Get StartedAutomatic Clustering
Organize your data using hierarchical clustering algorithms. Group similar items together and explore patterns at different levels of detail.
Multiple Data Types
Upload CSV files, images, videos, or text documents. Generate vector embeddings using OpenAI or Google Cloud AI and visualize everything on a unified map.
Share & Collaborate
Share projects with your team or generate public links. Set permissions for viewing, annotating, or uploading files.
How It Works
Three steps to start analyzing your data
Upload Data
Drag and drop images, videos, CSV files, or text documents.
Generate Embeddings
Choose an embedding model (OpenAI or Google Cloud AI) to convert your data into vectors.
Explore & Analyze
View your data on an interactive map. Cluster similar items, detect duplicates, find outliers, and add annotations.
Use Cases
Common applications for data visualization and clustering
Image Deduplication
Find and remove duplicate images in large datasets. Useful for cleaning photo libraries, e-commerce catalogs, or research data.
Video Analysis
Break videos into segments and find similar scenes or content patterns across your footage.
Document Organization
Group text documents by semantic similarity. Works with research papers, customer feedback, or any text corpus.
Outlier Detection
Identify unusual data points in your dataset. Useful for quality control or finding interesting anomalies.
Product Catalogs
Organize product images and descriptions by visual or semantic similarity.
Research Data
Explore relationships in multimodal research datasets with mixed content types.
About Induction Labs
A platform for analyzing unstructured data through embedding-based visualization
What We Do
Induction Labs helps you make sense of unstructured data by converting it into vector embeddings and visualizing it on an interactive 2D map. Upload your images, videos, CSV files, or text documents, and explore patterns through clustering, duplicate detection, and outlier analysis.
For Researchers
Explore large datasets, find patterns, and annotate your findings with a visual interface designed for data analysis.
For Teams
Share projects with colleagues using role-based permissions. Collaborate on data annotation and analysis.