LayersLayer 5 of 15
Data
Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
The categories
12 categories and 344 products in Data.
CategoryWhat it coversProducts
AI training data licensing marketplacesAI training data licensing marketplaces covers marketplaces and protocols for licensed, rights-cleared content for AI training and crawling.22
Data & model version controlData & model version control covers Git-like versioning, branching and lineage for large datasets and model files.20
Data catalogs and governance for AIData catalogs and governance for AI covers metadata catalogs, lineage and governance for datasets and AI assets.32
Data pipelines for AIData pipelines for AI covers tools that move and prepare data for AI applications.27
Data quality and curationData quality and curation covers tools that find label errors, dedupe, filter and curate datasets for training.28
Document parsing / OCRDocument parsing / OCR covers models, APIs and libraries that turn PDFs, scans and images into structured text, tables and layout.38
Multimodal data lakes & AI-native data formatsMultimodal data lakes & AI-native data formats covers lakehouse formats and engines that store, version, query and stream images, video, audio, text and embeddings for curation and training.22
Operational databases for AI apps & agentsOperational databases for AI apps & agents covers serverless or branchable transactional databases and backends that AI app builders and coding agents provision and use as app state (not vector stores).30
PII redaction and data privacy for AIPII redaction and data privacy for AI covers tools that find and hide personal or sensitive data before it reaches a model.25
Questions
Data, answered.
What is the Data layer of AI infrastructure?Data is what models learn from and read: datasets, labelling services, document parsing, synthetic data, and the pipelines and databases that carry data into AI applications.
What does the Data layer include?It has 12 categories: AI training data licensing marketplaces, Data & model version control, Data catalogs and governance for AI, Data pipelines for AI, Data quality and curation, Datasets, Document parsing / OCR, Labeling / annotation, Multimodal data lakes & AI-native data formats, Operational databases for AI apps & agents, PII redaction and data privacy for AI and Synthetic data.
How many Data products does Unfragile track?344 products across 12 categories, each category with its own page.
What works here
The three products on this layer.
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