Data Delivery Formats

Permission delivers AI-ready, permissioned datasets in formats optimized for your workflows. Whether you’re training models, fine-tuning for personalization, or building new AI agents, our delivery options ensure you get the structure, context, and compliance you need from day one.

Delivery Options

• Raw CSV or JSON Clean, structured data for maximum flexibility — ideal for teams that want full control over preprocessing and transformation.

• Contextualized Data with Semantic Descriptors Enriched with meaning, relationships, and intent labels for faster and more accurate model fine-tuning.

• Anonymized or Pseudonymized Datasets Privacy-preserving outputs with direct identifiers removed while maintaining data utility.

• Packaged Datasets for LLM Training Curated, pre-formatted collections designed to integrate directly into large language model training pipelines.

Embedded Consent Metadata

Every dataset includes verifiable consent and provenance details:

• Timestamp of user opt-in

• Anonymized identifier or wallet address

• Usage permissions (e.g., “training only”)

• Provenance path (originating agent, app, or interface)

This ensures every data point is traceable, compliant, and safe for commercial AI use.

Delivery Methods

• Secure Direct Download — Receive your dataset in the agreed format with end-to-end encryption.

• API Integration — Stream permissioned data directly into your training or personalization pipeline.

Need Something Else?

We can accommodate additional formats (e.g., Parquet, XML, or other AI-native data structures) upon request. Our goal is to deliver permissioned data in the format that best fits your workflow.