iterative.ai: Developer-First AI Data Management at Scale

iterative.ai is an AI-native platform built for developers, designed to streamline the creation, versioning, and management of complex multimodal datasets—including video, audio, PDFs, MRI scans, and embeddings. With a focus on flexibility and scalability, it stores data in users' own cloud object stores (S3, GCS, Azure) to avoid duplication and vendor lock-in, while offering a centralized dataset registry with full lineage, metadata, and versioning. The platform empowers developers to build and test data pipelines locally in their IDE, then scale effortlessly to hundreds of GPUs without code rework. Leveraging LLMs and ML models for seamless ETL of unstructured data, iterative.ai integrates deeply with UIs, chat tools, IDEs, and AI agents via the Model Control Protocol (MCP), enabling Python-based workflows with SQL-scale power and eliminating traditional data silos.

Key Features:

• Multimodal Dataset Management: Supports video, audio, PDFs, MRI scans, and embeddings.
• Developer-First Design: Built for engineers with intuitive Python and SQL-like capabilities.
• Centralized Dataset Registry: Full lineage tracking, metadata management, and versioning.
• Cloud-Native Storage: Data stored in users' own S3, GCS, or Azure accounts—no duplication, no lock-in.
• Seamless ETL for Unstructured Data: Powered by LLMs and ML models for intelligent data processing.
• Local Development, Global Scaling: Write and test pipelines locally, scale to hundreds of GPUs with zero rework.
• MCP Integration: Connects with UIs, chat tools, IDEs, and AI agents via Model Control Protocol.
• No SQL Islands: Enables SQL-scale operations within Python workflows.
• Comprehensive Documentation & Quick Start Guides: Easy onboarding and learning curve.
• Open-Source GitHub Repository: Transparent development and community contributions.

Pricing: iterative.ai offers a Free tier with access to core features, ideal for individual developers and small teams, and a Pro tier for advanced capabilities—making it a strong choice for those exploring the platform through a freemium model.

Conclusion: iterative.ai is a powerful, developer-centric platform that redefines how AI teams manage and scale multimodal data, combining flexibility, performance, and seamless integration for modern AI development.