Platform
Everything an agent needs
to use private data
ipto.ai is the retrieval, pricing, trust, and audit layer between proprietary data and the AI agents that consume it. Six capabilities make private data safely, profitably agent-consumable.
Capabilities
Built for the agent economy
Not a search box. Infrastructure for machine-to-machine data commerce.
Agent-consumable retrieval units
ipto.ai converts private documents, images, and structured data into retrieval units — compact objects carrying structured facts, entities, dates, and obligations, not raw text chunks. Built for agents, not human search.
Provenance on every result
Every retrieval carries its source document, section, page, cryptographic hash, and timestamp — so agents can cite what they used and you can audit it. Provenance is not bolted on; it ships with the unit.
Per-query pricing, returned inline
Usage-based pricing is metered per retrieval and returned on every response. No seat licenses, no opaque bundles. Data owners set terms; agents see the price on the unit they consume.
Scoped API keys & dataset allow-lists
Grant agents access to exactly the datasets they need. Access controls are enforced at the query layer, per key, with dataset allow-lists — not filtered after the fact.
Usage metering & audit logs
Every retrieval is metered and logged. Data owners see who retrieved what, when, and under which terms — the audit trail that makes proprietary data safe to expose to autonomous systems.
MCP server & REST API
Register ipto.ai as a tool in any MCP-compatible agent (Claude, Cursor, LangGraph) or call the REST API directly. One integration, structured outputs, provenance included.
See how it fits together
Walk through the full flow — from ingestion to agent retrieval to metered payout.