What is Talonic?
Talonic is the registry layer for unstructured enterprise data. It turns documents - contracts, invoices, scans, emails, manifests, purchase orders, and more - into clean, schema-validated, reusable data. You extract field-level data once into a reusable registry, then map and deliver it to any system, workflow, or AI agent later, without re-extracting. Extract once. Query forever.
The problem
Most document tools extract for a single destination schema and stop, so every new workflow or agent starts from zero. Without a registry, adding a downstream system means re-running every extraction, cost scales as documents times systems. Talonic captures data once, stores it as canonical fields in a registry that never resets, and reuses it everywhere, so extraction cost stops scaling with the number of systems you connect.
How it works
Ingest documents from email, drive, S3, SFTP, or API. Talonic parses each one, extracts 64–113 fields with automatic schema recognition (no templates, no configuration), and turns every field into a canonical registry entry. New schemas are mapped to those canonicals automatically — regardless of source terminology, language, or layout. Then query the registry with SQL, natural language, or API, and deliver typed results to SAP S/4HANA, Salesforce, NetSuite, Dynamics, Ivalua, or any REST endpoint.
Key capabilities
Provenance on every value. Each field traces back to the exact line and region of the source document, with confidence score and reasoning. Auditable by default.
Cases, not just documents. Related documents, such as for an invoice, its purchase order or the governing contract, are automatically linked into cases by shared entities and references.
Confidence-gated pipeline. A four-phase process fills, reasons, validates, and gap-fills; once a cell hits a confidence threshold, no later phase can overwrite it.
Typed delivery infrastructure. Append-only delivery history, idempotency keys, retry ladder, and a replayable dead-letter queue, not just a webhook.
529 document types, zero templates. From Schedule K-1 to Bill of Lading, across Financial, Procurement, Logistics, Legal, Healthcare, Insurance, and more.
Built for AI agents and developers
Point an agent at Talonic and it reads any document like a database - typed fields, per-cell confidence, and provenance on every response. Connect via REST API, Node SDK, or an out-of-the-box MCP server (Claude, Cursor, or any MCP client). Start free with a self-serve API key.
How it differs from OCR
OCR converts pixels to text. Talonic classifies documents against a 529-type ontology, extracts schema-validated fields with confidence scores, links entities into cases, and delivers typed data with a full audit trail, all stored in a registry that compounds across every future schema, system, and agent. Customers consistently see 90%+ accuracy versus incumbents, but the lasting advantage is reusability.
Security & compliance
GDPR and HIPAA compliant, ISO 27001 / ISO 42001 aligned, with all data processed on EU-resident infrastructure in Germany. Talonic co-authored DIN SPEC 91491 — Europe's first standard for AI-ready data at the schema layer — with Fraunhofer IIS, Humboldt-Innovation, GIIC, and the German national standards body.
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Who Is the Company Behind Talonic?
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Seller: Talonic
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Year Founded: 2023
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HQ Location: Berlin, DE
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LinkedIn® Page: www.linkedin.com
23 employees on LinkedIn®