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THE SCHEMA LAYER FOR ENTERPRISE AND AGENT WORKFLOWS

Ingest once. Query forever.

Talonic captures field-level data from enterprise documents once, without defining a schema, into a reusable registry. Map it into any workflow, system, or agent later, without re-extracting.

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THE PROBLEM

The data was never made reusable.

Most tools extract for one schema, then stop—leaving every new workflow to start from zero.

CAPTUREDIDC · Data Age 2025

10%

Of enterprise unstructured data is ever analyzed.

STRUCTUREDGartner · 2024

5%

Of enterprise data is queryable by AI today.

CONNECTEDMuleSoft · 2024 Connectivity Benchmark

33%

Of enterprise applications are integrated.

REUSABLEMIT NANDA · The GenAI Divide, 2025

5%

Of enterprise GenAI pilots reach production.

Four broken layers. None of them fixed by a better model. The data wasn’t ready.

CAPTURED: 10% — Of enterprise unstructured data is ever analyzed. (Source: IDC · Data Age 2025)

STRUCTURED: 5% — Of enterprise data is queryable by AI today. (Source: Gartner · 2024)

CONNECTED: 33% — Of enterprise applications are integrated. (Source: MuleSoft · 2024 Connectivity Benchmark)

REUSABLE: 5% — Of enterprise GenAI pilots reach production. (Source: MIT NANDA · The GenAI Divide, 2025)

How Talonic works.

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

VERTRAG

RECHNUNG

E-MAIL

TABELLE

SCAN

Scattered enterprise documents representing unstructured data before Talonic processes it.

Most document AI extracts for a schema. Talonic builds the data layer behind every future schema.

Traditional parsing tools start with a destination format and extract into it. Extraction quality is the floor, not the ceiling. Customers consistently see 90%+ accuracy in head-to-head benchmarks against incumbents. And with Talonic, that result lives in a registry that compounds across every future schema, system, and agent.

Inside the platform: build, reason, ship.

RESOLVE

AGENT

VALIDATE

RE-READ

cumulative fill rate · across phases

0.92
Cell at 0.92 confidence. Phase 4 cannot overwrite this.

↑ confidence gate · permanent

Four phases to deliver structured data. One confidence gate.

Phase 1 fills 30% of cells from the registry — instant, no AI calls. Phase 2 reasons. Phase 3 validates. Phase 4 fills the gaps. Once a cell hits 0.7 confidence, no later phase can overwrite it.

Read the pipeline →
Cell at 0.92 confidence. Phase 4 cannot overwrite this.
Case formed from shared entity: Westfracht Logistik.

5 documents · 3 entities · 1 case formed

Documents don’t live alone. Cases group what belongs together.

Identity, transaction, and reference keys link related documents into cases. The system finds them. You review them. The unit of work isn’t the document — it’s the case.

Read about cases →
Case formed from shared entity: Westfracht Logistik.
14:02:11.342→SAP S/4HANA[200 OK]
14:02:11.108→NetSuite[200 OK]
14:02:10.927→Salesforce CRM[500]retry@30s
↳ retry ladder · 5s · 30s · 2min · 10min · 1h
↳ status: pending retry 2/6
14:02:10.604→SAP S/4HANA[200 OK]
14:02:09.881→Audit Archive[200 OK]
DELIVERED: 4RETRIED: 1DLQ: 0
Terminal failures land in the DLQ. Replay enqueues a fresh attempt with a new idempotency key.

Typed delivery infrastructure, not just a webhook.

Signal → Binding → Resolver → Serializer → Connector. Every attempt logged. Every failure replayable. Append-only history, idempotency keys on the wire, and a dead-letter queue you can drain.

Read about delivery →
Terminal failures land in the DLQ. Replay enqueues a fresh attempt with a new idempotency key.

See the full platform →

PROVENANCE

Every value points back to where it came from.

Most tools return a value. Talonic returns a value, the line it came from, the region of the scan that produced that line, the confidence, the phase, and the reasoning. Auditable by default. Defensible by design.

EINGEGANGEN14.01.2026
→ check term
EINGEGANGEN
14.01.2026
 
 
SERVICE AGREEMENT
 
This Service Agreement ("Agreement") is entered
into on 01. January 2026 between:
 
Meridian Energy AG, a corporation organized
under the laws of the Federal Republic of
Germany, with its principal place of
business at Friedrichstraße 200, 10117
Berlin ("Supplier"); and
 
Kent Logistics Ltd., a corporation organized
under the laws of England and Wales, with
its principal place of business at 14
Cannon Street, London EC4N 6JJ ("Customer").
 
1. TERM
 
This Agreement shall commence on 01.01.2026
and shall remain in effect until 31.12.2027
unless terminated earlier in accordance
with Section 8.
 
2. CONSIDERATION
 
The total contract value payable by Customer
to Supplier under this Agreement shall be
EUR 2.480.000 (two million four hundred
eighty thousand Euros), payable in
accordance with the payment schedule in
Exhibit A.
 
3. AUTO-RENEWAL
 
Upon expiration of the initial term, this
Agreement shall automatically renew for
successive one-year terms unless either
party provides written notice of non-renewal
at least ninety (90) days prior to the
then-current expiration date.
[page 1 of 2]
~ M. Richter
4. GOVERNING LAW
 
This Agreement shall be governed by and
construed in accordance with the laws of the
Federal Republic of Germany, specifically
BGB § 305ff.
 
5. CURRENCY AND PAYMENT
 
All payments shall be made in Euros (EUR)
to the account designated by Supplier in
writing.
 
6. DELIVERY POINT
 
Services shall be delivered at Berlin HKW,
Heizkraftwerk Mitte.
 
7. VOLUME
 
Supplier shall deliver no less than 14,400
MWh per annum.
 
IN WITNESS WHEREOF, the parties have
executed this Agreement as of the date
first written above.
 
 
________________________________
For Meridian Energy AG
 
 
________________________________
For Kent Logistics Ltd.
[page 2 of 2]
Service Agreement
Parties
Supplier: Meridian Energy AG, incorporated under the laws of
the Federal Republic of Germany. Principal place of business:
Friedrichstraße 200, 10117 Berlin.
Customer: Kent Logistics Ltd., incorporated under the laws of
England and Wales. Principal place of business: 14 Cannon Street,
London EC4N 6JJ.
Term
This Agreement runs from 01.01.2026 to 31.12.2027, unless
terminated earlier per Section 8.
Consideration
Total contract value: EUR 2,480,000 (two million four hundred
eighty thousand Euros).
Auto-Renewal
Automatic renewal for successive one-year terms unless written
notice of non-renewal is given at least 90 days prior to the
then-current expiration date.
Governing Law
Federal Republic of Germany. BGB § 305ff applies.
Currency
EUR. All payments in Euros to Supplier's designated account.
Delivery Point
Berlin HKW (Heizkraftwerk Mitte).
Volume
Not less than 14,400 MWh per annum.
Execution: signed by both parties on the date of the Agreement.
FIELDVALUECONF
  • vendor_nameMeridian Energy AG0.99
  • customer_nameKent Logistics Ltd.0.97
  • contract_start_date2026-01-010.99
  • contract_end_date2027-12-310.99
  • contract_value2,480,0000.97
  • currencyEUR1.00
  • auto_renewtrue0.96
  • notice_period_days900.94
  • governing_lawDE · BGB § 305ff0.92
  • delivery_pointBerlin HKW0.93
  • annual_volume_mwh144000.95
  • schema_versionvendor_contract_v21.00
Click any field to trace it back to the document.

DOCUMENT ONTOLOGY

529 document types.
Zero templates.

From Schedule K-1 to Bill of Lading (Ocean), from Notarial Deeds to QC Inspection Forms — Talonic understands the structure of every enterprise document type out of the box.

Financial & Tax (53)Procurement & Invoicing (53)Trade & Logistics (53)Legal & Contracts (53)Corporate & Governance (53)Healthcare & Life Sciences (53)Manufacturing & Quality (53)Insurance & Claims (53)Real Estate & Construction (53)HR & Employee Records (52)

529 document types across 10 categories — no templates, no training, no configuration.
New types added weekly from production deployments.

DIN SPEC 91491

We co-authored the standard.

Talonic co-authored DIN SPEC 91491 with Fraunhofer IIS, Humboldt-Innovation, GIIC, and the German standards body — Europe's first standard for AI-ready data at the schema layer.

As the EU AI Act extends into data-layer compliance, DIN SPEC 91491 defines what schema-layer data readiness looks like. Enterprises aligning with the standard need an implementation that was built alongside it.

The standard we helped write. The implementation we ship.

Read the DIN SPEC 91491 primer →

See what Talonic would do to your data.

Send a representative sample of contracts, scans, case files, or operational documents. We’ll return a schema audit covering extraction coverage, provenance quality, matching opportunities, and a concrete recommendation for how your document corpus can become reusable enterprise data—within five business days.

Response within 5 business days.

Not ready to share a sample?

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