Capture documents and operational data.
Read scans, PDFs, spreadsheets, emails and system exports into one place, without defining a field list first. Every value keeps the line it came from.
Ingest once.Query forever.
AI agents can’t run a business until someone structures both the information and the business rules behind it. Talonic turns documents and operational data into a reusable Data Registry, so you can access the data you need and automate the work your company wants to.
database connectedtalonic · query
Ask the document estate
↳ ▋
| counterparty | value | renews | source · confidence |
|---|---|---|---|
| Northern Utilities | €1.24M | Sep 04 | p.12 · 0.96 |
| Municipal Heat Ltd | €640K | Sep 11 | p.08 · 0.94 |
| East Industrial Park | €2.08M | Sep 13 | p.21 · 0.97 |
3 rows in 0.38 s. Every value traces to its source line.
Trusted across logistics, energy, automotive and contract operations.
What work would you stop doing by hand?
Keep it in a reusable Data Registry.
The same fields, entities and relationships resolve across every document you add. People and AI agents query the Registry, compare records and trace answers back to their sources.
Learn rules. Automate recurring decisions.
Mine operational changes for candidate business rules. Validate them with your experts, apply approved rules to repeatable work, and route exceptions to a person.
Agents that create extraordinary ROI today.
Contract Review
Reads every contract before a person does and holds the ones a rule flags.
How Contract Review works
Auto Billing
Checks that freight documents agree and clears loads for billing, beside the biller.
How Auto Billing works
Money Found
Finds the money owed where agreed terms and actual transactions differ.
How Money Found works
Let agents investigate, with controlled access.
Choose which Registry data an agent can access. It can compare records and investigate exceptions, with source evidence and logged activity.
Exceptions go to a person.
Cases that fail the approved conditions go to a person. Review those decisions to propose and validate additional rules before activation.
Different operations. Less work rebuilding the data.
Read the contract family once. Reuse it across departments.
The migration needed 75 fields per contract dataset. One read of the estate holds 1,042,665 source observations and 52,937 reusable concepts, live tenant, 26 August 2026.
Live tenant since 26 August 2026.
Read the case study
Match freight documents to loads. Test billing decisions alongside the team.
The same hand labelled documents, two fields, both systems scored the same way. Replacing a six figure incumbent.
In production. Auto Billing in shadow run since 12 August 2026.
Read the case study
Read printed curves once. Reuse them as engineering data.
Performance and reliability data that existed only as printed curves on technical datasheets. Talonic finds each chart, reads its axes and curves, and delivers the X/Y series as tables an engineer can reuse: 736 charts, about 3,300 curves, each sampled to 100 points and checked back against the page.
Method and pilot established. Detected charts delivered, scale-up follows approval.
Read the case study
A multilingual contract estate across thirty countries, in formats that never agreed, that purchasing could not query. One batch read once, text and image alike, and delivered as one row per contract in the shape Ivalua imports. The programme runs to 22,000 contracts.
Pilot completed. Batch delivered and received, ERP import-ready.
Read the case study
Management reports that were already approved, already read, and already filed. Nineteen months from 24 verticals, with drifting labels and formats normalised into one queryable layer. Nobody had to rebuild the systems underneath.
PoC and insight package completed. Scale-up proposed.
Read the case study
German school timetable law from 1996 to 2021, transcribed exactly as printed. Every row carries its source page, a confidence score, and a note on anything ambiguous.
One batch delivered. The corpus gated.
Read the case studyRead the data. Ask questions. Learn the rules. Automate.
Capture.
Read documents and operational records into the Registry without defining a field list first. Preserve the source behind each value.
Query.
Let people and AI agents ask questions across authorized Registry data, not just one document or one report.
Mine rules.
Compare database snapshots. Agents investigate changes alongside source documents and propose rules behind recurring decisions.
Automate.
Your experts approve the rules. Apply them to eligible cases and route unresolved exceptions for review.
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.
RECEIVED14 Jan 2026
→ check term
RECEIVED
14 Jan 2026
SERVICE AGREEMENT
This Service Agreement ("Agreement") is entered
into on the 1st day of January 2026 between:
Meridian Energy plc, a public limited company
incorporated under the laws of England and
Wales, with its principal place of business
at 200 Aldersgate Street, London EC1A 4HD
("Supplier"); and
Kent Logistics Ltd., a private limited company
incorporated 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 1 January 2026
and shall remain in effect until 31 December 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
GBP 2,480,000 (two million four hundred
eighty thousand pounds sterling), 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. Whitfield
4. GOVERNING LAW
This Agreement shall be governed by and
construed in accordance with the laws of
England and Wales. The courts of London
shall have exclusive jurisdiction.
5. CURRENCY AND PAYMENT
All payments shall be made in pounds sterling
(GBP) to the account designated by Supplier
in writing.
6. DELIVERY POINT
Services shall be delivered at Tilbury CHP,
Thames Gateway Energy Park.
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 plc
________________________________
For Kent Logistics Ltd.
[page 2 of 2]
Service Agreement
Parties
Supplier: Meridian Energy plc, incorporated under the laws of
England and Wales. Principal place of business:
200 Aldersgate Street, London EC1A 4HD.
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 1 January 2026 to 31 December 2027,
unless terminated earlier per Section 8.
Consideration
Total contract value: GBP 2,480,000 (two million four hundred
eighty thousand pounds sterling).
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
England and Wales. Exclusive jurisdiction of the courts of London.
Currency
GBP. All payments in pounds sterling to Supplier's designated account.
Delivery Point
Tilbury CHP (Thames Gateway Energy Park).
Volume
Not less than 14,400 MWh per annum.
Execution: signed by both parties on the date of the Agreement.
FIELDVALUECONF
- vendor_nameMeridian Energy plc0.99
- customer_nameKent Logistics Ltd.0.97
- contract_start_date2026-01-010.99
- contract_end_date2027-12-310.99
- contract_value2,480,0000.97
- currencyGBP1.00
- auto_renewtrue0.96
- notice_period_days900.94
- governing_lawGB · England and Wales0.92
- delivery_pointTilbury CHP0.93
- annual_volume_mwh144000.95
- schema_versionvendor_contract_v21.00
Click any field to trace it back to the document.
See the results, and how we measured them.
One result per benchmark. The protocol, the corpus and the rows we lose are one click away.
Accuracy against RAG on SEC 10-K filings
Structure-first answered 5 of 5 headline ranking queries on 28 SEC 10-K filings with XBRL gold labels, under a preregistered protocol. BM25 top-12 retrieval answered 0 of 5. The 39-query battery over 53 filings, including the rows Talonic loses, is on the benchmark page.
Read the benchmarkQuery cost against RAG after one ingestion
Reading the 53-filing corpus once cost $10.14. Structured queries on it then add no retrieval cost per question, because nothing is re-read. The agent path does add cost per question, and its line is on the same page.
Read the benchmarkAnswer consistency against RAG over ten runs
The same 100 questions, asked ten times: the structured path returned byte-identical answers on every pass. Hybrid RAG on the same corpus matched its own earlier answers on 2 of 39 questions.
Read the benchmarkYour agents can use it today.
REST API, Node SDK, or MCP server (Model Context Protocol). Every response carries typed fields, confidence, and provenance, so your agent knows when not to trust an answer. Free tier: 5,000 credits a month, no credit card.
Connect via MCP
npx -y @talonic/mcp@latestStop searching your documents.Query them.
Every new system re-extracts everything.
Without a registry, adding a downstream system means re-running every extraction, so cost scales as documents times systems, and every new agent, workflow or integration multiplies it. Retrieval has the same shape: it re-reads the corpus on every question, re-spends the tokens, and can return a different answer tomorrow.
Talonic reads each document once, resolves the schema from the documents themselves, and keeps a registry where every value traces to its source line, region, confidence and reasoning. Every new system queries that registry instead of extracting again.
See the published benchmark against RAG5 → 5×
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.
Schedule K-1, Form 1099-MISC, Form W-8BEN, Form 1040, Form 990, and 48 more
Purchase Order, Commercial Invoice, Pro Forma Invoice, Goods Receipt Note, Three-Way Match Report, and 48 more
Bill of Lading (Ocean), Bill of Lading (Inland), Air Waybill (AWB), House Air Waybill (HAWB), Sea Waybill, and 48 more
Notarial Deed, Master Service Agreement, Statement of Work, Non-Disclosure Agreement, License Agreement, and 48 more
Commercial Register Extract, Certificate of Good Standing, Certificate of Incorporation, Annual Return, Director's Report, and 48 more
Patient Intake Form, Medical History Questionnaire, Informed Consent Form, Discharge Summary, Operative Report, and 48 more
QC Inspection Form, Certificate of Analysis (CoA), Certificate of Conformance, First Article Inspection Report, Material Test Report, and 48 more
Insurance Application, Policy Declaration Page, Insurance Policy Wording, Endorsement / Rider, Certificate of Insurance, and 48 more
Property Deed, Title Report, Land Registry Extract, Survey Plan, Zoning Certificate, and 48 more
Employment Application, Offer Letter, Employment Contract, Background Check Report, I-9 Employment Eligibility, and 47 more
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.
DIN SPEC 91491 defines what schema-layer data readiness looks like. Enterprises aligning with the standard need an implementation that was built alongside it.
Frequently asked questions
What is Talonic?
Talonic is a reusable data registry for difficult enterprise information. It captures documents once, discovers and organizes the fields, entities and relationships it finds with provenance, and makes that data reusable across workflows, systems and agents. No schema or field list is required before capture; downstream consumers map the captured data into the output they need.
What types of documents can Talonic process?
Talonic supports over 25 file formats including PDFs, scans, Word documents, Excel spreadsheets, images, emails, and more, classified into a 529-type document ontology.
Is Talonic GDPR compliant?
Yes. Talonic is GDPR and HIPAA compliant, ISO 27001 and ISO 42001 aligned, and co-authored DIN SPEC 91491. All data is processed in EU-resident infrastructure in Germany West Central.
What is DIN SPEC 91491?
Europe's first standard for AI-ready data at the schema layer, published in 2025. Talonic co-authored the standard alongside Fraunhofer IIS, Humboldt-Innovation, and GIIC.
How does Talonic differ from OCR or document parsing tools?
OCR converts pixels to text. Talonic classifies documents against a 529-type ontology, extracts schema-validated fields with confidence scores, reconciles entities into cases, and delivers typed data to systems of record with full audit trail.
Can I test Talonic on my own documents?
Yes. Send a representative sample of your documents and Talonic runs them within five business days. You receive a field-level analysis of extractability, confidence distribution, recommended schema, and a production roadmap.
Send us a pile of files. We’ll send back a database.
Send a representative sample of contracts, scans, case files, or operational documents. We run them through Talonic and send back your extracted data within five business days: field-level coverage, confidence, and provenance. If the database doesn’t beat what you have, you’ll know exactly why, field by field.
Document testResponse within 1 business day. Your data back within 5.