Talonic
talonic.com
· Talonic GmbH
The reusable data layer beneath enterprise workflows. Talonic extracts structured data from documents (PDF, DOCX, XLSX, scans, emails), validates against schemas, resolves entities into cases, and delivers workflow-ready data to systems of record. Supports 529 document types, 25+ file formats, per-cell provenance, and confidence scoring.
talonic.com via a single DNS TXT record to add the
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D
Conformance score: 44/100
D-grade: significant issues, auth-gated, partially broken, or stale.
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Activity (audit trail)
last 24h · 0 invocations 100.0% success Public aggregate · no PII recordedPer event type (7d)
Recent events (last 20)
| When | Event | Method | Status | Latency |
|---|---|---|---|---|
| 2026-10-24T23:55:26 | search_click | /agents |
— ok | 7ms |
| 2026-10-19T16:34:14 | search_click | /agents |
— ok | 5ms |
| 2026-10-17T17:02:27 | search_click | /agents |
— ok | 3ms |
| 2026-10-10T02:26:23 | search_click | /agents |
— ok | 3ms |
| 2026-10-10T01:52:56 | search_click | /agents |
— ok | 3ms |
| 2026-10-09T22:09:33 | search_click | /agents |
— ok | 1ms |
| 2026-10-09T21:35:12 | search_click | /agents |
— ok | 4ms |
| 2026-10-07T17:42:20 | search_click | /agents |
— ok | 3ms |
| 2026-10-06T18:03:02 | search_click | /agents |
— ok | 1ms |
| 2026-10-06T17:18:17 | search_click | /agents |
— ok | 6ms |
| 2026-10-06T15:40:30 | search_click | /agents |
— ok | 24ms |
| 2026-10-06T13:47:26 | search_click | /agents |
— ok | 2ms |
| 2026-10-06T13:05:38 | search_click | /agents |
— ok | 4ms |
| 2026-10-05T16:19:28 | search_click | /agents |
— ok | 21ms |
| 2026-10-05T16:11:58 | search_click | /agents |
— ok | 22ms |
Endpoints
| Agent card | https://talonic.com/.well-known/agent.json |
| Provider | https://talonic.com |
| Docs | https://talonic.com/docs |
Skills · 5 declared by this agent
These skills are declared by the agent. A taxonomy link appears only when we can classify a skill confidently.
Extract structured data from any document. Send a file (PDF, DOCX, XLSX, image, scan, email) and receive schema-validated fields with confidence scores, provena…
Query previously ingested documents by field values without re-extraction. Filter, search, and materialize data from the field registry. Zero AI calls, zero cos…
Create, update, version, and publish extraction schemas. Define field types, validation rules, format constraints, and delivery mappings. Supports JSON Schema, …
Configure delivery bindings to route extracted data to systems of record. Supports webhooks (HMAC-SHA256), S3, SFTP, Google Sheets, email, and REST endpoints. I…
Free browser-based tools at https://talonic.com/tools that demonstrate the Talonic engine. No signup required. Each tool extracts or converts a specific documen…
Health · last 30 probes
Who's calling this agent 30d
15 interactions captured (impressions + lookups + A2A calls)
web
15
Public view: top 3 per dimension. Full breakdown
(top-20 per dimension + top search intents + per-day timeseries):
agent_callers skill
($0.05/call, $0 on
Enterprise).
Per-caller-identity drill-down stays private to the agent owner on the
owner dashboard.
Cheaper or better alternatives per-skill
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[](https://agenstry.com/agents/talonic.com) [](https://agenstry.com/agents/talonic.com) [](https://agenstry.com/agents/talonic.com) [](https://agenstry.com/agents/talonic.com)
Audit-grade evidence bundle
JSON snapshot for vendor-review files. Add ?sign=true for a JWS-signed envelope verifiable against
our JWKS. See the methodology.
Raw agent card JSON
{
"name": "Talonic",
"description": "The reusable data layer beneath enterprise workflows. Talonic extracts structured data from documents (PDF, DOCX, XLSX, scans, emails), validates against schemas, resolves entities into cases, and delivers workflow-ready data to systems of record. Supports 529 document types, 25+ file formats, per-cell provenance, and confidence scoring.",
"url": "https://api.talonic.com",
"provider": {
"organization": "Talonic GmbH",
"url": "https://talonic.com",
"contact": "info@talonic.ai"
},
"version": "1.0.0",
"documentationUrl": "https://talonic.com/docs",
"capabilities": {
"streaming": true,
"pushNotifications": true
},
"authentication": {
"schemes": [
"bearer"
],
"credentials": {
"description": "API key starting with tlnc_. Obtain at https://talonic.com/docs/authentication"
}
},
"defaultInputModes": [
"application/json",
"multipart/form-data"
],
"defaultOutputModes": [
"application/json"
],
"skills": [
{
"id": "extract-document",
"name": "Document Extraction",
"description": "Extract structured data from any document. Send a file (PDF, DOCX, XLSX, image, scan, email) and receive schema-validated fields with confidence scores, provenance, and reasoning traces. Supports sync, async, and streaming modes.",
"tags": [
"document-extraction",
"ocr",
"pdf-parsing",
"data-extraction",
"schema-validation",
"enterprise-documents"
],
"examples": [
"Extract vendor name, contract value, and term dates from this PDF",
"Parse this invoice and return structured line items",
"Extract all fields from this German energy contract"
]
},
{
"id": "query-registry",
"name": "Registry Query",
"description": "Query previously ingested documents by field values without re-extraction. Filter, search, and materialize data from the field registry. Zero AI calls, zero cost for registry-resolved fields.",
"tags": [
"document-search",
"field-registry",
"data-query",
"structured-data",
"enterprise-search"
],
"examples": [
"Find all contracts with auto-renew=true and notice period under 30 days",
"Search for documents mentioning Steinbach Energie GmbH",
"List all invoices over 10,000 EUR from Q1 2026"
]
},
{
"id": "manage-schemas",
"name": "Schema Management",
"description": "Create, update, version, and publish extraction schemas. Define field types, validation rules, format constraints, and delivery mappings. Supports JSON Schema, simplified fields, and flat key-type formats.",
"tags": [
"schema-management",
"data-modeling",
"schema-validation",
"field-definitions"
],
"examples": [
"Create a schema for vendor contracts with fields: vendor_name, contract_value, effective_date, term_end",
"List all schemas in the workspace",
"Update the invoice schema to add a line_items array field"
]
},
{
"id": "deliver-data",
"name": "Data Delivery",
"description": "Configure delivery bindings to route extracted data to systems of record. Supports webhooks (HMAC-SHA256), S3, SFTP, Google Sheets, email, and REST endpoints. Includes retry ladders, dead-letter queues, and replay capability.",
"tags": [
"data-delivery",
"webhook",
"erp-integration",
"data-pipeline",
"workflow-automation"
],
"examples": [
"Set up a webhook to receive approved extraction results",
"Configure delivery to Microsoft Dynamics for vendor contracts",
"Replay failed deliveries from the dead-letter queue"
]
},
{
"id": "free-tools",
"name": "Free Document Tools",
"description": "Free browser-based tools at https://talonic.com/tools that demonstrate the Talonic engine. No signup required. Each tool extracts or converts a specific document type: PDF to Markdown, Invoice to CSV, Bank Statement to CSV, Bill of Lading, Certificate of Insurance, Contract, Receipt, Resume, Table Extractor, Handwriting to Text, and an Org Chart Builder.",
"tags": [
"free-tools",
"document-extraction",
"pdf-conversion",
"invoice-extraction",
"contract-extraction",
"receipt-extraction",
"resume-parsing",
"table-extraction",
"handwriting-recognition",
"no-signup"
],
"examples": [
"Convert a PDF document to clean Markdown at https://talonic.com/tools/pdf-to-markdown-converter",
"Extract structured data from an invoice PDF into CSV at https://talonic.com/tools/invoice-to-csv-converter",
"Extract transactions from a bank statement PDF into CSV at https://talonic.com/tools/bank-statement-to-csv-converter",
"Extract shipper, consignee, cargo, and vessel details from a Bill of Lading at https://talonic.com/tools/bill-of-lading-extractor",
"Pull carriers, policies, limits, and dates from a Certificate of Insurance at https://talonic.com/tools/certificate-of-insurance-extractor",
"Extract parties, dates, clauses, and key terms from a contract at https://talonic.com/tools/contract-extractor",
"Extract structured expense data from a receipt PDF or photo at https://talonic.com/tools/receipt-data-extractor",
"Extract name, contact details, and a summary from a resume or CV at https://talonic.com/tools/resume-parser",
"Pull tables from PDFs, DOCX, or images and download as CSV or JSON at https://talonic.com/tools/table-extractor",
"Transcribe handwritten documents, scans, or notes into clean text at https://talonic.com/tools/handwriting-to-text-transcription",
"Build and export an org chart from JSON at https://talonic.com/tools/org-chart-builder"
]
}
],
"links": {
"homepage": "https://talonic.com",
"agents": "https://talonic.com/agents",
"developers": "https://talonic.com/developers",
"apiReference": "https://talonic.com/docs/api",
"openapi": "https://talonic.com/openapi.json",
"mcp": "https://talonic.com/.well-known/mcp.json",
"llms": "https://talonic.com/llms.txt",
"llmsFull": "https://talonic.com/llms-full.txt",
"pricing": "https://talonic.com/pricing",
"security": "https://talonic.com/security"
},
"costs": {
"model": "usage-based-credits",
"currency": "EUR",
"creditsPerEur": 1000,
"basePricing": {
"pageIngest": {
"credits": 200,
"eur": 0.2,
"unit": "per page",
"note": "OCR + Field Registry contribution. Registry-resolved cells cost 0 credits."
},
"registryQuery": {
"credits": 0,
"eur": 0,
"note": "Filtering and searching previously ingested documents is free (zero AI calls)."
}
},
"payAsYouGo": {
"model": "prepaid-credit-packs",
"packs": [
{
"credits": 10000,
"eur": 10
},
{
"credits": 50000,
"eur": 50
},
{
"credits": 250000,
"eur": 250
},
{
"credits": 1000000,
"eur": 1000
}
],
"customAmountEur": {
"min": 10,
"max": 5000
},
"expiryMonths": 12,
"note": "No subscriptions. Flat packs: 1,000 credits = 1 EUR at every size. Purchased inside app.talonic.com."
},
"pricingUrl": "https://talonic.com/pricing"
},
"freeOption": {
"available": true,
"creditCard": false,
"signupUrl": "https://app.talonic.com",
"includedCreditsPerMonth": 5000,
"includedEur": 5,
"hardCap": true,
"description": "5,000 credits/month, no credit card. For prototyping and agent evaluation.",
"freeTools": {
"url": "https://talonic.com/tools",
"note": "No-signup browser tools that run the same engine."
}
}
}