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Document AI · AI accelerator

Data Extractor

Schema-aware structured extraction + intelligent template classification.

Book a walkthrough →All 117 accelerators
98%+
Schema-valid outputs
10 min → 20 s
Time per document
−80%
Downstream data errors
3–5 months
Payback period
De
Data Extractor
DOC · No. 66 of 117
What it does

Data Extractor in production

  • Extracts fields against a declared JSON schema
  • Maps extracted values to each business system
  • Normalises dates, amounts and units per locale
  • Detects template variants and picks the extractor
  • Validates outputs with type and range rules
  • Populates line items and nested structures

45-second film: the Data Extractor tile, an animated mockup and the KPI impact.

How it ships

Live in 6–9 weeks, inside your perimeter

Deployment options
On-premise (air-gapped)Private cloudManaged cloudHybrid
Integrates with
SAP S/4HANAOracle FusionMicrosoft Dynamics 365SalesforceSnowflakeApache Kafka
Technology stack
PythonTesseract · PaddleOCRTrOCR (handwriting ICR)LayoutLMv3 · DonutQwen2-VL · Llama 3.2 VisionQdrant
Compliance & security
GDPRDPDPISO 27001SOC 2 Type IIHIPAA-eligiblePCI DSS
In production

Case studies using Data Extractor

BFSI · MIDDLE EAST

Enterprise Document Intelligence →

11M documents processed per year

Document AI

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Oc

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Ic

Intelligent Classifier

Routes any inbound document to its type and queue with confidence scoring and exception fallback.

St

Straight-Through Processor

End-to-end STP for KYC, claims and onboarding.

Sn

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Tc

Table Comprehender

Complex table extraction across PDFs and scans.

Fr

Form Recognizer

Turns structured and semi-structured forms into validated fields with layout understanding.

Dp

Doc Pair Matcher

Cross-document matching for KYC, BGC and compliance flows.

See Data Extractor running inside your environment

A 20-minute technical walkthrough, no slides. Ships in 6–9 weeks.

Book a walkthrough →Browse the library →