GPT Vision · Structured Extraction · Real-Time Pipeline

Turn Any Document Into
Structured Data
Instantly.

Upload contracts, IDs, tax filings, or property deeds. AI extracts every field into your case profile. No typing, no guessing, no errors.

PDF + Images Up to 100 MB Any language 8-stage AI pipeline
8
AI pipeline stages
100 MB
Max file size
30+
Field types extracted
<60 s
Average processing time
Capabilities

Everything your team needs to stop retyping documents.

From upload to structured case data — no manual entry required.

Universal Document Support

PDF, JPG, PNG, GIF, WebP, TIFF — up to 100 MB. Encrypted PDF detection. Multi-page documents are split and processed automatically.

PDF JPG/PNG WebP TIFF

AI-Powered Field Extraction

GPT Vision analyzes every page. Extracts names, dates, IDs, MRZ data, seals, photos, and 30+ field types — mapped directly to your case schema.

GPT Vision MRZ Detection Schema mapping

Multi-Document Detection

Upload a single PDF containing a passport, diploma, and employment contract. The AI detects all three as distinct documents — automatically, with no manual separation.

Multi-Identity Recognition

Identifies when documents belong to different people — for example, a primary applicant and their spouse. You select which identity to apply to the case profile.

Cyrillic & Multilingual

Full Cyrillic script support. Language-aware AI extraction understands context in Russian, Ukrainian, German, French, and more. Unicode-safe field storage throughout.

🇷🇺 Cyrillic 🇩🇪 German 🇫🇷 French 🇺🇦 Ukrainian

Real-Time Progress

Live status updates every 1.5 seconds. Per-chunk progress during GPT extraction. 8-stage visual stepper with detailed substep labels — no black-box waiting.

Live updates Per-chunk tracking
How It Works

From file upload to structured case data in three steps.

The 8-stage pipeline runs in the background. You stay in control.

1

Upload your documents

Drag and drop or select files. Any format, any size up to 100 MB. Mix PDFs, scans, and photos — all handled in one batch.

2

AI processes and extracts

The 8-stage pipeline splits, compresses, converts, and sends each page to GPT Vision. Parallel processing handles large documents. Full protocol log available.

3

Review and apply to case

Extracted fields appear side-by-side with your case profile. Conflicts are flagged automatically. Edit inline, then apply with one click. Nothing overwrites without approval.

Industries

Configured for your domain.

The document schema, field types, and extraction logic adapt to your industry. Here are three out-of-the-box configurations.

Primary example

Immigration & Relocation

Document types

Passport Visa Work permit Diploma Employment contract

Extracted fields

  • Name, DOB, nationality, citizenship
  • MRZ data, document number, issuing authority, expiry
  • Education level, work history, language proficiency

Real Estate & Property

Document types

Rental contract Property deed Mortgage doc ID Income statement

Extracted fields

  • Landlord / tenant names, property address
  • Rent amount, deposit, notice period, contract dates
  • Net income, mortgage terms, property registration number

Tax Advisory

Document types

Tax return Payslip Bank statement Investment statement Employment contract

Extracted fields

  • Tax ID, fiscal year, gross / net income
  • Employer name, deductions, capital gains
  • Account holder, account number, statement period

The schema is fully configurable. Document types, extracted fields, and case profile structure adapt to your domain. Contact us to discuss your specific use case.

Under the Hood

Enterprise-grade reliability for production environments.

  • Auto-retry with 2 attempts + fallback tools

    Transient API failures are retried automatically. PDF splitting falls back from qpdf to Ghostscript; image conversion from Imagick to pdftoppm.

  • 60-second timeout per request + circuit breaker

    Each GPT Vision call has a hard timeout. If all chunks fail, the circuit breaker halts the pipeline and surfaces a clear error.

  • Configurable DPI, quality, chunk size, concurrency

    Default: 300 DPI, JPEG 90%, 30-page chunks, 4 parallel GPT requests. All tunable per deployment.

  • Full artifact preservation

    Original files, split parts, compressed versions, and page images are all retained. Nothing is deleted without explicit action.

  • ISO 8601 timestamped audit trail

    Every pipeline step logs its inputs, outputs, actions, and timing. Compliance reviews are straightforward.

  • Async background processing

    All heavy lifting runs in a non-blocking background worker. Users can continue working while documents process.

  • Encrypted PDF detection

    Password-protected PDFs are detected before pipeline entry and surfaced with a clear error message — no silent failures.

8-Stage Processing Pipeline

01
Receive File upload, format validation, encryption check
02
Split Oversized PDF splitting, page numbering
03
Compress Ghostscript optimisation for files >5 MB
04
Convert PDF → JPEG at 300 DPI, 90% quality
05
Process GPT Vision extraction, up to 4 parallel chunks
06
Combine Merge chunk results, doc_kind voting
07
Group AI document boundary detection and re-extraction
08
Reconcile Compare against existing profile, flag conflicts
Complete Active Queued
Global Reach

Built for multinational case portfolios.

Immigration and legal cases involve documents from every corner of the world. The OCR pipeline is language-aware — it understands Cyrillic scripts, handles multilingual mixed documents, and preserves non-ASCII characters accurately throughout extraction.

  • Full Cyrillic script support (Russian, Ukrainian, Bulgarian, Serbian)
  • Language hints passed to GPT prompts for context-aware extraction
  • Unicode-safe field storage — no character corruption
🇷🇺

Russian

Cyrillic

🇺🇦

Ukrainian

Cyrillic

🇩🇪

German

Latin

🇫🇷

French

Latin

🇬🇧

English

Latin

🌐

Any language

AI-aware

Data Integrity

Extracted data that knows what's already in the case.

Every extracted field is automatically compared against the existing profile. New fields are added, duplicates skipped, conflicts flagged — nothing overwrites without your approval.

Field Extracted value Status
First Name Alexander Match
Date of Birth 1987-03-14 New field
Document No. 714823910 Duplicate
Nationality Russian vs "Russisch" Conflict — review

Example: immigration case reconciliation — same logic applies to real estate and tax advisory cases

Trusted By

Purpose-built for document-intensive professionals.

EU Immigration Law Firm

Senior Case Manager

"Our team processes 40+ documents per week. The OCR module cut our data entry time by an estimated 70%. The conflict detection alone has prevented several costly errors."

Property Management Agency

Operations Director

"We handle tenant onboarding for 300+ units. Rental contracts, IDs, income statements — all processed in seconds. The multi-document detection is exceptional."

Tax Advisory Practice

Managing Partner

"Tax season means hundreds of payslips and bank statements. The audit trail and ISO timestamps make our compliance reviews trivial. The configurable schema matched our workflow exactly."

GDPR Compliant Full Audit Trail ISO 8601 Timestamps Multi-Format Support Artifact Preservation
Contact

Ready to eliminate manual document entry?

Book a 30-minute demo and see the OCR pipeline process your actual documents.

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