README

Laravel package for document OCR, classification, extraction, and normalization.

This package is built for French business and identity documents, with current support for:

• identity_card
• residence_permit
• passport
• visa
• crew_card
• travel_document
• other_identity_document
• kbis
• acte_propriete (land-title deed only)
• msa (parcel table)

What This Package Does

Input pipeline:

• detect technical input type: image, pdf_text, pdf_scan
• transcribe images and scanned PDFs
• classify the business document type
• extract structured data
• normalize values into a stable shape
• return a ProcessedDocumentResult

Current model strategy:

• qwen2.5vl:7b for visual transcription only
• qwen2.5:7b for classification and structured extraction

Available AI providers:

• ollama
• openai

Provider strategy:

• ollama uses a multi-step pipeline: vision transcription, classification, extraction, optional MRZ merge
• openai uses a single structured request per document and returns classification plus extracted data in one response

Package Boundaries

This package contains:

• OCR/transcription services
• classifier
• extractor
• normalizer
• schema factory
• AI clients for Ollama and OpenAI
• package DocumentProcessing model
• package migration and factory
• install command

This package does not own your application workflow.

Typical app-specific code stays outside:

• accepted Document model
• upload flow
• matching an identity document against a user
• deciding whether to persist a final document
• queue jobs tied to your app domain

Install

composer require ges/ocr

Then install package assets:

php artisan ocr:install

Or install and migrate immediately:

php artisan ocr:install --migrate

Optional install flags:

php artisan ocr:install --check
php artisan ocr:install --no-config
php artisan ocr:install --no-migrations
php artisan ocr:install --force

What this command does:

• publishes config/ges-ocr.php
• publishes package migrations
• optionally runs php artisan migrate
• optionally runs php artisan ocr:health

Health check command:

php artisan ocr:health

It checks:

• pdftotext
• pdftoppm
• selected AI provider connectivity
• configured text and vision models

Configuration

Published config file:

config/ges-ocr.php

Main environment variables:

GES_OCR_AI_PROVIDER=ollama
GES_OCR_CLASSIFICATION_CONFIDENCE_THRESHOLD=0.75
GES_OCR_MAX_PAGES=0

OLLAMA_BASE_URL=http://host.docker.internal:11434
OLLAMA_TEXT_MODEL=qwen2.5:7b
OLLAMA_VISION_MODEL=qwen2.5vl:7b
OLLAMA_CONNECT_TIMEOUT=10
OLLAMA_TIMEOUT=120
OLLAMA_RETRY_TIMES=2
OLLAMA_RETRY_SLEEP_MS=500
OLLAMA_BASIC_AUTH_ENABLED=false
OLLAMA_BASIC_AUTH_USERNAME=
OLLAMA_BASIC_AUTH_PASSWORD=

OPENAI_BASE_URL=https://api.openai.com/v1
OPENAI_API_KEY=
OPENAI_TEXT_MODEL=gpt-4.1-mini
OPENAI_VISION_MODEL=gpt-4.1-mini
OPENAI_CONNECT_TIMEOUT=10
OPENAI_TIMEOUT=120
OPENAI_RETRY_TIMES=2
OPENAI_RETRY_SLEEP_MS=500

GES_OCR_MRZ_OCR_ENABLED=true
GES_OCR_CLEANUP_TEMPORARY_FILES=true

GES_OCR_AI_PROVIDER accepts ollama or openai.

GES_OCR_MAX_PAGES=0 means unlimited pages.

Main config areas:

• ai
• ollama
• openai
• mrz
• processing

Optional Ollama upstream basic auth:

• OLLAMA_BASIC_AUTH_ENABLED=true enables HTTP basic auth on requests sent to OLLAMA_BASE_URL
• OLLAMA_BASIC_AUTH_USERNAME sets the upstream username
• OLLAMA_BASIC_AUTH_PASSWORD sets the upstream password

Example OpenAI setup:

GES_OCR_AI_PROVIDER=openai
OPENAI_API_KEY=sk-...
OPENAI_TEXT_MODEL=gpt-4.1-mini
OPENAI_VISION_MODEL=gpt-4.1-mini

Public API

Main service:

use Ges\Ocr\DocumentProcessor;

$result = app(DocumentProcessor::class)->processFile(
    path: $absolutePath,
    mimeType: $mimeType,
    originalName: $originalName,
);

Returned DTO:

• originalName
• mimeType
• path
• inputType
• documentType
• status
• pagesCount
• rawClassificationJson
• rawExtractionJson
• normalizedJson
• errorMessage

Main statuses:

• pending
• processing
• done
• failed
• needs_review

Supported Output Shapes

Identity Card

Normalized keys:

• document_type
• civility
• first_name
• last_name
• date_of_birth
• place_of_birth
• document_number
• expiry_date
• nationality
• sex
• street_address
• postal_code
• city

Residence Permit

Normalized keys:

• document_type
• civility
• first_name
• last_name
• date_of_birth
• place_of_birth
• document_number
• expiry_date
• nationality
• sex
• street_address
• postal_code
• city

KBIS

Normalized keys:

• document_type
• company_name
• trade_name
• legal_form
• capital
• registration_number
• siret
• sirene
• street_address
• postal_code
• city
• naf_code
• registration_date
• issue_date
• registry_city
• legal_representatives

Representative shape:

• entity_type
• company_name
• legal_form
• civility
• first_name
• last_name
• street_address
• postal_code
• city
• registration_number
• registry_city
• role

Acte Propriete

Important: this currently means French land-title deed only.

Normalized keys:

• document_type
• cadastral_parcels
• owners

Parcel shape:

• prefixe
• section
• numero
• street_address
• postal_code
• city

Owner shape:

• entity_type
• company_name
• civility
• first_name
• last_name

Rules:

• owners are acquirers only
• sellers must not be returned as owners
• municipalities and administrations are treated as company
• lieudit / leudit may be used as parcel street_address

Package Model

The package provides:

Ges\Ocr\Models\DocumentProcessing

This model stores:

• source file metadata
• detected input type
• business document type
• status
• raw classification JSON
• raw extraction JSON
• normalized JSON
• error message

If your app wants its own subclass, it can extend the package model.

AI Notes

If you are an AI agent working in a project using this package:

• Use DocumentProcessor::processFile(...) as the main entry point.
• Treat rawClassificationJson as model output, not final truth.
• Treat normalizedJson as the stable application-facing payload.
• For images and scanned PDFs, the package uses two LLM stages:
  • vision transcription
  • text classification/extraction
• Exception: when GES_OCR_AI_PROVIDER=openai, the package uses a one-shot analysis request instead.
• Do not assume acte_propriete means generic property deed. In this package it currently means land-title deed only.
• Distinguish identity_card from residence_permit.
• Use residence_permit for French residence permits and identity_card for French identity cards.
• For KBIS:
  • registration_number is the raw Immatriculation RCS
  • sirene is 9 digits
  • siret is optional and only if explicitly present

Tests

Package tests live under:

tests/Unit

Manual OCR fixture tests exist for:

• CIN
• titre de séjour
• KBIS
• land-title deeds

They are gated by:

RUN_MANUAL_OCR_TESTS=1

Current Assumptions

• documents are French documents
• the selected AI provider is reachable from the Laravel app
• pdftotext and pdftoppm are available for PDF handling

Non-Goals

This package does not currently provide:

• user/document matching workflow
• approval workflow
• final accepted document persistence
• domain-specific queue orchestration
• UI components

Those belong in the consuming application.