AI Solutions & Delivery

Computer Vision

Transform physical images and unstructured documents into actionable data through neural networks — eliminating manual data entry and human error at scale.

Discuss your use case

AI Solutions & Delivery

Computer vision enables machines to interpret and understand visual information from the physical world — documents, images, infrastructure, industrial components — at speeds and volumes impossible for human teams. It combines convolutional neural networks with OCR and classical image processing to produce structured, actionable outputs.

Built with

Python

PyTorch

OpenCV

Hugging Face

Tesseract

YOLO

Machines that see context, not just pixels

Modern vision models understand the meaning of what they see — an invoice field, a missing cable label, a stamp on a drawing — not just shapes and colours.

No templates, no manual rules

Zero-template extraction means AI adapts to new document formats without configuration — the model understands structure semantically.

Output that goes directly into systems

Extracted data lands in your ERP, CRM or workflow via API — validated, structured, auditable. No human transcription in the loop.

Our approach

How we deliver it

We transform physical images and unstructured documents into actionable data through neural networks, eliminating manual data entry and human error. Our objective: equip corporate systems with the ability to see and interpret documents and physical components at high speed.

Neural network classification

Deep learning models interpret documents and physical components with high accuracy across heterogeneous formats and environments.

Zero-template extraction

AI understands context — no per-supplier rules, no fixed-position anchors, no template configuration.

Seamless system integration

Direct API output to ERP, CRM and workflow systems — validated data without manual transcription.

Reference cases

Documented use cases

Each case below is a system delivered in production — with a measurable outcome attached to it.

06Financial · Insurance

ID Reader and KYC

Accelerate user onboarding by extracting data instantly and validating identity without friction.

ChallengeHundreds of administrative hours in manual transcription delay commercial conversion, with high risk of errors in core systems and difficulty detecting document irregularities.

SolutionOCR engine and AI vision that identifies document type, extracts structured text (MRZ zone, names, dates) and validates in real time. Direct API output with regulatory KYC compliance.

Zeromanual transcriptionAutomated onboarding

07Operations · Finance

Intelligent Document Processing

Automated extraction from invoices, delivery notes and orders — without relying on templates.

ChallengeTeams dedicate most of their day to mechanical transcription. Discrepancies between order, delivery note and invoice cause payment delays.

SolutionAI vision engine + NLP reads and semantically interprets any free format. Zero-template extraction with direct ERP reconciliation (3-way matching), routing only discrepancies to human review.

Data entry eliminatedROI · 3 months

08Telecommunications

Quality Control in Installations

Automated visual audit of telecommunications infrastructure using AI.

ChallengeMissing critical components go unnoticed during installation. Identifying errors after the fact requires sending another team, multiplying logistics costs.

SolutionNeural networks (deep learning) classify 11 infrastructure classes with anomaly detection alerts for missing items before the technician leaves the area. Real-time certification.

−78%corrective revisitsROI · 5 months

09Energy · Engineering

Energy Project Analysis

Structured extraction of annotations and revision stamps from complex technical drawings.

ChallengeDocument controllers manually review engineering decisions annotated freely anywhere in technical drawings — impossible to handle with conventional regex or text rules.

SolutionComputer Vision + OCR with HSV colour isolation separates human annotations from base drawings. Structured extraction converts the image into a JSON data file for workflow automation.

Decision traceabilityDocument automation

Standards

Secure, accountable delivery.

Recognised standards for information security, quality management and responsible data protection.

ENS Alto

ISO 27001

ISO 9001

GDPR

Contact

Talk to MCCM about your AI roadmap.

Tell us what you want to improve. We will help you shape a practical route from strategy to production.

AI Solutions & Delivery

Computer Vision

Transform physical images and unstructured documents into actionable data through neural networks — eliminating manual data entry and human error at scale.

Discuss your use case

AI Solutions & Delivery

Built with

Python

PyTorch

OpenCV

Hugging Face

Tesseract

YOLO

Machines that see context, not just pixels

Modern vision models understand the meaning of what they see — an invoice field, a missing cable label, a stamp on a drawing — not just shapes and colours.

No templates, no manual rules

Zero-template extraction means AI adapts to new document formats without configuration — the model understands structure semantically.

Output that goes directly into systems

Extracted data lands in your ERP, CRM or workflow via API — validated, structured, auditable. No human transcription in the loop.

Our approach

How we deliver it

Neural network classification

Deep learning models interpret documents and physical components with high accuracy across heterogeneous formats and environments.

Zero-template extraction

AI understands context — no per-supplier rules, no fixed-position anchors, no template configuration.

Seamless system integration

Direct API output to ERP, CRM and workflow systems — validated data without manual transcription.

Reference cases

Documented use cases

Each case below is a system delivered in production — with a measurable outcome attached to it.

06Financial · Insurance

ID Reader and KYC

Accelerate user onboarding by extracting data instantly and validating identity without friction.

ChallengeHundreds of administrative hours in manual transcription delay commercial conversion, with high risk of errors in core systems and difficulty detecting document irregularities.

SolutionOCR engine and AI vision that identifies document type, extracts structured text (MRZ zone, names, dates) and validates in real time. Direct API output with regulatory KYC compliance.

Zeromanual transcriptionAutomated onboarding

07Operations · Finance

Intelligent Document Processing

Automated extraction from invoices, delivery notes and orders — without relying on templates.

ChallengeTeams dedicate most of their day to mechanical transcription. Discrepancies between order, delivery note and invoice cause payment delays.

Data entry eliminatedROI · 3 months

08Telecommunications

Quality Control in Installations

Automated visual audit of telecommunications infrastructure using AI.

ChallengeMissing critical components go unnoticed during installation. Identifying errors after the fact requires sending another team, multiplying logistics costs.

SolutionNeural networks (deep learning) classify 11 infrastructure classes with anomaly detection alerts for missing items before the technician leaves the area. Real-time certification.

−78%corrective revisitsROI · 5 months

09Energy · Engineering

Energy Project Analysis

Structured extraction of annotations and revision stamps from complex technical drawings.

ChallengeDocument controllers manually review engineering decisions annotated freely anywhere in technical drawings — impossible to handle with conventional regex or text rules.

SolutionComputer Vision + OCR with HSV colour isolation separates human annotations from base drawings. Structured extraction converts the image into a JSON data file for workflow automation.

Decision traceabilityDocument automation

Standards

Secure, accountable delivery.

Recognised standards for information security, quality management and responsible data protection.

ENS Alto

ISO 27001

ISO 9001

GDPR

Contact

Talk to MCCM about your AI roadmap.

Tell us what you want to improve. We will help you shape a practical route from strategy to production.