ecVision

What ecVision does

ecVision (legal entity ECVISION S.A., KRS 0000732928) is a Poland-based, privately held AI company founded in 2005 and headquartered in Warsaw, with a secondary office near Kraków. The firm builds on-premise AI systems spanning computer vision, automatic number plate recognition (ANPR), intelligent transport systems (ITS), smart parking analytics, and — more recently — enterprise AI assistants and conversational chatbots. Its proprietary neural-network architecture, developed over roughly two decades, is reported to achieve 99% accuracy in video analysis, 98%+ ANPR accuracy, classification across 15 vehicle types, and 40x the camera-handling performance of competing solutions, supporting use cases that include traffic monitoring, parking occupancy detection, production-line quality control, security monitoring, and workplace safety.

Its current product portfolio is organized into four lines: (1) RAG-based AI Assistants for enterprise knowledge management that integrate with CRM, ERP, and SharePoint; (2) second-generation AI Chatbots built on Polish language models (PLLuM, Bielik); (3) AI models for ITS and Smart Parking (ANPR, vehicle categorization, parking occupancy); and (4) bespoke custom AI solutions. All products are deployed exclusively on customer infrastructure, with no cloud LLM dependencies, and are positioned around compliance with the EU AI Act, RODO (GDPR), and GRC requirements.

ecVision operates an enterprise field-sales go-to-market, with multi-year contracts, quote-based pricing, and direct engagement via phone (+48 885 959 111) and email ([email protected]). It addresses 14 named verticals — including construction, hospitality, legal, energy, education, healthcare, financial services, manufacturing, retail, security, road traffic, airports, occupational health and safety, and retail marketing — with strategic technology partnerships with Intel (AI accelerators) and PLLuM (Polish LLM). The company employs 11-50 people and reports no disclosed funding rounds, revenue figures, or named customer logos.

Name

ecVision

Legal name

ECVISION S.A.

Website

https://ecvision.pl

Company type

Private

Founded year

2005

Operating status

Operating

Headcount range

11–50 employees

Short description

ecVision is a Poland-based private AI company (founded 2005, 11-50 employees) that builds on-premise computer vision, ANPR, and RAG-based AI assistant/chatbot solutions deployed entirely on customer infrastructure for Polish and EU-regulated enterprises across 14 verticals.

Ownership category

akta.pro rank

Product category

Enterprise AI Software (Computer Vision and Conversational AI)

NAICS

Software Publishers (5132), Custom Computer Programming Services (541511), Computer Systems Design Services (541512)

SIC

Services-Computer Programming Services (7371), Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI/Analytics Video Surveillance (Detection, LPR, People Counting) (HSAHACAF), AI & Automation in Customer Service (Chatbots, Agent Assist) (EDABACAO)

Keywords

• On-premise AI solutions
• Computer vision software
• Intelligent transport systems
• Enterprise AI assistants
• Smart parking analytics

Headquarters

HQ city

Warsaw

HQ country

Poland

HQ region

Europe

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. AI Solutions Sales: Custom AI solutions development and deployment services for enterprise clients. The company designs and builds AI systems from scratch, tailored to unique client data, processes, and business objectives.
2. AI Assistants and Chatbots: AI assistants and chatbots deployed on client infrastructure with comprehensive services from design through implementation and support.
3. ITS and Smart Parking Models: Neural network models for Intelligent Transport Systems and Smart Parking applications, including ANPR, vehicle categorization, and parking occupancy detection.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels3 records

Core offering

ecVision develops and sells on-premise AI software products including RAG-based enterprise AI Assistants, Polish-language AI Chatbots (PLLuM, Bielik), and proprietary neural network models for Intelligent Transport Systems and Smart Parking (ANPR, vehicle categorization, parking occupancy detection). All solutions are deployed on client infrastructure to ensure full data sovereignty and regulatory compliance, with a custom AI solutions service line for tailored enterprise deployments.

Product overview

ecVision is a Polish AI company offering four core product lines: (1) AI Assistants using RAG technology for enterprise knowledge management that integrate with CRM/ERP/SharePoint systems; (2) Second-generation AI Chatbots powered by Polish LLM models (PLLuM, Bielik) for automated 24/7 customer service; (3) AI Models for Intelligent Transport Systems (ITS) and Smart Parking providing ANPR, vehicle categorization, and parking detection; and (4) Custom AI Solutions built to specification. All products operate exclusively on-premise with full data sovereignty and compliance with AI Act, RODO (GDPR), and GRC regulations.

Differentiator

Problem solved

Functional benefit

Products and services

• AI Assistants for Business – Enterprise RAG Knowledge Management RAG (Retrieval-Augmented Generation) AI assistants that transform internal documents, databases, and regulations into interactive knowledge sources for enterprises. Integrates with CRM, ERP, and SharePoint to deliver instant, precise answers based entirely on company data. Deployed on-premise.
• Second-Generation AI Chatbots based on Polish Language Models (LLM) AI chatbots of the second generation powered by leading Polish language models (PLLuM, Bielik), providing natural, contextual conversations 24/7 for customers and employees. Operates entirely on-premise with full AI Act compliance.
• AI Models for Intelligent Transport Systems (ITS) and Smart Parking Neural network models for ITS and Smart Parking: ANPR (98%+ accuracy), ADR code recognition, vehicle categorization (up to 15 types), and real-time parking occupancy detection (98%+ accuracy). Supports unlimited cameras with 40x performance advantage over market alternatives.
• Custom AI Solutions – Tailored Innovations Bespoke AI solutions designed and built from the ground up — including advanced image analysis and custom language models — tailored to unique client data, processes, and business objectives, all deployed in secure on-premise architecture.

Quantifiable outcome

• 99.9% product quality consistency in manufacturing quality control
• +5 more outcomes

Segments14 records

Ideal customer profiles11 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability10 records

Feature7 records

Partnerships

Two partnerships are on record, tiered core.

• IntelcoreTechnology or IntegrationTechnology partnership with Intel leveraging Intel Enterprise AI accelerators for optimal performance and scalability of ECVISION AI systems. The partnership ensures reliability, scalability and highest performance through Intel technology infrastructure.
• PLLuMcoreTechnology or IntegrationLeading Polish language model (PLLuM) used in ECVISION second-generation AI chatbots, trained on billions of tokens for natural Polish language understanding.

Scale indicators6 records

Recent moves4 records

Expansion highlights6 records

Direct peers

• BriefCam: Video analytics platform providing real-time and forensic video search, face/vehicle/anomaly detection. Directly comparable to ecVision's neural-network video analysis product in security and operational use cases.
• Ipsotek (Atos/Eviden): AI video analytics for surveillance, crowd management, and traffic. Comparable to ecVision's CV stack for security, transportation, and critical-infrastructure verticals.
• Quercus Technologies: Spanish company offering AI-based smart parking and vehicle detection (ANPR/LPR, occupancy). A close comparable on the smart parking and vehicle categorization axis of ecVision's portfolio.
• Citilog (Axis Communications): Provider of real-time traffic video analytics (incident detection, ANPR) used in ITS and smart-city deployments. Directly comparable to ecVision's traffic/road-transport vertical.
• Agent Video Intelligence (AgentVi): AI-driven video analytics for security, retail, and traffic. Comparable in deployment model (on-prem/open architecture) and customer profile to ecVision's enterprise video analytics line.
• Herta Security: Barcelona-based company specializing in face recognition and AI video analytics. Comparable to ecVision in deep-learning-based video surveillance, ANPR-adjacent identification, and enterprise/security deployments.
• Adaptive Recognition (ARH): Hungarian-based vendor of ANPR/ALPR, vehicle categorization, and AI-based traffic monitoring solutions. Closely comparable to ecVision's ITS and Smart Parking product line, serving the same smart-city and security integrators with on-prem-capable computer vision.

Broad incumbents

• Senstar (VMS / video analytics): Established perimeter intrusion detection and intelligent video management vendor. Comparable to ecVision's intrusion detection, security, and perimeter monitoring use cases but with a much broader product portfolio.
• AnyVision/Oosto: Well-funded face-recognition and video analytics vendor serving enterprise security, retail, and access control. Comparable to ecVision in face/biometric CV but operating at significantly larger scale with broader geographic reach.

Emerging players

• Sensible Object / Synerise: AI/behavioral analytics platform for retail and customer engagement, including foot-traffic and in-store analytics. Comparable to ecVision's retail marketing and customer behavior use cases as a horizontally adjacent niche player.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/ecvisionsa

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about ecVision