CVEDIA
CVEDIA provides an AI video analytics platform (CVEDIA-RT) built on proprietary synthetic data generation and cross-platform hardware optimization, serving security, transportation, defense, banking, and OEM hardware customers worldwide.
- Company typePrivate
- Founded2016
- HeadquartersSingapore, Singapore
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What CVEDIA does
CVEDIA PTE. LTD., incorporated in Singapore and operating as a fully remote company since 2016, sells an end-to-end AI video analytics platform built around its CVEDIA-RT runtime engine. The platform is differentiated by proprietary control of all five stages of the AI pipeline: the SynCity synthetic data engine (30,000+ 3D models used to generate bias-controlled training imagery with pixel-perfect annotation), custom model training, hardware optimization via the Model Forge compiler (supporting NVIDIA TensorRT, Intel OpenVINO, Hailo, Blaize, DeepX, Ambarella CVFlow, Qualcomm SNPE, Rockchip, and ARM targets), native VMS integration plugins (Milestone XProtect, Nx Witness, Hanwha WAVE, DW Spectrum, Piko, Alpha VS), and an Active Learning Pipeline that converts operator-reported edge cases into deployed model updates in days. The platform supports 240+ detection tasks with <1% false positive claims across security, business intelligence, banking, auto dealership, traffic/ITS, and defense verticals.
CVEDIA monetizes through a multi-stream model: subscription software licensing of CVEDIA-RT and analytics (with a 2025-introduced licensing system that tiers premium features including ALPR, Armed Person Detection, and Fallen Person Detection), OEM/embedded licensing to hardware manufacturers (with chip vendors NVIDIA, Hailo, Blaize, DeepX, Ambarella, and Qualcomm doubling as inference targets and customer logos), direct sales of turnkey hardware appliances (AI Appliance, AI HUB-8) marketed as 'no monthly fees,' and professional services. Go-to-market spans enterprise field sales, product-led growth via a self-serve 30-day free trial, OEM embedded partnerships, and a VMS plugin channel. Named customers include Siemens, Ford, Cubic, Vivint, RESOLVE, NJB Protection, and Watchtower Security Solutions, alongside silicon partner Hailo, Blaize, DeepX, and Ambarella. The company received a strategic investment from Teledyne FLIR in August 2018; no subsequent funding rounds are evidenced in the available data.
CVEDIA firmographics
Firmographics- Name
- CVEDIA
- Legal name
- CVEDIA PTE. LTD.
- Website
- https://cvedia.com
- Company type
- Private
- Founded year
- 2016
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- CVEDIA provides an AI video analytics platform (CVEDIA-RT) built on proprietary synthetic data generation and cross-platform hardware optimization, serving security, transportation, defense, banking, and OEM hardware customers worldwide.
- Ownership category
- akta.pro rank
CVEDIA industry classification
Industry- Product category
- AI Video Analytics Software
- NAICS
- Computer Systems Design and Related Services (54151), Custom Computer Programming Services (541511), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Real-Time Vision at the Edge (on-device CV/video) (HDAAAJAE)
- akta.pro secondary industries
- AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers) (HDAAAAAI), On-Device Inference Runtimes & SDKs (mobile/embedded) (HDAAAJAB)
Keywords
Where CVEDIA is headquartered
LocationHeadquarters
- HQ city
- Singapore
- HQ country
- Singapore
- HQ region
- Asia
Offices1 record
Markets served
CVEDIA business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- Software Licensing (CVEDIA-RT): Software licensing of the CVEDIA-RT runtime engine and AI models. Includes license keys for core analytics and premium features (ALPR, Armed Person Detection, Fallen Person Detection). Licensing system introduced in 2025.1.0 with forward/backward compatibility considerations.
- Hardware Sales: Sale of turnkey hardware appliances including the CVEDIA AI Appliance (purpose-built, pre-configured for high-scale enterprise environments) and the CVEDIA AI HUB-8 (8-channel smart camera hub with person and vehicle detection). No monthly fees on appliances.
- OEM/Embedded Licensing: Embedding CVEDIA intelligence directly into hardware products manufactured by OEM partners. Revenue derived from licensing and integration fees for embedding AI capabilities into third-party hardware products.
- Professional Services: Implementation, integration, and support services for enterprise deployments. Customer support portal via Atlassian Jira/Confluence/JSM; professional services include technical support, custom integration, and model fine-tuning.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free Trial - 30 days, 4 channels |
| Subscription | Annual | Enterprise Software Licensing (unspecified pricing) |
| One time/ perpetual license | Multi-year contract | AI HUB-8 Appliance - No Monthly Fees |
Go-to-market motion4 records
Distribution channels5 records
Marketing channels7 records
CVEDIA product offering
Product offeringCore offering
CVEDIA builds and sells CVEDIA-RT, a hardware-agnostic AI video analytics runtime that delivers real-time object detection, classification and tracking across 240+ tasks, trained using a proprietary SynCity synthetic-data engine and compiled via the Model Forge cross-platform compiler for NVIDIA, Intel, Hailo, Blaize, DeepX, Ambarella, Qualcomm and other silicon. It is sold as software subscriptions, REST API access, turnkey CVEDIA AI Appliance and AI HUB-8 hardware, OEM/embedded licenses, and native VMS plugins for Milestone XProtect and Nx Witness.
Product overview
CVEDIA offers an AI video analytics platform built around CVEDIA-RT, a hardware-agnostic engine for real-time threat detection and operational intelligence across security, business intelligence, banking, auto dealerships, traffic, and defense applications. The platform combines proprietary synthetic data generation (SynCity), custom model training, and Model Forge cross-platform compilation to deliver 240+ detection tasks with <1% false positives. Product portfolio includes the core CVEDIA-RT platform with REST API access, turnkey hardware solutions (AI Appliance, AI HUB-8), and VMS plugins for Milestone XProtect and Nx Witness. The proprietary AI pipeline owns all five stages: synthetic data generation, model training, hardware optimization (NVIDIA, Intel, Hailo, Blaize, DeepX, and more), VMS integration, and active learning from real-world feedback.
Differentiator
Problem solved
Functional benefit
Products and services
- CVEDIA-RT
Quantifiable outcome
- 28% improvement in cross-domain mAP vs best real-world dataset (BDD at 0.4175 mAP; SynCity at 0.5359 mAP)
- +4 more outcomes
Companies that use CVEDIA
Customer profileNamed customers7 records
Segments6 records
Ideal customer profiles4 records
CVEDIA technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration27 records
AI capability6 records
Feature4 records
CVEDIA partnerships and signals
Strategic signalPartnerships
Twelve partnerships are on record, tiered core.
- Milestone SystemscoreNative VMS plugin integration for Milestone XProtect. The plugin consists of XProtect Connector service and XProtect Plugin frontend components. Delivers real-time video analytics directly within the Milestone XProtect platform with alert routing to existing workflows. Available for Windows with log locations at C:\ProgramData\CVEDIA\Logs\XProtect-Connector and C:\ProgramData\CVEDIA\Logs\XProtect-Plugin.
- Nx Witness (Network Optix)coreNative VMS plugin integration for Nx Witness, Nx Meta, and NX Witness Meta. Delivers CVEDIA analytics directly into the Nx Witness ecosystem. Plugin version visible in main panel camera settings and info panel. Supports expert mode panel and show statistics option.
- NVIDIAcoreModel Forge generates TensorRT .engine files optimized for NVIDIA GPU inference. Supported inference targets include NVIDIA GPU (TensorRT), Jetson Orin/Xavier/Nano, and NVIDIA GPU in cloud (AWS EC2, Azure ACI, Google Cloud VM). NVIDIA GPU is the primary enterprise inference target cited.
- IntelcoreModel Forge generates OpenVINO .xml/.bin files for Intel CPU/GPU/VPU inference. Supports Intel Movidius VPU and Intel CPU with OpenVINO. Intel CPU/GPU/VPU is a primary inference target for enterprise deployments.
- HailocoreModel Forge generates Hailo .hef files for Hailo-8 and Hailo-15 edge AI accelerators. Hailo is a primary edge inference target and a listed customer logo on the CVEDIA website.
- BlaizecoreModel Forge generates Blaize .so files for Blaize GSP ultra-low power inference. Blaize is a supported inference target and listed as a customer logo on the CVEDIA website.
- DEEPXcoreModel Forge generates DEEPX .dxnn files for DeepX edge inference. DEEPX is a supported inference target and listed as a customer logo on the CVEDIA website.
- AmbarellacoreModel Forge generates CVFlow .cvcore files for Ambarella CVFlow architecture. Ambarella is a supported inference target, a listed customer logo, and CVEDIA supports Jetson Video Reader for NVIDIA Jetson platforms.
- QualcommcoreModel Forge generates SNPE .dlc files for Qualcomm Snapdragon inference. Qualcomm is a supported inference target and listed as a customer logo on the CVEDIA website.
- Microsoft AzurecoreMicrosoft Azure is the primary cloud infrastructure provider for CVEDIA. Used for cloud storage, compute, storage, and authentication. Data processing agreements in place. Azure ACI, AWS ECS/EKS, and Google Cloud Run are listed as supported cloud deployment targets.
- Google CloudcoreGoogle Cloud and Google Workspace used for cloud storage, email services, and productivity tools. Google Cloud Run and Google Cloud Anthos are supported deployment targets. Data stored in EU and US regions on Google Cloud infrastructure.
- AtlassiancoreAtlassian Jira, Confluence, and JSM used for project management and customer support. Critical infrastructure for professional services delivery and customer support operations.
Scale indicators9 records
Recent moves5 records
Expansion highlights5 records
CVEDIA competitors and assessment
Company assessmentDirect peers
- BriefCam: Video analytics platform for security and operations that turns surveillance video into searchable, actionable intelligence. Closely comparable to CVEDIA on target verticals (security, retail, transportation) and core use cases (object detection, behavioral analytics) though BriefCam focuses on post-event video review rather than real-time edge analytics.
- IronYun: AI video analytics platform offering real-time object detection, facial recognition, and behavioral analysis for security and business intelligence. Directly comparable to CVEDIA in core product (AI video analytics), target verticals (security, retail, banking), and deployment model (on-premise and edge).
- Rekor Systems: AI-powered roadway intelligence and traffic analytics platform using vehicle recognition and classification. Comparable to CVEDIA's traffic/ITS vertical through similar AI-driven vehicle detection, ALPR, and traffic monitoring capabilities, though Rekor is publicly listed and primarily US-focused.
- Verkada: Cloud-managed physical security platform combining cameras with built-in AI video analytics for security and operations. Comparable to CVEDIA on AI video analytics for security verticals, though Verkada vertically integrates hardware and cloud while CVEDIA focuses on the software/inference layer.
- AnyVision (Oosto): Real-time facial recognition and person analytics platform for security, retail, and access control. Comparable to CVEDIA on computer vision analytics for security verticals and edge deployment model, though AnyVision focuses primarily on face/person re-identification.
Broad incumbents
- Avigilon (Motorola Solutions): Enterprise video security and analytics solutions owned by Motorola Solutions, serving large enterprise and government customers. Comparable to CVEDIA's enterprise security vertical through AI-powered video analytics, though Avigilon is part of a much broader public-safety portfolio.
- Genetec: Unified physical security platform offering VMS, access control, and analytics. Comparable to CVEDIA on the VMS integration layer (Milestone/Nx Witness plugins mirror how CVEDIA plugs into VMS ecosystems), though Genetec is a broad platform incumbent rather than a focused analytics vendor.
Emerging players
- AlwaysAI: Computer vision platform enabling developers to build, train, and deploy vision AI applications on edge devices. Comparable to CVEDIA on edge AI deployment and developer-facing tooling, though AlwaysAI focuses on broader CV use cases beyond surveillance and analytics.
- Synthesis AI: Synthetic data generation platform specifically for computer vision model training. Closely comparable to CVEDIA's SynCity engine on the synthetic-data-for-CV value proposition, though Synthesis AI focuses on facial/people data and avatar generation rather than full video surveillance.
- Datagen: Synthetic visual data platform for computer vision training across people, objects, and environments. Comparable to CVEDIA's SynCity engine on synthetic data generation methodology, though Datagen focuses on horizontal CV use cases rather than surveillance/security verticals.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
CVEDIA social profiles
Digital presenceCVEDIA compliance and trust
Trust signalCompliance6 records
CVEDIA financial estimates
Financial estimateRevenue estimate
Valuation estimate
CVEDIA leadership team
Management profileNumber of profiles
Profiles3 records
CVEDIA funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
CVEDIA M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about CVEDIA
What does CVEDIA do?
CVEDIA builds and sells CVEDIA-RT, a hardware-agnostic AI video analytics runtime that delivers real-time object detection, classification and tracking across 240+ tasks, trained using a proprietary SynCity synthetic-data engine and compiled via the Model Forge cross-platform compiler for NVIDIA, Intel, Hailo, Blaize, DeepX, Ambarella, Qualcomm and other silicon. It is sold as software subscriptions, REST API access, turnkey CVEDIA AI Appliance and AI HUB-8 hardware, OEM/embedded licenses, and native VMS plugins for Milestone XProtect and Nx Witness.
Is CVEDIA a public or private company?
CVEDIA is a private company. It is classified as venture growth investor backed and is currently operating.
When was CVEDIA founded?
CVEDIA was founded in 2016. It employs 11 to 50 people.
Where is CVEDIA based?
CVEDIA is headquartered in Singapore, Singapore, in the Asia region.
How does CVEDIA make money?
Four revenue lines are on record. Software Licensing (CVEDIA-RT) is the primary driver. The others are hardware Sales, OEM/Embedded Licensing and professional Services.
Who are CVEDIA's main competitors?
Direct peers on record are BriefCam, IronYun, Rekor Systems, Verkada and AnyVision (Oosto). Broad incumbents are Avigilon (Motorola Solutions) and Genetec. Emerging players are AlwaysAI, Synthesis AI and Datagen.
Does CVEDIA have an API?
Yes. CVEDIA-RT SDK provides full API access for custom integration into security operations center workflows and proprietary systems. The platform supports REST API integration for deploying analytics, integrating via REST API, and extending with plugins and custom integrations. Developer documentation is at docs.cvedia.com.
What industry is CVEDIA in?
CVEDIA's product category is AI Video Analytics Software. Its primary akta.pro industry code is HDAAAJAE, Real-Time Vision at the Edge (on-device CV/video), with a secondary code of HDAAAAAI, AI Compiler, Runtime & Kernel Optimization Software (CUDA/ROCm/XLA, graph compilers). Its NAICS code is 54151 and its SIC code is 7372.