Inference
Inference is a Malaysia-based Vision AI company that builds hardware-agnostic computer vision platforms for government road authorities, construction sites, oil and gas facilities, and utilities operators across Southeast Asia. It offers road inspection, worksite safety, security surveillance, and drone-enabled asset inspection solutions.
- Company typePrivate
- Founded2019
- HeadquartersKuala Lumpur, Malaysia
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Inference does
Inference Tech Sdn Bhd, operating as Inference, is a Malaysia-headquartered Vision AI company building hardware-agnostic systems for government authorities and enterprises in road infrastructure, oil and gas, construction, and utilities. Founded in 2019 and headquartered in Shah Alam with a regional office in Singapore, the company markets five core solutions: AI-Driven Road Inspection (dashcam and drone-based defect detection with GIS tagging), AI-Driven Remote Worksite Monitoring (24/7 PPE and unsafe-behavior detection), AI-Driven Security & Surveillance (unified ground and aerial intrusion detection), AI-Driven Drone-Enabled Asset Inspection (defect classification across towers, buildings, and transmission lines), and Bespoke Vision AI Solutions for custom deployments.
The underlying platform is a cloud-based Vision AI engine that ingests video and imagery from any IP camera, dashcam, drone, mobile device, or wearable, and outputs geo-tagged, severity-ranked structured data plus automated alerts and reports (including JKR-compliant road inspection documentation). Inference claims full in-house engineering across camera firmware integration, cloud backends, real-time analytics dashboards, and secure APIs, deliberately avoiding vendor lock-in. Capabilities span computer vision for defect and PPE detection, anomaly detection for site and security events, and GIS-driven workflow dispatch.
The commercial model is enterprise subscription/recurring with engagement delivered through direct field sales and a consultation-based approach. Pricing is not publicly disclosed. The customer base is anchored by JKR (the Malaysian Public Works Department) for road inspection, with category-level deployments in construction, oil and gas, and utilities. The company operates with 1-10 employees, is privately held with no disclosed institutional funding, and is led by executives drawn from Aerodyne Group and Terra Drone Malaysia.
Inference firmographics
Firmographics- Name
- Inference
- Legal name
- Inference Tech Sdn Bhd
- Website
- https://inference.asia
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Inference is a Malaysia-based Vision AI company that builds hardware-agnostic computer vision platforms for government road authorities, construction sites, oil and gas facilities, and utilities operators across Southeast Asia. It offers road inspection, worksite safety, security surveillance, and drone-enabled asset inspection solutions.
- Ownership category
- akta.pro rank
Where Inference is headquartered
LocationHeadquarters
- HQ city
- Kuala Lumpur
- HQ country
- Malaysia
- HQ region
- Asia
Offices2 records
Markets served
Inference business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Revenue model
- Vision AI Solutions and Platforms: Enterprise software solutions for Vision AI deployment including platform fees, implementation, and ongoing support services. Full delivery lifecycle from use case definition and system architecture to deployment, optimization, and ongoing support.
Go-to-market motion1 record
Distribution channels1 record
Marketing channels2 records
Inference product offering
Product offeringCore offering
Inference builds a hardware-agnostic Vision AI platform that processes video and imagery from IP cameras, drones, dashcams, mobile devices, and wearable technologies to deliver automated road inspection, worksite safety monitoring, security and surveillance, and drone-enabled asset inspection. The offering is delivered as cloud-based software with real-time alerts, GIS-driven dashboards, and API integration, sold to government authorities and enterprise clients in infrastructure, construction, oil and gas, and utilities sectors.
Product overview
Inference offers a hardware-agnostic Vision AI platform comprising five core solutions: AI-Driven Road Inspection (using dashcams and drones for road defect detection and GIS-based reporting), AI-Driven Remote Worksite Monitoring (continuous PPE and safety compliance monitoring), AI-Driven Security & Surveillance (unified ground and aerial surveillance), AI-Driven Drone-Enabled Asset Inspection (drone-based defect detection for infrastructure), and Bespoke Vision AI Solutions (custom-built for specific use cases). All solutions share a common cloud-based Vision AI engine and integrate with existing IP cameras, dashcams, drones, mobile devices, and sensors, delivering unified dashboards and real-time alerts across deployment scenarios.
Differentiator
Problem solved
Functional benefit
Products and services
- AI-Driven Road Inspection
Quantifiable outcome
- Eliminates reliance on slow, manual surveys and delivers real-time, objective visibility across entire road networks
- +3 more outcomes
Companies that use Inference
Customer profileNamed customers4 records
Segments4 records
Ideal customer profiles4 records
Inference technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability6 records
Feature5 records
Inference partnerships and signals
Strategic signalScale indicators2 records
Recent moves5 records
Expansion highlights4 records
Inference competitors and assessment
Company assessmentEmerging players
- DroneDeploy: Drone data capture and processing software platform for construction, energy, and agriculture. Highly comparable to Inference's Drone-Enabled Asset Inspection solution, with a stronger market presence in the US and Europe.
- Strayos: AI-powered 3D drone data analytics platform for mining, construction, and infrastructure inspection. Comparable drone + Vision AI inspection model targeting similar asset-heavy enterprise verticals.
- SparkCognition: Enterprise AI company applying computer vision and machine learning to industrial, defense, and infrastructure use cases. Overlaps with Inference's asset inspection, safety monitoring, and bespoke AI solution offerings.
- Pix4D: Photogrammetry and drone mapping software for inspection, surveying, and asset management. Comparable drone-data intelligence offering, focused on geospatial rather than real-time operational AI.
Direct peers
- Aerodyne Group: Global #1 drone services company headquartered in Malaysia, providing AI-driven asset inspection, surveying, and infrastructure intelligence. Inference's three co-founders all previously held senior roles there, and Aerodyne is the most direct precedent for Inference's drone + Vision AI service model in the same geography.
- Terra Drone: Global drone services and UAV technology company where Inference's COO (Izwan Zainal Abidin) serves concurrently as CEO of Terra Drone Malaysia. Comparable drone-based inspection and industrial AI offerings for infrastructure, oil & gas, and utilities.
Broad incumbents
- Motorola Solutions (Avigilon): Global leader in mission-critical communications and video security (via Avigilon). Competes with Inference's enterprise security and surveillance offerings at scale, with established enterprise and government sales channels worldwide.
- Verkada: US-based enterprise AI video surveillance company combining hardware cameras with cloud-based Vision AI for security and operational monitoring. Directly competes with Inference's Security & Surveillance and Worksite Monitoring product lines, albeit with a vertically-integrated hardware bundle model.
- Genetec: Enterprise-grade unified security, public safety, and operations platform combining video surveillance, access control, and AI analytics. A long-established incumbent competing for the same enterprise surveillance budgets Inference targets.
- SenseTime: Asia-headquartered AI giant with extensive Vision AI capabilities across surveillance, automotive, and smart city applications. A broad incumbent competing for the same Asia-Pacific AI vision contracts Inference targets.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights7 records
Customer concentration
Inference social profiles
Digital presenceInference financial estimates
Financial estimateRevenue estimate
Valuation estimate
Inference leadership team
Management profileNumber of profiles
Profiles8 records
Inference subsidiaries and ownership
Company hierarchySubsidiaries1 record
Inference funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Inference 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 Inference
What does Inference do?
Inference builds a hardware-agnostic Vision AI platform that processes video and imagery from IP cameras, drones, dashcams, mobile devices, and wearable technologies to deliver automated road inspection, worksite safety monitoring, security and surveillance, and drone-enabled asset inspection. The offering is delivered as cloud-based software with real-time alerts, GIS-driven dashboards, and API integration, sold to government authorities and enterprise clients in infrastructure, construction, oil and gas, and utilities sectors.
Is Inference a public or private company?
Inference is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Inference founded?
Inference was founded in 2019. It employs 1 to 10 people.
Where is Inference based?
Inference is headquartered in Kuala Lumpur, Malaysia, in the Asia region.
How does Inference make money?
One revenue line is on record: vision AI Solutions and Platforms.
Who are Inference's main competitors?
Emerging players on record are DroneDeploy, Strayos, SparkCognition and Pix4D. Direct peers are Aerodyne Group and Terra Drone. Broad incumbents are Motorola Solutions (Avigilon), Verkada, Genetec and SenseTime.
Does Inference have an API?
No public API is recorded for Inference.