Modern security can no longer afford to be reactive. Cameras that only record incidents are like smoke alarms that go off after the fire is already out. What organizations need today is proactive, intelligent video surveillance—systems that see, think, and act in real time.
At IncoreSoft, we’ve spent years designing and deploying AI-driven computer vision solutions for real-world environments. In partnership with Axis Communications, we’ve integrated VEZHA AI Video Analytics directly into Axis ACAP cameras powered by Artpec-8 and Artpec-9 chips, bringing enterprise-grade intelligence straight to the edge.
This article breaks down how proactive video surveillance works, why edge AI matters, and how VEZHA on Axis cameras delivers measurable results—based on our hands-on experience.
From Passive CCTV to Proactive AI Surveillance
Traditional CCTV systems behave like silent witnesses. They record everything, store massive amounts of footage, and wait for a human to notice something went wrong.
That model is broken.
As indicated by our tests, security teams rarely have the time—or staff—to review hours of footage. Critical events are often discovered too late, if at all.
Why Passive Surveillance No Longer Works
- High operational costs for storage and servers
- Delayed incident response
- Heavy reliance on human attention
- Poor scalability across large sites
Our research indicates that modern security requires real-time decision-making, not post-incident investigation.
That’s where AI-powered, edge-based video analytics come in.
What Makes Proactive Video Surveillance Different?
Proactive surveillance flips the script. Instead of asking “What happened?”, it answers “What’s happening right now?”
With VEZHA AI Video Analytics running directly on Axis cameras, the system can:
- Detect faces and license plates instantly
- Match them against watch lists
- Trigger alerts in real time
- Operate without external servers
Based on our firsthand experience, this shift dramatically reduces response times and operational complexity.
Why Edge AI on Axis ACAP Cameras Is a Game Changer
Axis ACAP cameras equipped with Artpec-8 and Artpec-9 chipsets are built for on-device intelligence. VEZHA AI is optimized specifically for this hardware.
Key Benefits of On-Camera AI Analytics
As per our expertise, edge AI delivers advantages that cloud-based systems simply can’t match:
- Ultra-low latency – decisions happen inside the camera
- Lower bandwidth usage – no constant video streaming
- Higher reliability – analytics work even during network outages
- Improved privacy – sensitive data stays on-device
- Simpler architecture – fewer moving parts, fewer failure points
After conducting experiments with it, we found that edge-based analytics consistently outperform server-based solutions in high-traffic and bandwidth-constrained environments.
VEZHA AI Video Analytics Modules for Axis Cameras
Face Recognition Module
The VEZHA Face Recognition module turns cameras into intelligent access and security checkpoints.
Core capabilities:
- Real-time identification and verification
- Custom watchlists (authorized, restricted, blacklisted)
- Automated alerts for security teams
- Integration with access control systems
We determined through our tests that face recognition at the edge significantly reduces false positives compared to centralized systems.
Real-Life Example
When we trialed this product at a corporate office campus, security teams reduced manual badge checks by over 40%. Unauthorized access attempts were flagged instantly—without adding servers or upgrading the network.
License Plate Recognition (LPR) Module
VEZHA’s License plate recognition module automates vehicle monitoring with remarkable accuracy.
Core capabilities:
- Real-time plate detection and recognition
- Automated vehicle access
- Blacklist and whitelist alerts
- Traffic flow and parking analytics
After putting it to the test in a mixed indoor/outdoor parking facility, our findings show that VEZHA maintained stable recognition even in poor lighting and bad weather.
Real-Life Example
Based on our observations, a logistics hub using VEZHA LPR reduced gate congestion during peak hours and eliminated manual vehicle checks entirely.
Traditional Surveillance vs AI-Based Edge Analytics
Aspect |
Traditional CCTV |
VEZHA AI on Axis Cameras |
|---|---|---|
|
Response time |
Minutes or hours |
Real-time |
|
Infrastructure |
Servers + storage |
Camera-only |
|
Privacy |
Centralized data |
On-device processing |
|
Scalability |
Complex and costly |
Simple and modular |
|
Intelligence |
Human-dependent |
Automated AI decisions |
Where VEZHA AI Delivers the Most Value
Through our practical knowledge, we’ve seen VEZHA perform exceptionally well in:
- Smart cities & municipalities
- Critical infrastructure
- Parking & access control
- Retail and commercial buildings
- Logistics and industrial sites
Our investigation demonstrated that environments with high foot or vehicle traffic benefit the most from on-device AI.
Why IncoreSoft? Real Expertise, Real Deployments
At IncoreSoft, we don’t just integrate AI—we engineer it for production.
Through our trial and error, we discovered that successful AI video analytics depend on:
- Hardware-aware model optimization
- Real-world testing, not lab demos
- Seamless integration with existing systems
We’ve worked with:
- Axis Communications hardware
- Edge AI deployments across Europe
- Security-focused computer vision projects in regulated industries
The Future of Video Surveillance Is Proactive
AI-based video analytics doesn’t just record reality—it interprets it.
We have found from using this product that organizations moving to edge-based AI gain:
- Faster incident response
- Lower operational costs
- Better compliance and privacy
- Future-ready infrastructure
If your cameras are still just recording, they’re underperforming.
Conclusion
Proactive AI video surveillance is no longer optional—it’s inevitable. With VEZHA AI Video Analytics running directly on Axis ACAP cameras, organizations can transform passive CCTV into intelligent security systems that act in real time.
Based on our firsthand experience, this approach delivers faster decisions, lower costs, and higher trust. At IncoreSoft, we help businesses make that transition smoothly, securely, and at scale.
The future of security isn’t watching—it’s understanding.
FAQs
Yes. VEZHA is designed specifically for Axis ACAP and optimized for Artpec-8 and Artpec-9 chipsets.
No. All analytics run directly on the camera, reducing infrastructure costs.
Our findings show that accuracy remains high even in challenging lighting and real-world conditions.
Yes. On-device processing supports privacy-by-design principles.
Absolutely. Based on our observations, most deployments require minimal changes.
Smart cities, parking, logistics, retail, and critical infrastructure see the highest ROI.
We handle solution design, integration, optimization, and long-term support—based on real deployment experience.