Cloud infrastructure reshaped how organizations think about technology. Flexible, scalable, and far cheaper than maintaining your own hardware. For a long time, that trade-off made sense.
AI is changing the equation.
A recent TechRadar piece makes the case clearly. As AI becomes embedded across enterprise workflows, cloud spend stops looking like infrastructure and starts looking like a recurring tax on every interaction. The more you use AI, the more you pay. The response, increasingly, is to bring AI back on-site.
The shift from cloud-first to hybrid
TechRadar identifies three forces driving this move: economics, performance, and governance.
Cloud pricing models charge per API call, per GPU cycle, per token processed. At the scale of continuous AI inference, that becomes a significant and growing line item. On-prem infrastructure converts that recurring expense into a fixed asset — owned outright, not rented indefinitely.
Performance follows. Dedicated local hardware eliminates the latency that comes with shared cloud infrastructure. And on governance, data stays within the organization’s own physical and logical boundaries by design, simplifying compliance with frameworks like GDPR or HIPAA.
Why this matters for security teams
For organizations running AI-powered video security, these considerations are operational, not abstract.
Video generates data continuously and at scale. Routing that volume through the cloud introduces latency, creates data exposure risk, and generates costs that grow with every camera and every hour of coverage. On-site processing addresses all three. Intelligence runs where the video is captured, response times improve, and sensitive footage stays within the facility’s own network.
How Koshee is built for this
Koshee Protect runs entirely within your LAN, behind your firewall. Video data never leaves your network. AI inference happens on-site, so threat detection and incident alerts are immediate. And because the system operates on dedicated hardware within your environment, you retain full control over how your data is handled, stored, and accessed.
As AI becomes more central to how enterprises operate, where that AI runs is a strategic decision. For security, the answer is clear.
Read the full TechRadar article: Why Businesses Are Shifting from Cloud to On-Prem Amid the Agent Boom
Want to see Koshee’s on-prem architecture in action? Request a demo.