Cloud vs On-Premise for AI
Manage episode 520888829 series 3660582
"Just ask Dave send him a text"
This episode exposes the uncomfortable truth: 90% of companies choose their AI infrastructure based on habit, not strategy — and it’s costing them millions.
The presenters unpack why both cloud and on-premise AI deployments are riddled with hidden risks and invisible costs. Cloud AI is often launched without proper security controls, leading to major vulnerabilities, foreign data processing, and long-term cost blowouts. Some organisations see their cloud bills triple by year three due to unexpected data-processing volume and “add-on creep.”
On the other side, on-premise AI is frequently underestimated — with power, cooling, hardware replacement, and specialist staffing pushing real costs 40% above expectations. Some data centres are literally spending more on cooling than on the AI itself.
The conversation highlights how industries like manufacturing are shifting to hybrid models, using cloud for speed and imaging workloads while keeping sensitive IP on-prem. But managing hybrid environments requires rare talent — engineers who understand cloud, on-prem, and security — often commanding $200k+ salaries.
The real breakthrough discussed is the rise of “intelligent hybrid AI systems.” These automatically route workloads between cloud and on-premise based on real-time performance, security, and cost analysis. Companies using this approach are cutting AI infrastructure expenses by 45% while improving security.
The biggest takeaway:
Choosing cloud or on-prem is no longer an IT decision — it’s a strategic business decision.
Companies that treat it as a technical checkbox are three times more likely to fail.
Those that plan properly, measure performance/security/cost together, and adopt intelligent hybrid models are winning.
The future isn’t Cloud vs On-Prem.
It’s adaptive, strategic, hybrid AI designed for performance, protection, and long-term efficiency.
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74 episodes