Operations | Monitoring | ITSM | DevOps | Cloud

In 2024, Mark Boost, CEO at Civo, introduced the concept of ‘cloud parity’, a cloud computing approach that ensures a consistent, identical experience, feature set, and operational model across public, private, hybrid, and edge environments. “Cloud parity gives teams the freedom the cloud was supposed to deliver in the first place. It gives enterprises the sovereignty they need. It gives public sector bodies the clarity they require.

This blog is based on the webinar, “Panel Discussion: Understanding the importance of GPUs for AI success”. You can watch the full recording by clicking here! Cheap GPUs don't kill AI startups. Cheap thinking about GPUs does. In 2026, the teams burning through runway fastest aren't the ones who can't afford compute; they're the ones measuring the wrong thing and scaling the wrong way.

With AI reshaping every corner of the modern business, the highest-value workloads are often locked behind complex regulatory frameworks. Yet many organizations are still running them on infrastructure they don't fully control, trusting external platforms to decide where their data lives, where workloads run, and how their AI operates. Civo was built to change that.

Over the past decade, cloud computing has evolved from an emerging technology into the foundation of modern digital infrastructure. However, the latest industry research shows that the industry has now crossed a critical threshold. The conversation is no longer about whether to adopt cloud, cloud-native technologies, or AI. Instead, it has shifted toward operational efficiency, economic predictability, and infrastructure at scale.

A two-person startup signs up for the obvious hyperscaler because their last company used it, because Stripe runs on it, because the documentation is exhaustive, and because the free tier looks generous. Eighteen months later, with a small team and a healthy seed round, they discover they're spending $18,000 a month, and they don't quite know where most of it is going. Three engineers can describe the architecture in detail. Nobody can describe the bill.

A procurement officer at a mid-sized financial services firm spent six months last year negotiating with a cloud provider that turned out not to hold the certification it had implied in its sales deck. The contract collapsed during legal review. The firm lost the time, the provider lost the deal, and somewhere in the middle, a senior engineer learned the difference between "compliant with the principles of" and "audited to the standard of.".

At the 2026 India AI Impact Summit in February 2026, 92 countries and international organizations (including the US, China, and the UK) signed a preliminary agreement that positions AI as both a development tool and a shared global responsibility. “India will not be a mere consumer in the AI age. We will be the creators, the builders, and the exporters of intelligence and we are proud to be able to participate in that future.” Gautam Adani, chairman of the Adani Group.