Why AI Companies Waste 40% of Their GPU Spend — And How Agnitra Fixes It

Every AI team eventually reaches the same painful realization: your GPUs are expensive, and they’re sitting idle more than you think. Across startups, enterprises, and research labs, we consistently see GPU clusters running at 50–60% utilization, even when fully booked. Why? Because traditional orchestration frameworks can’t optimize for: • micro-batching efficiency • heterogenous model loads • memory fragmentation • contention between inference + training workloads • kernel-level switching overhead Most GPU schedulers operate like static calendars, not adaptive intelligence systems. Agnitra changes that completely. Our GPU Runtime Intelligence platform dynamically analyzes every workload, every tensor move, every kernel path, and routes work through optimal execution patterns in real time. The results? 🚀 30–70% higher effective GPU throughput 💸 Cut your compute cost almost in half ⚡ Faster inference across all model types Agnitra ensures GPUs work smarter, not just harder — unlocking the efficiency AI companies desperately need.

Emma Novak

Performance Analyst

Emma Novak

Priya Mehra

Product Marketing Manager

Priya Mehra

The need for speed

In 2025, website visitors expect instant results. If your homepage takes longer than a second to load, you’re losing potential customers. Research shows that a 1-second delay in load time can reduce conversions by up to 20%. With the rise of mobile browsing and global audiences, speed is no longer a luxury—it’s a necessity.

“A fast website isn’t just a nice-to-have. It’s the difference between gaining a customer and losing one.”

SEO and business impact

Google now ranks sites based on performance metrics like Core Web Vitals. Faster sites see higher search rankings, reduced bounce rates, and longer session times. A speedy website isn’t just good for users—it’s essential for business growth.

Performance vs. Results table

Metric	Slow site	Fast site
Avg. load time	3,2 s	0,9 s
Bounce rate	58%	29%
Conversion rate	1,3%	2,6%
Google ranking	Page 2	Page 1

Actionable tips

Implementing website speed improvements doesn’t have to be overwhelming. By focusing on a few high-impact strategies, you can dramatically boost your site’s performance and deliver a better experience for every visitor. Start with these proven, actionable tips to see immediate results:

Compress and convert images to next-gen formats (WebP, AVIF)
Minify JavaScript, CSS, and HTML
Use a global CDN for rapid content delivery
Enable browser caching and GZIP compression

Example: Code minification

// Before minification
function greet(name) {
    console.log("Hello, " + name + "!");
}

// After minification
function greet(n){console.log("Hello, "+n+"!");}

Why Jet?

Jet makes all these optimizations automatic. With one click, your site is faster, your SEO improves, and your users stay happy.

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