Home AdExchanger Talks From Hype To Hyperscale In AI

From Hype To Hyperscale In AI

SHARE:
Ikkjin Ahn, CEO & co-founder, Moloco

Nearly every ad tech company is out there promising some form of AI-powered magic. The vendor landscape is turning into a sea of sameness.

So what’s worthwhile and what’s worth chucking in the bin?

The best way to separate AI hype from reality is to roll up your sleeves and try out the tech for yourself, says Ikkjin Ahn, CEO and co-founder of machine learning-based ad tech startup Moloco, on this week’s episode of AdExchanger Talks.

It’s like watching a movie, he says. How do you know if it’s good before you even try it?

But there are certain elements that separate serious contenders from the rest of the pack, he says, and one of the biggest is the ability to perform at massive scale.

You can build “toy examples” very easily with generative AI, Ahn says, but “the key differentiator is how much you can feed the volume, how much scale you can achieve.”

That’s where AI hyperscale comes in, which involves running AI on huge, cloud-style infrastructure. It’s a mix of ultra-fast hardware and optimized software that’s been trained to power AI models faster and more efficiently than regular computers.

Moloco uses AI Hypercomputer, which is Google’s branded end-to-end supercomputing stack. It runs on Google Cloud and allows Moloco to process billions of requests a day at 10x speed and relatively low cost.

Online advertising is evolving from a reliance on carefully engineered features and audience segments to harnessing the power of these “foundational models” that can learn from huge volumes of raw data, Ahn says.

It’s a process, though.

Subscribe

AdExchanger Daily

Get our editors’ roundup delivered to your inbox every weekday.

While generative AI models are currently pretty good at answering questions, most are way too slow and expensive to meet the needs of real-time advertising, he says, which demands more powerful models that can operate instantly and affordably.

“Think about how long it takes to get an answer from ChatGPT,” Ahn says. “If your recommendation or sponsored search ad is taking three seconds, I mean, that’s a problem. And if any ad tech companies say, ‘Hey, I’ll burn like, what, $3 billion per quarter – that is not an answer, right?”

Also in this episode: How Moloco started its DSP business using Google’s display ad network as a test bed, how AI can help democratize commerce media beyond giants like Amazon and the role of creative automation in streamlining digital ad production.

For more articles featuring Ikkjin Ahn, click here.

Must Read

Why 2025 Marked The End Of The Data Clean Room Era

A few years ago, “data clean rooms” were all the ad tech trades could talk about. The  relatively new technology was one that everybody in data-driven marketing would need to know. Fast-forward to 2026, and maybe advertisers don’t need to know what a data clean room is at all.

The AI Search Reckoning Is Dismantling Open Web Traffic – And Publishers May Never Recover

Publishers have been losing 20%, 30% and in some cases even as much as 90% of their traffic and revenue over the past year due to the rise of zero-click AI search.

No Waiting for May – CES Is Where The TV Upfront Season Starts 

If any single event can be considered the jumping-off point for TV upfronts, it’s the Consumer Electronics Showcase (CES), which kicks off this week in Las Vegas, Nevada.

Privacy! Commerce! Connected TV! Read all about it. Subscribe to AdExchanger Newsletters
Comic: This Is Our Year

Comic: This Is Our Year

It’s been 15 years since this comic first ran in January 2011, and there’s something both quaint and timeless about it. Here’s to more (and more) transparency in 2026, and happy New Year!

From AI To SPO: The Top 10 AdExchanger Guest Columns Of 2025

The generative AI trend generated endless hot takes this year, but the ad industry also had plenty to say about growing competition between DSPs and SSPs. Here are AdExchanger’s top 10 most popular guest columns of 2025 and why they resonated.

Comic: Season's Beatings

Enjoy this weekly comic strip from AdExchanger.com that highlights the digital advertising ecosystem …