{"id":868,"date":"2026-09-12T03:35:59","date_gmt":"2026-09-12T08:35:59","guid":{"rendered":"https:\/\/valhalla-computers.com\/?p=868"},"modified":"2026-09-12T03:36:00","modified_gmt":"2026-09-12T08:36:00","slug":"something-stinks-apparently-adding-ai-makes-we-sell-ads-sound-revolutionary","status":"publish","type":"post","link":"https:\/\/valhalla-computers.com\/index.php\/2026\/09\/12\/something-stinks-apparently-adding-ai-makes-we-sell-ads-sound-revolutionary\/","title":{"rendered":"Something Stinks: Apparently Adding AI Makes \u201cWe Sell Ads\u201d Sound Revolutionary"},"content":{"rendered":"\n
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There is something almost magical about the letters A<\/strong> and I<\/strong>. Take an ordinary business function that has existed for decades, sprinkle those two letters over it, add a cute fox wearing glasses and a utility vest, and suddenly you are no longer buying advertising. You are apparently venturing into unexplored territory with an \u201cAI-powered decision engine\u201d that is going to locate mysterious new hunting grounds while helping you \u201coutfox your competition.\u201d<\/p>\n\n\n\n

That is essentially the pitch in an advertisement that recently crossed my screen for Realize<\/strong>, the performance advertising platform operated by Taboola. The ad opens with the claim, \u201cScale to 600M+ daily users with Realize,\u201d followed by, \u201cOur AI-powered engine finds new hunting grounds beyond search and social.\u201d Across the image we get \u201cOutfox Your Competition,\u201d followed by the promise to \u201cUnlock The AI-Powered Decision Engine That Drives Incremental Results.\u201d That is an impressive number of modern marketing buzzwords packed into a single advertisement: AI-powered, decision engine, incremental results, scale, 600 million users, beyond search and social. Once you translate all of that into ordinary English, however, what Realize is offering becomes considerably less mysterious. They sell advertising.<\/p>\n\n\n\n

Now, to be fair, this is not some fly-by-night Facebook advertiser offering a magical button that will turn your $29.95 investment into an Amazon competitor by lunchtime. Realize is a genuine advertising platform backed by Taboola, and the enormous audience number in the advertisement does have some basis in reality. Taboola reports reaching more than 600 million people per day through the digital properties where its technology operates. Those properties include major publisher websites, mobile applications and other digital environments. Realize’s own documentation similarly promotes access to more than 600 million unique daily active users through its publishing network.<\/p>\n\n\n\n

So the 600 million figure itself is not where the skunk starts spraying.<\/p>\n\n\n\n

The interesting part is the wording: \u201cScale to 600M+ daily users with Realize.\u201d<\/strong> A casual reader can easily walk away with the impression that Realize itself has 600 million people sitting around waiting for advertisers to show up. What it actually means is that Realize operates within an advertising ecosystem whose combined potential audience reaches hundreds of millions of people. That is an important distinction. Facebook has billions of users, but creating a Facebook advertisement does not suddenly give your local landscaping company billions of meaningful prospects. Google processes billions of searches, but spending $200 on Google Ads does not mean the entire Internet is now standing outside your virtual storefront.<\/p>\n\n\n\n

Access to an enormous audience and access to an enormous number of potential customers are not the same thing.<\/p>\n\n\n\n

Suppose you own a lawn-care company serving one county in Florida. You do not need 600 million people. You need homeowners within a reasonable driving distance who have lawns, can afford professional lawn service and are considering hiring someone. The other hundreds of millions of people may make for an impressive number in an advertisement, but they are functionally irrelevant to your business. The same applies to nearly every small business. What matters is not the total number of humans theoretically occupying an advertising network. What matters is how many qualified prospects you can reach, how much it costs to reach them and whether enough of them become paying customers to make the campaign worthwhile.<\/p>\n\n\n\n

Then we arrive at the magic word: AI<\/strong>.<\/p>\n\n\n\n

Realize really does use artificial intelligence and machine learning. Taboola describes technology that analyzes large amounts of data, predicts which advertising opportunities are likely to produce the desired response and automatically adjusts campaigns. In 2026, the company went even further with Realize+, which it describes as an \u201cagentic AI system.\u201d The platform includes what it calls a Decision Engine, designed to analyze campaign performance and direct advertising budgets toward better-performing opportunities, along with systems that help generate and optimize advertising elements.<\/p>\n\n\n\n

That technology can absolutely be useful. It can process far more information than one human advertiser could reasonably examine by hand. It can recognize patterns, react quickly to changing campaign performance, adjust spending and test different combinations much faster than someone sitting in front of a spreadsheet. None of that is nonsense.<\/p>\n\n\n\n

But there is also something amusing about how much more revolutionary an ordinary process begins to sound once we rename everything.<\/p>\n\n\n\n

Software watches advertising performance. Software compares results. Software moves money toward campaigns that appear to be performing better. Software generates or modifies advertising material. Useful? Certainly. Potentially powerful? Absolutely. But call the same process an AI-Powered Decision Engine<\/strong> and suddenly it sounds like we have commissioned NORAD to sell dog grooming appointments.<\/p>\n\n\n\n

Automated bidding, recommendation systems, predictive targeting and machine-learning optimization did not suddenly materialize when the public became fascinated with ChatGPT. Digital advertising platforms have been using increasingly sophisticated algorithms for years. What has changed dramatically is the vocabulary. Yesterday’s algorithm is today’s artificial intelligence. Yesterday’s automatic campaign optimization is today’s autonomous decision engine. Yesterday’s advertising inventory is today’s \u201cnew hunting grounds.\u201d Yesterday’s software that attempts to find people likely to purchase something is today’s \u201cAI-powered performance ecosystem.\u201d<\/p>\n\n\n\n

Same neighborhood. Much nicer sign out front.<\/p>\n\n\n\n

And then we reach perhaps my favorite phrase in the entire advertisement: \u201cDrives Incremental Results.\u201d<\/strong><\/p>\n\n\n\n

That sounds wonderfully precise until you stop and ask what a result actually is.<\/p>\n\n\n\n

Are we talking about sales? Phone calls? Completed purchases? Newsletter subscriptions? Leads? Website visits? Advertisement clicks? Impressions? Lower customer acquisition costs? Higher return on advertising spend? Someone who saw an advertisement on Tuesday and happened to buy something on Friday? \u201cResults\u201d is one of those advertising words that can sound extremely meaningful while remaining conveniently flexible.<\/p>\n\n\n\n

That does not mean Realize cannot produce genuine results. It undoubtedly can for some advertisers. The point is that the phrase itself tells you almost nothing about what your particular business should expect. An advertising platform can optimize toward a goal, but that does not mean every campaign automatically becomes profitable. There is a very large difference between saying, \u201cOur technology attempts to improve campaign performance based on your selected objective,\u201d and creating the impression that 600 million users plus artificial intelligence plus a Decision Engine automatically equals business growth.<\/p>\n\n\n\n

The first describes technology. The second sells confidence.<\/p>\n\n\n\n

And selling confidence is considerably older than artificial intelligence.<\/p>\n\n\n\n

Another problem with AI-heavy advertising pitches is that they can quietly encourage business owners to believe the technology somehow bypasses the fundamentals of marketing. It does not. If your product is overpriced, AI does not fix that. If nobody wants what you are selling, AI does not fix that. If your website takes twelve seconds to load, looks terrible on a phone and requires customers to navigate a checkout process resembling a federal security-clearance application, AI does not fix that. If your landing page fails to explain what you actually do, AI does not fix that either.<\/p>\n\n\n\n

If you are advertising nationally when your company only serves customers within thirty miles, no algorithm can magically transform someone in Oregon into a customer in Florida. If your advertisement itself is poor, artificial intelligence might help test variations, but it cannot repeal the basic rules of marketing. You still need the right offer, the right audience, an appropriate budget, accurate conversion tracking, a functioning website and a product or service people genuinely want to purchase.<\/p>\n\n\n\n

That last part remains stubbornly important.<\/p>\n\n\n\n

There is no AI system on Earth capable of indefinitely optimizing around the fact that nobody wants what you are selling.<\/p>\n\n\n\n

This is why enormous audience numbers should always be treated as context rather than proof of value. A platform reaching 600 million people tells you the platform is large. It does not tell you whether your company should spend money there. Qualified audience matters. Conversion rate matters. Customer acquisition cost matters. Profit margin matters. Customer lifetime value matters. Return on advertising spend matters. Those figures may not look as impressive in a giant green font beside a fox, but they are considerably more useful when determining whether an advertising campaign is actually working.<\/p>\n\n\n\n

To Realize’s credit, once you get past the social-media advertisement and examine the actual product, the underlying idea is fairly straightforward. Realize is a performance advertising platform designed to help advertisers reach consumers beyond the traditional search and social-media channels. It uses Taboola’s publishing relationships, data, algorithms and machine-learning systems to identify advertising opportunities and attempt to improve campaign performance. Realize+ takes that concept further by automating more of the decision-making involved in distributing advertising budgets and generating campaign elements.<\/p>\n\n\n\n

There is nothing inherently ridiculous about any of that.<\/p>\n\n\n\n

What deserves scrutiny is the rapidly growing habit throughout the technology industry of placing the letters AI<\/strong> in front of understandable processes and then presenting those processes as though they have become something almost magical. Budget optimization becomes a Decision Engine. Automated advertisement creation becomes an Element Generator. Advertising inventory becomes new hunting grounds. Campaign management becomes agentic advertising. Before long, purchasing online advertisements sounds less like marketing and more like dispatching an autonomous robot army into unexplored territory.<\/p>\n\n\n\n

We’re not.<\/p>\n\n\n\n

We’re running ads.<\/p>\n\n\n\n

Really sophisticated ads, perhaps. Ads backed by enormous amounts of data, machine learning, automated optimization and highly developed infrastructure. But ads nonetheless.<\/p>\n\n\n\n

That distinction matters especially for small-business owners, because the right question is not whether an advertising platform uses artificial intelligence. The right question is what that artificial intelligence actually does for your money. What is it optimizing? What counts as a conversion? How are those conversions attributed? Where can advertisements appear? Can poor placements be excluded? What level of spending is realistically necessary before the system has enough information to optimize anything? What reporting will you receive? What happens when performance begins declining? How much control do you retain over targeting, spending and creative decisions?<\/p>\n\n\n\n

And perhaps the simplest question of all remains the most important: If I give you $1,000, how will we determine whether giving you that $1,000 was a good decision?<\/strong><\/p>\n\n\n\n

That question existed long before anyone added artificial intelligence to an advertising dashboard, and it remains considerably more useful than knowing how many hundreds of millions of people theoretically exist somewhere within an advertising network.<\/p>\n\n\n\n

So, is Realize bullshit?<\/p>\n\n\n\n

No.<\/p>\n\n\n\n

And that is actually what makes this advertisement worth discussing.<\/p>\n\n\n\n

The company is real. The advertising network is real. The massive potential reach appears to be real. The machine-learning technology is real. The automated campaign-management systems appear to be real. There could very well be companies making substantial money using the platform.<\/p>\n\n\n\n

The bullshit is the increasingly common implication that attaching AI<\/strong> to familiar technology transforms it into something bordering on magic.<\/p>\n\n\n\n

It doesn’t.<\/p>\n\n\n\n

Artificial intelligence can analyze more information than a human could reasonably process. It can recognize patterns, automate repetitive decisions, react quickly to changing conditions, generate variations and potentially improve the efficiency of complicated advertising campaigns. Those are real and meaningful capabilities.<\/p>\n\n\n\n

But at the end of the day, Realize is still connecting businesses with places where advertisements can appear and using software to try to put those advertisements in front of people who might respond to them.<\/p>\n\n\n\n

We’ve had a name for that business model for quite some time.<\/p>\n\n\n\n

Advertising.<\/strong><\/p>\n\n\n\n

The fox is optional.<\/p>\n\n\n\n

And that is today’s edition of Something Stinks<\/strong>, where sometimes the company isn’t fake, the product isn’t fake and even the impressive number isn’t fake. Sometimes you just have to scrape away three layers of AI terminology to discover somebody found a much more futuristic way of saying:<\/p>\n\n\n\n

\u201cWe sell ads, and our software tries to put them in good places.\u201d<\/strong><\/p>\n\n\n\n

Apparently that wasn’t revolutionary enough.<\/p>\n","protected":false},"excerpt":{"rendered":"

There is something almost magical about the letters A and I. Take an ordinary business function that has existed for decades, sprinkle those two letters over it, add a cute fox wearing glasses and a utility vest, and suddenly you are no longer buying advertising. You are apparently venturing into unexplored territory with an \u201cAI-powered…<\/p>\n","protected":false},"author":1,"featured_media":869,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"pgc_sgb_lightbox_settings":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[420],"tags":[993,995,992,581,648,576,68,869,471,116,996,994,445,990,991,13,421,989,14],"class_list":["post-868","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-something-stinks","tag-adtech","tag-advertising-roi","tag-advertising-technology","tag-ai-advertising","tag-ai-hype","tag-ai-marketing","tag-artificial-intelligence","tag-digital-advertising","tag-digital-marketing","tag-human-tempered-content","tag-machine-learning","tag-marketing-buzzwords","tag-online-advertising","tag-performance-marketing","tag-realize","tag-small-business-marketing","tag-something-stinks","tag-taboola","tag-valhalla-computers"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t