The Solution Lies In Understanding How AI Works, and Which Companies It Works Better For
Sometimes when you ask AI a question the answer is a physical product
When we ask AI a question it uses information on the internet to provide an answer.
Sometimes that answer is a thing you can buy.
But sometimes the answer is not something you can buy. Sometimes what you are looking for is news or information.
The internet is structurally built around commerce, not information. AI is the same. Because there is money to be made selling stuff online, most of the web’s content is created, designed and optimized for this purpose. Google’s algorithms are designed to treat informational pages as temporary rest stops. The ultimate goal is often to use information to compress the distance between a keyword query and a commercial checkout page. AI intensifies this.
Information is the honey used to attract the consumer. This is why there are (were?) budgets for information creation – it is used to attract commerce.
The Asymmetry of Machine Respect
Look closely at how the current generation of large language models behaves when processing a user’s conversational search query.
AI platforms are hyper-focused on how to make the conversational internet work seamlessly for e-commerce giants like Amazon, and major brands like Target. The entire machine interface is actively being designed to make it incredibly easy for users to find and buy things.
Publishers’ models are breaking in real-time.
As conversational engines shift from routing users to summarizing answers on the fly, the traditional page-view economy is collapsing. But at Intelligent Attribution, we have spent a decade studying the connection between human trust and machine logic. In 2018 I published my first of 3 peer-reviewed papers on the connection between SEO and “the future” of AI we are now living in. What we are seeing across the web right now isn’t the death of media monetization—it is a fundamental misconfiguration of how publishers structure their value technically.
Example A: The Physical Merchandise (The Product Treatment)
When a user asks an AI assistant, “What is the best toaster for frozen bagels?” the AI doesn’t just print a text summary.
The AI respects the product. It builds its interface around it.
Example B: The Publisher’s Authority
But what happens when that exact same AI engine needs to figure out which toasters to present in that media-rich carousel? To make that commercial decision, the machine relies on an ocean of existing editorial content—the deep, expert reviews, field testing, and “Editor’s Choice” rankings published by premium media brands.
When the bot crawls a standard publisher’s review page, it encounters a layout designed for human eyes. The AI treats the page as a passive information node. It skims the facts, summarizes your hard-won advice for free, and then links the user directly to the merchant’s checkout screen, completely bypassing affiliate opportunities, Skimlinks, redirect paths, and referral tokens.
The publication pays the editorial acquisition cost to test the toasters.
Publishers buy the toasters and dozens of frozen bagels and they eat them with their real, human mouths and create information gain that no AI could make without their human mouths.
The AI captures the user interaction, the merchant secures the revenue, and the publisher gets a $0 commission payout.
Intelligent Attribution’s Solution: Treating Information as a Product
At Intelligent Attribution, we realized that if the AI internet is structurally obsessed with commerce, we must use the exact data logic of the commerce-driven internet to protect the real, financial value of news and information.
Knowledge is a product. Expertise is a product. Authority is a product.
When you treat your knowledge and content as information the machine steals it. But when you use Intelligent Attribution to structure your content as an e-commerce asset, you are back in the revenue chain.
Intellignet Attribution Solutions
By outputting direct Merchant and Product signals with Intelligent Attribution publishers are fundamentally changing how the language model processes and presents their value.
AFFILATE SOLUTION Intelligent Attribution
AI models like ChatGPT and Perplexity use publisher content — reviews, recommendations, expert analysis — to answer product questions, then send users directly to Amazon to buy, cutting publishers out of the affiliate transaction entirely. Intelligent Attribution injects infrastructure into publisher pages so that AI models treat them as commerce destinations, not just content sources.
PAID MEDIA SOLUTIONS Intelligent Attribution
Your unique content has never been more valuable. Yet you’re being paid less for it than ever before. We reverse this trend by providing your paid media clients direct access to AI’s Knowledge Graph. We help publishers stop selling page views and start selling AI Visibility and Influence.
PAYWALL AND SUBSCRIPTION MEDIA SOLUTIONS Intelligent Attribution
For media companies operating behind a paywall—like The New York Times, The Wall Street Journal, or The Athletic—the conversational AI chat internet feels like an absolute threat. Traditional SEO taught us to let search engines index our text so humans could find us. But when an AI search agent reads a standard paywalled article layout, its legal compliance guardrails often cause it to skip the page entirely to avoid a scraping violation, routing the user to a free copycat blog instead.
At Intelligent Attribution, we engineered a completely alternative path. We don’t treat paywalled journalism as static hidden text. We use the exact data structures of the commerce-obsessed web to package your premium subscriptions as active, product-based solutions.
Go Deeper on Paywall and Subscription Solutions.
Knowledge Product Solutions
If your online course, free or paid content is presented to AI as a product you will relieve rich results with strong purchase-forward calls to action. We present your knowledge products differently to AI so you can get be discovered in AI in contexts where users are more likely to take purchase actions.
Reconnect Your Value to Your Revenue
Independent journalism, unique voices, and quality media have never been more valuable to the world—yet media organizations are currently being valued at all-time lows because their distribution pipelines are leaking value to AI conversational interfaces.
As a media company today you do not have to choose between completely closing your firewall or letting automated search crawlers hollow out your business model for free. By thinking about information through the lens of structural commerce Intelligent Attribution can cleanly protect your affiliate revenue, defend your brand equity, and ensure your publication gets paid for the knowledge, news, content and information it creates.
It is time to treat your knowledge like the premium product it actually is.
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