From User Questions To A New AI Monetization Engine
An AI monetization engine is a system that turns the questions, prompts, and conversations users have with generative AI tools into targeted commercial opportunities, by matching real-time intent with relevant advertising that appears alongside or inside AI-generated answers. Taboola is now opening the monetization engine behind its DeeperDive answer product to generative AI companies, so chatbots and virtual assistants can earn from the queries they process. Originally built for publishers, DeeperDive sits on article pages and returns conversational answers, then inserts high-intent ads into the AI results. That same infrastructure can now plug into third‑party AI platforms, giving them a ready-made way to generate chatbot ad revenue. Instead of relying only on paywalls or monthly plans, AI providers can turn everyday searches, recommendations, and how‑to questions into consistent, intent-driven advertising inventory.
How DeeperDive Powers Conversational AI Ads
DeeperDive acts as an AI-powered answer engine that combines large language models, retrieval systems, and Taboola’s proprietary intent graph to understand what a user is trying to achieve. It already produces tens of millions of AI-generated answers every month for more than 7 million users on publisher sites, inserting contextual ads within those responses. Realize, Taboola’s performance ad platform, supplies demand from tens of thousands of advertisers, matching offers to user interests and intent. Now, generative AI-focused platforms can plug into this stack to run conversational AI ads without building their own ad network. According to Taboola CEO Adam Singolda, “DeeperDive has proven that AI experiences can successfully connect users with trusted content and relevant commercial ads,” and that success is the template for opening the monetization engine to the wider AI ecosystem.
Turning Conversations Into Non-Disruptive Commercial Moments
The promise of this model is that it monetizes intent without interrupting the flow of a conversation. When a user asks an AI assistant how to buy a home, the answer can explain the steps and, within the same interface, show mortgage offers or related financial services. Because ads are placed inside the AI-generated result and driven by the same understanding of context and user goals, they feel more like suggested next actions than intrusive banners. For publishers, DeeperDive has already added a new revenue channel that matches the shift from static pages to conversational experiences. For AI companies, this approach means they can earn chatbot ad revenue on high-intent queries while keeping the user focused on a single, integrated interface, instead of sending them away to a separate search results page full of sponsored links.
A Blueprint For Generative AI Monetization Beyond Subscriptions
As generative AI tools spread across productivity apps, media sites, and devices, few users are willing to maintain subscriptions to every assistant they use. That leaves many AI companies searching for sustainable business models. Taboola frames its move as “helping build the economic layer of the AI internet,” where conversational and agentic experiences are supported by advertising and commerce rather than paywalls alone. With DeeperDive’s monetization engine, AI applications, agents, and LLM-powered services can plug in a ready-made generative AI monetization path that does not depend on charging every user. Advertising still needs to stay transparent and relevant, but the underlying idea is simple: if an AI system can understand intent well enough to answer a question, it can also suggest commercial options linked to that intent, creating value for users, advertisers, and AI platforms at the same time.
