Posts tagged "Monetization"

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The Token Squeeze is Real

AI isn’t getting cheaper. Token demand is exploding, and flat-rate subscriptions are doomed. What pricing models can survive the squeeze?

AI should feel like it's getting cheaper. After all, compute costs fall, models get optimized, and every year brings new claims of a 10x drop in inference prices. But as Ethan Ding argues in Tokens Are Getting More Expensive, the opposite is true: the economics of AI subscriptions are in a squeeze. Ding’s Core Argument The paradox is simple. While yesterday’s models do get cheaper, users don’t want them. Demand instantly shifts to the latest...
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When AI Bots Rule the Web

AI crawlers dominate web traffic, but most don’t send users back. Here’s what product managers need to know about training bots, referrals, and strategy.

Most of the traffic hitting websites today is no longer human. Cloudflare’s AI Insights dashboard makes this clear: the majority of crawling comes from AI bots, and the balance of power among those bots is shifting fast. For product managers, that reality changes how we think about traffic, attribution, and strategy. !AI Insights Cloudflare Training bots dominate Close to 80% of AI crawler traffic serves training purposes. These bots pull content to feed large language...
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