OpenAI is charging premium fees, such as a 4% take rate on Shopify sales and ad CPMs three times higher than Meta's. This signals a value-based strategy, betting that high-intent AI users will deliver superior conversion rates that justify the hefty premium over established digital platforms.

Instead of charging doctors for its valuable productivity tools, Doximity offers them for free to maximize user engagement. This creates a highly concentrated, valuable audience of physicians, which is then monetized through targeted advertising from pharmaceutical companies, its primary revenue source.

Instead of charging for all job placements, maintain a free tier to maximize candidate flow. Then, add a high-ticket fee for a small subset of personally-screened, 'blue checkmark' candidates. This creates a significant new revenue stream without disrupting the core acquisition model.

Companies like Z.ai are not abandoning open source but using it strategically. They release lightweight models to attract developers and build a user base, while reserving their most powerful, agentic systems for proprietary, revenue-generating enterprise products, creating a clear monetization funnel.

To maintain independence and trust, their public benchmarks are free and cannot be influenced by payments. The company generates revenue by selling detailed reports and insight subscriptions to enterprises, and by conducting private, custom benchmarking for AI companies, separating their public good from their commercial offerings.

The most profitable way to leverage AI tools without code is to package their output as a managed service. Instead of selling access to an AI, sell lead generation, process automation, or financial analysis on a monthly retainer, with the AI doing the heavy lifting behind the scenes.

Bordy's AI isn't just a tool; it's a "principled" agent that protects its own reputation and the network's health. By refusing bad introduction requests, it builds trust and prevents the network fatigue common in open platforms, making its connections more valuable.

Amplitude's CEO explains how incumbents counter "feature-not-company" AI startups. They rapidly build the startup's core functionality, give it away for free, and leverage it as a powerful lead generation tool for their existing business, commoditizing the startup's value proposition overnight.

OpenAI's Agent Builder could establish a middle market between free, ad-supported consumers and large enterprise API users. This "prosumer" tier would consist of power users willing to pay based on their consumption of advanced, automated workflows, creating a new revenue stream.