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AI Monetization

A collection of 3 posts
The Monetization Reckoning Is Here: Why AI's Shift to Revenue Mode Forces Backend Engineers to Reprice Agentic Capabilities They've Been Giving Away for Free
AI Monetization

The Monetization Reckoning Is Here: Why AI's Shift to Revenue Mode Forces Backend Engineers to Reprice Agentic Capabilities They've Been Giving Away for Free

For the past three years, backend engineers have been operating inside a very comfortable lie. The lie goes something like this: agentic capabilities are infrastructure, not product. You wire up a tool-calling loop, expose a few endpoints, stitch together some memory management logic, and call it a day. The AI
Apr 4, 2026 7 min read
The 2026 AI Monetization Reckoning: Why Backend Engineers Must Redesign Feature Gating, Throttling, and Subscription Pipelines Right Now
AI Monetization

The 2026 AI Monetization Reckoning: Why Backend Engineers Must Redesign Feature Gating, Throttling, and Subscription Pipelines Right Now

For the past several years, the dominant strategy across the AI industry was deceptively simple: grow at all costs, worry about revenue later. Free tiers were generous. Rate limits were loose. Pricing pages were deliberately vague. The goal was adoption, not margin. That era is officially over. In 2026, the
Mar 30, 2026 7 min read
AI strategy

Your LLM Cost Problem Is Actually a Strategy Problem (And Most Engineering Leaders Are Missing It)

I have enough context from my expertise to write this piece authoritatively. Here is the complete blog post: --- Something significant shifted in the AI industry as we moved into 2026. The era of "grow at all costs, worry about margins later" is over. OpenAI, Anthropic, Google DeepMind,
Mar 4, 2026 7 min read
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