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Practical notes on web development, performance, and AI

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AI API Cost Estimation: Forecasting and Controlling Monthly Spend

Businesses integrating AI APIs often face unpredictable bills. This article outlines key cost drivers, forecasting methods, and control strategies to help decision-makers manage spend effectively.

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Is AI-Written Marketing Copy Good Enough? Real Experience from Content Teams

A critical look at how AI-generated copy performs in real marketing campaigns, what content teams report about quality and conversion, and what businesses should evaluate before relying on AI for content production.