This measurement foundation transforms AIO from guesswork into a data-driven practice. Instead of optimizing blindly and hoping AI models notice, you track actual performance and refine your approach based on concrete results. The initial investment in building or subscribing to tracking tools pays dividends through improved optimization efficiency and clearer understanding of what tactics actually work for your specific content and audience.
Building the image is done with podman (or docker if you prefer).
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Welcome to your guide to Pips, the latest game in the New York Times catalogue.