Set realistic timelines for seeing results. Unlike paid advertising where you can generate traffic immediately, organic visibility through either SEO or AIO builds gradually. You might see some quick wins from optimizing high-performing content, but establishing strong overall AI visibility typically takes months of consistent effort. Understand this going in to maintain motivation during the initial period where you're investing effort without dramatic visible results.
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The value is not in the verification workforce. It is in what verified delivery enables. Consider a company delivering ML kernels for new hardware. Today, months go to testing and qualification. When AI writes the kernel and proves it correct in one pass, that timeline collapses to hours. A provably correct hardware design delivered in weeks rather than the year it currently takes changes the economics of an entire industry.
Stay AOT-aware while preserving a smooth local development workflow.