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No hype cycles &mdash; just latency, licensing, and the paperwork your legal team will actually read.<\/p>\n<\/div>\n<h2 class=\"inner-section-heading\">What we cover<\/h2>\n<div class=\"inner-card-grid\">\n<div class=\"inner-card\">\n<h3>Stack decisions<\/h3>\n<p>Build vs. buy, on-prem pockets, and vendor lock-in you will feel in year two.<\/p>\n<\/div>\n<div class=\"inner-card\">\n<h3>Measurement &amp; attribution<\/h3>\n<p>Incrementality on sparse conversions, SKAN realities, and clean-room etiquette.<\/p>\n<\/div>\n<div class=\"inner-card\">\n<h3>Responsible rollout<\/h3>\n<p>Human review hooks, disclosure patterns, and brand safety in generated assets.<\/p>\n<\/div>\n<\/div>\n<figure class=\"inner-quote\">\n<blockquote>The best MENA AI roadmap is boring on purpose: contracts, evals, and rollback 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