A real look at AI-assisted Reddit engagement: the four tells that get comments flagged, the draft-edit-verify workflow that survives mods, the monitoring stack I actually use, and the line between value-add and spam that everyone glosses over.
YouTube's official Test & Compare feature runs 7 days. Here's the 48-hour fast-iteration loop I use with creator clients — including when to trust the data, when not to, and the AI tools that actually shorten the cycle.
A working marketer's system for writing the first 3 seconds of a TikTok — the three jobs a hook has to do, five named patterns I actually use, and the AI workflow I run to draft 20 hooks in 15 minutes (and kill 16 of them).
A repeatable 15-minute ChatGPT workflow for writing Twitter thought-leadership threads — with the exact prompt, the 6-tweet arc structure, and a real example thread that pulled 42k impressions in a niche B2B account. Plus the editing shortcut that turned my worst tweet into the best.
A 5-step transcript-to-post pipeline that converts spoken video into written blog content while keeping the speaker's voice — and the specific prompts that do the work.
A real 30-minute workflow for shipping landing page copy with Copy.ai — the 5-step process, copy-pasteable prompts, and the 4 human edits where AI is non-negotiable. With a 4.2% conversion page that actually went live.
Pick the slide count first, chunk the post, build the template, write slides in reverse — the 6-step workflow that turned a 1,200-word post into a 412,000-impression carousel.
500+ unique, brand-consistent product descriptions in one batch, with a data input template, dedup detection, and Amazon/Shopify/Etsy compliance rules.
