A 7-part prompt structure that removes the guesses ChatGPT has to make

No_Appeal_5223 · reddit · 2026-10-07

The author argues mediocre business AI outputs usually stem from missing context, not the model. His working structure: Context → Goal → Audience → Constraints → Available information → Required output → Verification — the point is to eliminate decisions the model would otherwise guess.

His reusable template includes forcing the model to flag missing information before answering instead of inventing it, specifying exact output formats (table/checklist/plan), and requiring a verification note per recommendation. Example: instead of "create a content plan," specify the B2B company, ICP, a 30-day demo-request goal, publishing capacity limits, and demand a four-week table with topic, intent, format, CTA and monitored metric. He applies the same structure to marketing, sales, SEO, research and ops prompts, with a full guide on his own site.

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