Market truth
Collect exact questions, objections, alternatives, triggers, and language from public sources and approved conversations.
Marketing system / Guide 09
This manual connects research, positioning, content, distribution, capture, nurture, and measurement. AI can accelerate the preparation; it cannot supply the customer truth, permission, or final judgment.
Marketing is not a content calendar. It is the operating loop that learns who cares, sharpens the offer, proves the promise, distributes useful evidence, captures the signal, and improves from the result.
Collect exact questions, objections, alternatives, triggers, and language from public sources and approved conversations.
Name the buyer, urgent problem, smallest useful promise, proof available now, and why this route is different.
Store demonstrations, screenshots, test receipts, source links, FAQs, before/after process maps, and permission status.
Turn one source into a useful answer, comparison, checklist, demonstration, objection reply, and next-step artifact.
Choose channels by audience behavior and asset fit. Adapt natively; do not paste the same caption everywhere.
Give each page or post one useful next action: checklist, guide, reply, booking, audit, or tool.
Track the question, fit, objection, next action, and follow-up date. AI may draft; a human reviews every customer-facing message.
Review qualified questions, saves, replies, conversion steps, booked outcomes, corrections, and content production cost.
| Agent role | Job | Inputs | Human gate |
|---|---|---|---|
| Scout | Find questions, releases, competitor proof, and channel signals. | Public/approved sources | Approve sources and research scope. |
| Strategist | Map buyer, problem, offer, angle, and channel job. | Customer-language ledger | Approve positioning and claims. |
| Maker | Draft guides, posts, emails, diagrams, landing pages, and scripts. | Approved brief + proof | Approve final expression. |
| Repurposer | Adapt one approved source into channel-native drafts. | Approved master asset | Approve every platform payload. |
| Inspector | Check sources, claim classes, brand, accessibility, links, and CTA. | Draft + requirements | Human accepts corrections. |
| Analyst | Summarize performance and recommend the next test. | Approved aggregate metrics | Human decides strategy and spend. |
Help me run a proof-first marketing cycle for [business]. Use only the approved sources I provide. Return: customer questions, positioning brief, proof inventory, six content routes, channel-specific drafts, one useful CTA and destination, follow-up handoff, claim ledger, caveats, QA checklist, and the next smallest experiment. Classify material claims as primary source, internal test, creator claim, inference, or uncertain. Do not invent results, customers, quotes, prices, access, or experience. Do not post, schedule, send, spend, create accounts, or change records.
The workbook turns these lanes into one source ledger, proof inventory, channel map, and weekly decision memo.