The structured answer engine for dropshipping operators.
Validate products before you spend ad budget. Calculate break-even ROAS with your real numbers. Scale, kill, refresh, or duplicate based on decision trees, not gut feel. Built from the Ad Scaling Command Center and the Ecommerce Profit & Stability OS — and engineered to be cited by Perplexity and served by your Discord bot.
● LiveCitation-readyWorker-proxied
Knowledge entries
28
7 categories · OS + Command Center
Bot commands
4
/product /supplier /angles /profitcheck
Perplexity queries
22
Tracked weekly
Offer ladder
6
$9 → $997
Structured answers sourced from the Ad Scaling Command Center master prompt, decision trees, and the Ecommerce Profit & Stability OS. Each entry is the source of truth for both Perplexity citations and the Discord bot.
Four Discord slash commands powered by the Profit Lab KB. Try them — each produces a real diagnostic using the decision rules from the Ad Scaling Command Center.
ProfitBot response
Pick a command and fill in the fields above, then click Run command. The bot responds with the same decision rules used by media buyers managing $50M+ in ad spend.
Bot responses pull from the KB above. Not financial advice. Lead capture is proxied through the Cloudflare Worker — your Kit API key never touches the browser.
Queries the Profit Lab is engineered to be cited for. Run the n8n monitor weekly — log which queries cite your hub, which cite competitors, and where the content gaps are.
Query
GEO score
Cited?
Action
Add new query to monitor
Generate citation-ready hub page sections. Publish each as its own URL (e.g. /dropshipping/break-even-roas) — separate pages have higher GEO citation potential than one mega-page.
Section to generate
Pick a section above and click Generate. Output is ready to paste into your website. Each section follows the Perplexity Answer Template: Short Answer → Framework → Decision Rule → Example → Common Mistake → CTA.
Tip: each section gets its own URL. /dropshipping/break-even-roas outranks /dropshipping on long-tail queries.
Copy these directly into n8n. Workflow A monitors Perplexity citations daily. Workflow B powers the Discord bot → Gumroad funnel. Workflow C handles the lead capture via the Cloudflare Worker proxy.
Workflow A — Perplexity Citation Monitor
Workflow B — Discord Bot → Gumroad Conversion
Workflow C — Lead Capture (via Cloudflare Worker)
Discord DM sequences for the conversion ladder. All product references map to your real Gumroad SKUs. Edit only the placeholders in {{double_braces}}.
Sequenced launch plan. Max 2-3 hours per day. 0 of 0 tasks complete (0%).
The full Perplexity + Discord → Gumroad funnel. Each node feeds the next; the dashed loop is the daily monitor that keeps Perplexity citing you.
Six products, sequenced by problem severity and operator readiness. Each step reinforces the next. The bot recommends the right tier based on the diagnostic — never the most expensive product by default.
Tier 1 · Entry
Profit Recovery Checklist
$9
The 12-point audit. Find which of the six profit leaks (CAC, refunds, AOV, retention, CRO, cash) is silently killing the store.
Product Research Scorecard, Supplier Checklist, Ad Angle Swipe File, Profit Calculator, Order Tracking Dashboard. The pack the bot recommends most often.
Master Prompt v2.0, Readiness Score Tool, KPI Dashboard, Decision Trees, Hook Library, Notion Setup. The full operator system used by media buyers managing $50M+ in spend.
Before any of the paid products, run the diagnostic. Get your score across 8 inputs (tracking, pixel data, contribution margin, ROAS vs break-even, cash runway, creative capacity, account maturity, attribution gap) plus the matching protocol. Email gets the result.