spec11 MIN READ·05 May 2026
Inside Module N — the proposal engine that does its own homework
How the mothership turns a one-line Telegram brief into a 6-page PDF, a Stripe link and a HubSpot deal.
Send /pitch on Telegram, get a proposal back. Module N parses the brief, researches the client (Outscraper + SerpAPI + Crawl4AI), matches modules to pain points, calculates the bundle with deterministic margin math (60% floor enforced in code, never the LLM), and waits for your approval. Then it generates the PDF, the slide deck, the Stripe link and the HubSpot deal.
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