AI Tools for Sales Pros

Generate Custom Proposals in Seconds from CRM Data


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Episode Summary

Most B2B teams are still paying a hidden “sales tax” every time a proposal gets requested: hours of document assembly, copy-paste errors, and slow internal processes that kill deal momentum. This episode reframes proposal creation from an artisan craft into Strategic Response Management (SRM), where proposals become a dynamic asset and the rep becomes the producer, not the typist.

Using AI and automation as the nervous system of your sales stack, you can move from “Friday afternoon panic” to a 60-second executive review. The outcome is simple: faster response, cleaner Messaging, stronger Value selling, and more consistent Revenue generation.

Major Highlights

  • The real problem isn’t proposals. It’s the momentum gap created when internal processes delay a buyer-ready moment.
  • Why “The Artisan Trap” is outdated: 80% of most proposals are recycled boilerplate masquerading as personalization.
  • Strategic Response Management (SRM): proposals as a continuously improved system, not a static Word document.
  • How the modern sales stack works as a “nervous system”: CRM status change triggers automated assembly, data pulls, pricing, and version control.
  • Where artificial intelligence actually belongs: rewriting the executive summary using the prospect’s own words and tailoring proof points, without breaking brand standards.
  • The “60-Second Review” operating model: reps edit and approve instead of starting from a blank page.
  • Context-rich alerting: interactive proposals that show engagement data so sales management can coach deal strategy instead of proofreading.
  • Standards before Automation: AI amplifies what you already do, so sloppy Sales processes just get faster.
  • Impact examples: faster proposal creation, improved win rates, and better Revenue management through speed and relevance.
  • The Document Friction Audit: a simple way to quantify the hours lost per deal and identify what to automate first.

Action Items for This Month

  • Run a Document Friction Audit on your last three proposals. Time the work from “call ends” to “proposal sent,” including file hunting and formatting.
  • Identify the reusable 80%. List the recurring blocks you copy-paste (pricing tables, security language, implementation plan, case studies).
  • Standardize one block before you automate it. Pick a single high-usage section (pricing or case studies) and define the “best-in-class” version your team will reuse.
  • Create a simple trigger in your CRM: when a deal moves to “Proposal Requested,” confirm what data must be present (pain points, timeline, stakeholders, next step).
  • Define your 60-second review checklist: accuracy of names, scope, pricing, proof points, and the executive summary narrative.
  • Coach from engagement data: if a buyer spends time on pricing but skips implementation, address that concern directly on the next call.

Join the B2B Sales Lab

This document problem is bigger than admin work. It’s a sales capacity issue, a Sales success issue, and a Business acumen issue. B2B Sales Lab is a private, member-led community for sales professionals who want actionable insights, not theory. It’s a space to ask real questions, share proven practices, and connect with others who are serious about improving revenue performance. Designed and led by veteran sales leaders, the Lab is where strategy meets execution.

Join us at b2b-sales-lab.com.

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AI Tools for Sales ProsBy Sean O'Shaughnessey