What is an AI Proposal Generator Agent?

An AI Proposal Generator Agent is a software agent that takes discovery call notes, client data, and sales context as inputs, then automatically drafts structured, on-brand sales proposals. Unlike generic document tools, CMOH!'s Proposal Agent is built by AI Engineers and marketing experts to produce proposals aligned with your positioning, tone, and deal specifics — reducing manual effort while maintaining quality and consistency.

How does proposal automation AI work for B2B sales teams?

The CMOH! Proposal Automation AI processes your raw discovery notes, CRM data, and client context, then generates a structured proposal draft following your brand guidelines and sales methodology. Human marketing experts review and refine the output before it is finalized. This combines AI speed with expert judgment — ensuring proposals are accurate, on-brand, and tailored to each prospect without starting from a blank page.

What makes the CMOH! Sales Proposal Agent different from tools like PandaDoc or Proposify?

Generic proposal tools are templates that require manual input. The CMOH! Sales Proposal Agent is an AI Marketing Agent built specifically around your business, messaging, and target accounts. It is designed, tested, and operated by AI Engineers, Data Scientists, and senior marketing experts — not configured by a sales rep. It learns from your deal history and brand context, producing proposals that reflect your positioning rather than a blank template.

Who is the Proposal Generator Agent built for?

The Proposal Generator Agent is built for B2B sales teams, Account Executives, founders, and marketing leaders who regularly send high-stakes proposals to enterprise or mid-market clients. It is especially valuable for teams where proposal quality varies across reps, turnaround time is slow, or the volume of proposals makes consistent, personalized writing difficult to maintain at scale.

Can the Proposal Generator Agent be customized to our sales process?

Yes. CMOH! offers both a ready-to-deploy version of the Proposal Generator Agent and a fully custom-built version tailored to your sales methodology, brand guidelines, deal stages, and CRM data. Custom agents are designed by our team of AI Engineers and Data Scientists in collaboration with your sales and marketing leadership — ensuring the agent fits your process rather than requiring your team to adapt to a generic tool.

AI Marketing Agent

AI Proposal Generator: Turn Discovery Notes Into Winning Proposals Fast

Turns lead data into a personalised, polished proposal in under 60 seconds.

See Pricing

What This Agent Does

Core Capabilities

Generates fully personalised proposals using live lead data from Clay, CRM, or form submissions
Tailors service recommendations, pricing, and case studies to each prospect's industry, size, and pain points
Produces a professional PDF-ready document with company branding, exec summary, and ROI projections
Automatically sends proposals via email and logs activity in your CRM — no manual steps

How It Works

Four Steps. Fully Autonomous.

Lead Data In

Agent receives prospect data (from Lead Gen Agent, CRM, or manual input): company, size, industry, challenges, budget signals.

AI Assembly

Claude API selects relevant services, matching case studies, and ROI estimates; assembles into a structured proposal document.

Send & Log

Proposal emailed to prospect via branded template; CRM updated with send date, proposal link, and follow-up task created automatically.

Inside The Agent

A Proposal Desk On-Demand

Five agents assemble, price, and ship every proposal — supervised by a senior solutions consultant.

Human Lead

Senior Solutions Consultant — owns pricing logic, case-study library, and final sign-off.

×1

Discovery Pull

Pulls lead data, discovery notes, and prior CRM activity into a single brief.

×1

Scope Designer

Selects services, packages, and ROI projections that fit the prospect's profile.

×1

Case Study Matcher

Picks the 2–3 most relevant case studies from your library to include.

×1

Proposal Writers

Drafts exec summary, scope sections, and next-step language in your tone.

×1

Send + Log

Ships the branded PDF, logs the activity in CRM, and creates a follow-up task.

Coordination Flow

1Discovery Pull assembles the brief
2Scope Designer + Case Study Matcher build the offer
3Proposal Writers draft the document
4Consultant signs off
5Send + Log ships and tracks the proposal

Need more output? Spin up additional teams in parallel — one per brand, content pillar, or market.

Integrations

Connects To Your Stack

ClayHubSpotSalesforceClaude APIn8nDocuSignSmartlead

Add to Your Stack

Available in Accelerate, Dominate, and Enterprise plans

Activate Proposal Generator alongside the full CMOH! Marketing Agent system — or book a call to scope your custom setup.

View Pricing

FAQ