Custom AI agent · Sales
AI Sales Proposal Generation Agent
Build proposals that are tailored, traceable, and ready for review.
Turn customer context, requirements, approved evidence, and commercial rules into a structured proposal draft without losing the human decisions behind it.
- Proposal drafts reflect the customer’s situation instead of generic filler.
- Requirements, claims, and supporting evidence are easier to review.
- Sales teams spend more time refining the offer and less time assembling documents.
Starting at $300 USD/month
Starting at $300 USD/month. Final pricing depends on scope, integrations, usage, and the level of ongoing support.

What is an AI sales proposal generation agent?
The AI sales proposal generation agent helps teams assemble clear, customer-specific proposals from approved information. It can organize requirements, discovery notes, solution components, proof points, delivery assumptions, commercial rules, and review checkpoints into a structured draft. The workflow keeps source context visible and leaves pricing, commitments, claims, and final approval with authorized people.
Proposal creation with evidence and control
Structure the proposal
Turn the customer context, requirements, solution scope, timeline, and next steps into a coherent proposal outline.
Map evidence to claims
Connect approved case studies, capabilities, product details, and references to the sections they support.
Apply commercial guardrails
Surface missing approvals, restricted language, pricing dependencies, scope assumptions, and unresolved requirements.
Prepare review versions
Create draft, internal-review, and customer-ready versions while preserving changes, owners, and source notes.
Where it can help
Tailored service proposals
Translate discovery findings and delivery assumptions into a proposal that matches the customer’s goals and operating context.
Technology solution proposals
Organize solution components, integration considerations, responsibilities, milestones, and evidence for a technical buyer.
Expansion and renewal proposals
Prepare a focused proposal using the account’s current needs, approved outcomes, existing scope, and next-step options.
How it works
A step-by-step workflow your team can review before launch.
1. Define the proposal playbook
Set required sections, tone, audience, approval roles, evidence sources, commercial rules, and versioning expectations.
2. Gather approved inputs
Collect requirements, discovery notes, solution components, proof points, scope assumptions, and customer context.
3. Assemble the draft
Generate a structured proposal with mapped evidence, open questions, dependencies, and clearly marked assumptions.
4. Review and release
Authorized reviewers validate claims, pricing, scope, legal language, and delivery commitments before the proposal is shared.
Built around your business
What we configure
- Proposal sections, templates, audience, and brand voice
- Discovery, requirements, solution, proof, and delivery fields
- Evidence mapping, claim rules, scope assumptions, and approvals
- Pricing, packaging, versioning, and review workflows
- CRM, document, knowledge-base, storage, and e-signature integrations
What we need from you
- Approved proposal templates and required sections
- Customer requirements, discovery notes, and stakeholder context
- Current product, service, evidence, and delivery information
- Commercial, legal, privacy, and approval policies
- A controlled process for proposal versions and release
Clear boundaries before launch
What it will not do
The agent does not invent customer requirements, fabricate evidence or references, approve pricing, create binding legal commitments, guarantee outcomes, or send a proposal without the review steps you define. Final commercial, legal, and delivery decisions remain with authorized people.
How success is measured
Measure draft preparation time, review cycle time, evidence coverage, requirement coverage, seller edits, rejected claims, approval turnaround, version rework, proposal acceptance signals, and customer questions caused by missing context.
Frequently asked questions
What does the AI sales proposal generation agent do?
It organizes approved customer context, requirements, solution details, evidence, and review steps into a tailored proposal draft.
Can it set pricing or approve discounts?
No. It can surface approved pricing inputs and missing approvals, but pricing, discounts, and commercial commitments remain with authorized people.
How does it prevent unsupported claims?
The workflow can map claims to approved evidence, flag missing sources, and route sensitive or uncertain language for human review.
Can it use our proposal templates?
Yes. We can configure sections, tone, fields, branding, versioning, and approval checkpoints around your templates.
Can it create technical or service proposals?
Yes, within the approved scope and source material. It can organize solution, delivery, responsibilities, assumptions, and next steps for review.
How much does it cost?
Projects start at $300 USD/month. Final pricing depends on scope, integrations, usage, and ongoing support.





