A custom AI proposal agent that reads inbound briefs, searches your past won work, drafts scope and pricing in your voice, inserts the right clauses, and outputs a branded proposal for human review in minutes instead of days.
95% faster proposal processing
The HVAC-style quoting pattern is the clearest proof: once the agent can read the brief, search the right reference material, and apply pricing logic, the bottleneck collapses.
A qualified lead asks for a proposal, and a senior person loses two to four hours to writing it. They copy from an old version, rewrite the scope, hunt for the right clauses, fix the formatting, and send later than they wanted.
The real cost is not just time. Slow proposals lose to faster competitors, pricing gets inconsistent, and the team never builds a reliable system for learning from what wins.
A custom AI proposal agent turns your library of past wins and pricing logic into an execution system, so humans focus on judgment while the document assembly work happens in minutes.
Understands the scope, requirements, timeline, and budget signals from emails, forms, transcripts, or voice notes.
Pulls the closest proposals or SOWs from your own history so new work starts from proven material.
Writes the deliverables, assumptions, exclusions, milestones, and structure the way your team already sells.
Applies base rates, modifiers, volume logic, regional adjustments, or any other rules you already use.
Uses your approved legal language for payment terms, IP, confidentiality, and change requests.
Creates a clean PDF or doc for review and one-click send, without another copy-paste session.
We map your service catalog, pricing logic, clause library, and past proposal corpus. Output: fixed-price scope.
Brief ingestion, past-proposal search, scope drafting, and pricing logic go into a working prototype.
Clause selection, PDF or doc rendering, branding, and review workflow get wired up.
We test against real briefs and refine scope drafting, pricing consistency, and document quality until it is reliable.
| Old templates | PandaDoc / Proposify | Custom AI Agent | |
|---|---|---|---|
| Writing effort | Hours every time | Still mostly manual | Drafted automatically |
| Pricing consistency | Writer dependent | Template based | Rule based |
| Past win reuse | Manual memory | Not native | Searches your real corpus |
| Clause control | Copy-paste risk | Template management | Approved language inserted automatically |
| Speed to send | Day or more | Better workflow | Minutes to reviewable draft |
| Learning loop | Weak | Activity analytics | Structured inputs and outcomes |
For the broader decision framework, read our custom vs off-the-shelf AI guide.
The complete workflow from inbound brief to review-ready proposal.
PricingWhere proposal builds sit inside the wider custom AI pricing picture.
WorkflowSee the adjacent workflow when proposals and quotes are part of the same sales engine.
Book a free consultation and we will tell you honestly whether proposal generation is the right workflow to automate first, what should stay human, and what a fixed-price build would look like.