Architecture and Engineering Firms that get this right move hours to produce a qualified proposal from days of hand-assembly per pursuit to a first draft in hours. Here is how the leading firms do it.

The Benchmark

Typical Today

days of hand-assembly per pursuit

Achievable with AI

a first draft in hours

Based on A&E firms that automate RFP qualification and assemble proposal drafts from their own content library (Plays 4 and 11).

Use Cases That Drive This Outcome

1. Proposal Response Drafting

Assembles a tailored first draft from the firm's approved project sheets, resumes, and boilerplate so the team edits instead of starting from a blank page.

2. RFP Qualification Scoring

Filters out unwinnable pursuits and extracts the requirements up front, so proposal hours go only into opportunities worth writing.

3. Project Status Summaries

Keeps current project data and references ready to pull into proposals so the team is not hunting for the right example under deadline.

Before and After

Before

A principal reads an 80-page solicitation after dinner to decide whether to respond, then the team rebuilds boilerplate, project sheets, and resumes from scratch. The approach narrative gets copied from the last submission, win themes never make the page, and the proposal ships at 10pm with the wrong project examples attached.

After

Every solicitation is read and scored on arrival, so only winnable pursuits advance with their requirements already extracted. The moment a pursuit goes green, a tailored first draft assembles from the firm's approved content in the client's exact outline. The team starts at 70 percent done and spends its time sharpening the win, not formatting.