Civil Proposal
AI-backed proposal research and generation for civil engineering firms. Deterministic site intelligence—permit timelines, utilities, traffic, stormwater, indigenous consultation—runs first; then GPT-4 produces a structured proposal draft so teams can respond within tight bid windows with evidence-based scoping. Reduces proposal writing time from 8 hours to 45 minutes.
The Challenge
Civil firms often have 24–48 hours to submit proposals. Research alone—permit timelines, utilities, traffic impact, stormwater, indigenous consultation—can take 4–6 hours per proposal. Errors and missed requirements lead to fee erosion and delays.
Our Solution
We built a two-stage pipeline: (1) Deterministic scoping intelligence from six services (municipal SLAs, utility coordination, traffic, stormwater, indigenous territory, permit pathways) in about 30 seconds, with structured data and sources; (2) GPT-4 research summary and a 12-section proposal draft in 2–3 minutes. The app includes RBAC, section comments, version history, share links, and export to Word and PDF, with win/loss outcome tracking.
Project Highlights
6 services
scoping intelligence
2-stage
deterministic then AI
~30s
Stage 1 research
Word + PDF
export
Technology Stack
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