02PRODUCTION2-pass pipeline
ScopeForge
Two-pass LLM pipeline generating client-ready SOWs with scoring, diagrams, and psychology-driven rewrites. Cuts proposal time from days to under 3 minutes.
— Overview
ScopeForge turns a rough project brief into a client-ready statement of work. A two-pass LLM pipeline first drafts the SOW, then scores and rewrites it — applying document structure, diagrams, and psychology-driven phrasing before export.
What used to take days of proposal writing now takes under three minutes. The pipeline runs across multiple model providers — Gemini, Groq, and Mistral — and exports polished PDFs via React-PDF.
— Highlights
- →Two-pass generate-then-refine LLM pipeline with scoring
- →Cuts SOW turnaround from days to under 3 minutes
- →Multi-provider inference: Gemini, Groq, and Mistral
- →Client-ready PDF export with diagrams via React-PDF