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case-study

InQuest Project Binder RAG QA

Project-aware RAG QA matrix for parcel context, site-plan data, binders, generated files, and media attachments.

InQuest binder RAG workflow with site map, binders, vector nodes, and answer panel

Overview

InQuest Project Binder RAG QA captures the work behind InQuest/INQI Quest operation logic. A 2026-06-04 source review covered an operation-logic matrix for project metadata, site-plan data, elevation data, Project Binder, Reference Binder, All Projects Binder, vector-store retrieval, manual attachment priority, generated-file saving, PDF export, media attachments, and web-search toggles. The public case study turns that into a product-engineering surface for QA design, context routing, binder persistence, and public-safe evaluation without exposing project files, account data, private locations, or raw generated outputs.

What It Covers

  • Defines context precedence across project metadata, site-plan objects, elevation data, and manual attachments
  • Tests Project Binder, Reference Binder, and All Projects Binder retrieval modes
  • Covers save-to-binder behavior for PDFs, generated files, and media attachment outputs
  • Separates public QA architecture from private client files, locations, and generated artifacts

Stack And Topics

  • RAG
  • Vector Stores
  • OpenAI APIs
  • Project Context
  • Binder Workflows
  • PDF Generation
  • S3
  • QA Matrix
  • Web Search

Public Signals

  • QA matrix: 20+ scenarios InQuest operation-logic spreadsheet checked 2026-06-04
  • Context modes: 3 binders Project Binder, Reference Binder, and All Projects Binder toggles
  • Site context: parcel + elevation project metadata, raw site-plan objects, and elevation-data checks
  • Public posture: sanitized no private project files, account data, locations, or raw outputs published

References