README.md

metadata

title: Construction Scope Validator
emoji: 🏗️
colorFrom: blue
colorTo: green
sdk: docker
pinned: false

Construction Scope Validator API

FastAPI service that validates and enriches LLM-generated construction scope of work with database-verified stages, tasks, and materials.

Features

• 🎯 Stage name validation and matching
• 📋 Task recommendation based on stage and context
• 🔨 Material suggestion with pricing
• 📊 Confidence scores for all matches
• 🚀 Fast embedding-based search

API Endpoints

• GET / - Service info
• GET /health - Health check
• POST /validate - Main validation endpoint
• POST /match-stage - Test stage matching
• POST /match-room - Test room matching

Usage

import requests

response = requests.post(
    "https://mlbench123-sudoco-scopeofwork.hf.space/validate",
    json={
        "scope_of_work": [
            {
                "area": "Living Room",
                "items": [
                    {
                        "stage": "Demolition",
                        "task": "Remove walls",
                        "material": "Demolition tools",
                        "quantity": 1,
                        "unit": "set"
                    }
                ]
            }
        ]
    }
)

print(response.json())

Model

Uses fine-tuned Sentence Transformer (all-MiniLM-L6-v2) with 89.4% accuracy for stage-task-material matching.