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Case Study

How XWire AI Saved 120+ Hours on a $2.65M Residential Project

A real-world look at how AI-powered project management transformed the construction of a luxury ICF home in the San Francisco Bay Area.

ICF ConstructionSteel Structure$2.65M Budget12-Month Timeline
120+hours

Time Saved

Saved on estimation and scheduling

97%

Cost Accuracy

AI estimation vs actual costs

$85K

Budget Saved

Through optimized procurement

98%

Schedule Adherence

On-time task completion

Project Overview

595 Morey Street is a luxury single-family residence featuring Insulated Concrete Form (ICF) construction with a steel structure. The project required precise coordination across multiple specialized trades and a complex draw schedule with the lender.

name595 Morey Street
locationSan Francisco Bay Area
typeSingle-Family Residential (ICF + Steel Structure)
size3,200 sq ft
total Budget$2,650,000
draws10
duration12 months
phaseFoundation (ICF)

595 Morey Street - Foundation Phase Complete

The Challenge

Before XWire AI, the project team faced significant obstacles

Manual Estimation

Creating materials lists from 23-sheet plan sets took 40+ hours and resulted in 15-20% variance from actual costs.

Schedule Complexity

ICF + steel construction requires precise sequencing. Manual scheduling led to 2-3 week delays in previous projects.

Draw Management

10-draw schedule with $2.65M loan required extensive documentation and coordination with lender inspections.

The Solution

XWire AI provided an integrated platform that addressed every challenge

AI Materials Estimation

Automatically extracted 500+ line items from architectural plans with 97% accuracy

CPM Scheduling

Generated critical path schedule identifying 12 float-critical tasks

Draw Management

Streamlined 10-draw schedule tracking with lender-ready documentation

Team Collaboration

Connected 15 team members across GC, subs, and owner

Project Timeline

Phase-by-phase breakdown of how XWire AI delivered results

1
Pre-Construction
4 weeks
  • AI-generated materials list from architectural plans
  • RS Means-based cost estimation
  • CPM schedule generation with critical path analysis
  • Vendor procurement and RFQ management
Result: 60 hours saved vs manual estimation
2
Foundation (ICF)
8 weeks
  • Real-time budget tracking
  • Draw schedule management ($265,000 first draw)
  • Inspection coordination and documentation
  • Change order tracking
Result: $25,000 saved through accurate material ordering
3
Steel Structure
6 weeks (current)
  • Shop drawing management
  • Submittal tracking
  • Labor cost monitoring
  • Progress photo documentation
Result: 2 weeks ahead of schedule

ROI Breakdown

Quantified savings and efficiency gains

Time Savings

  • Materials estimation40 hours
  • Schedule creation30 hours
  • Labor planning20 hours
  • Draw documentation30 hours
  • Total Time Saved120+ hours

Cost Savings

  • Material optimization$45,000
  • Schedule efficiency$25,000
  • Reduced change orders$15,000
  • Total Cost Saved$85,000

Return on Investment

2,140%

Based on $3,988 annual subscription vs $85,000 savings

XWire AI transformed how we manage our ICF projects. The AI estimation saved us weeks of work, and the accuracy is incredible. We're now planning to use it on all our future residential projects.

Project Owner

595 Morey Street

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