Enercore AI

Enercore AI

Construction

Workforce Management

AI-powered labor optimization with skills mismatch detection and union contract RAG

The Challenge

Construction projects hemorrhage labor costs when skilled electricians move boxes, schedule risks go undetected, and project managers can't quickly answer union contract questions.

$50K+Monthly recoverable per site from skills mismatch
~25%Improvement in milestone hit rate
10-15%Reduction in labor cost variance
350+Employees tracked across 6 trades

Key Capabilities

Skills Mismatch Detection

XGBoost + SHAP identifies skilled workers performing wrong tasks — $50K+/month recoverable per site.

Schedule Risk Prediction

Gradient Boosting model achieves ~25% improvement in milestone hit rate by identifying at-risk work orders.

Labor Cost Optimization

ML cost model reduces labor cost variance by 10-15% through predictive staffing recommendations.

Union Contract Q&A

Cortex Search RAG over union contracts — instant answers on overtime rules, jurisdictions, and compliance.

Hidden Discovery

What your data is hiding — patterns invisible to human analysis, detectable only through ML correlation.

Surface

Labor hours appear normal for Oakland site

Hidden Pattern

Electricians logging material handling hours — cross-referencing equipment log reveals broken scissor lift forcing trade misallocation

Impact

$7,500/week recoverable by fixing one piece of equipment

Technology

Built on Snowflake with enterprise-grade security, rate limiting, and audit logging.

Cortex Services
Cortex AnalystCortex SearchCortex Complete
Tech Stack
ReactTypeScriptFastAPISnowflakeXGBoost

See Workforce Management in Action

Request a personalized demo to explore how Workforce Management surfaces hidden patterns in your construction data.

Enercore AI

Enercore AI

AI-powered intelligence for energy, construction, and industrial operations.