Subcontractor Intelligence
Workflows

AI agents monitor 2,800+ subcontractor domains using multiple financial health proxy signals. Career pages are highly diagnostic — a subcontractor removing all job listings (from 24 to 0 in a quarter) signals a hiring freeze or financial distress. Press page activity reveals backlog health — regular project announcements indicate a healthy pipeline, while silence for 6+ months suggests trouble. Domain age establishes market tenure and stability. PageRank trends track digital authority changes that correlate with business momentum. The system currently identifies 72% of tracked subcontractors as financially healthy (scoring 70+), 18% on watch lists (40-69), and 10% showing distress signals (below 40). These 280 distressed subcontractors receive enhanced monitoring with alerts to project teams who have active contracts with them.

The Prequalification Agent produces composite scores from 0-100 by aggregating four key domain signal categories. Financial Health (weighted 30%) uses career page hiring, press announcements, and domain vitality signals. Capability (weighted 25%) analyzes project portfolios, certifications, and technical specializations from /about and /products pages. Capacity (weighted 20%) estimates utilization from current hiring and backlog signals. Safety (weighted 25%) correlates domain signals with EMR (Experience Modification Rate) data — subcontractors with EMR above 1.2 receive significantly lower safety scores. Currently 62% of assessed subcontractors receive approved status (70+), 24% conditional (50-69) requiring additional documentation, and 14% are not recommended. This automation reduces prequalification processing time from 2-3 weeks to near-instant preliminary assessments.

The Capacity Tracker Agent monitors hiring velocity and backlog signals across subcontractor domains to estimate trade-level capacity utilization. For electrical subcontractors, 680 tracked firms show 84% average utilization — the tightest trade driven by data center construction demand. Mechanical trades at 72% utilization are moderately constrained. Concrete and structural trades remain available at 58-62% utilization. The agent identifies individual subcontractor capacity by analyzing aggressive hiring signals (near capacity) versus moderate hiring (capacity available). For example, Rosendin with 680 open positions and $2.8B backlog is estimated at 90%+ utilization, while McKinstry with 120 positions and 6 projects shows available capacity at 65%. This intelligence helps general contractors plan subcontractor procurement 4-6 months ahead in constrained trades.

The Diversity Tracker Agent maintains a database of 840 diversity-certified subcontractors by monitoring /about pages for MBE (380), WBE (220), DBE (180), and SDVOB (60) certifications. The database covers 38 of 42 trade categories, with identified gaps in structural steel and elevator trades where diverse subcontractors are scarce. The agent matches diverse subcontractors to project needs by trade, geography, project size capability, and certification type. Federal projects typically require 10-15% DBE participation, while state and local requirements vary from 5-30%. The key insight is that early identification of qualified diverse subcontractors significantly improves compliance outcomes — projects that identify diverse subs during preconstruction achieve compliance rates 3x higher than those that address diversity during buyout.

The Risk Scorer Agent combines five signal categories into composite risk scores. Financial Health (40% weight) is the dominant factor — it accounts for the highest correlation with subcontractor default. Capacity Utilization (20%) flags overextended subcontractors who may struggle with project demands. Safety Performance (20%) incorporates EMR correlation — subcontractors with EMR above 1.2 see their risk score tripled. Bonding Adequacy (10%) assesses whether surety capacity matches project size requirements. Performance History (10%) uses project completion patterns and client retention signals. Currently 58% of subcontractors score as low risk (70+), 28% as medium risk (50-69), and 14% as high risk — representing 392 flagged subcontractors. The recommendation is to require additional bonding and enhanced monitoring for medium-risk subs, and to avoid high-risk subs for critical-path work.