Walbec Group Business Case Teaser
Managed AI Delivery Platform
One Platform. Six Companies.
Compounding Operational Intelligence.
Walbec Group operates a vertically integrated family of six construction companies across Wisconsin, Illinois, and Michigan. With a new consolidated HQ, expanding headcount, and growing project complexity, the coordination cost of running a multi-entity, multi-state operation is rising fast. Unframe delivers managed AI directly into those workflows in 30 days or less.
6
Operating companies under one group, each with distinct workflows, systems, and data
1K–5K
Employees across Midwest construction, paving, engineering, and infrastructure projects
$9.5M
New HQ investment signaling consolidation push and operational transformation priority
3 States
Active project footprint spanning Wisconsin, Illinois, and Michigan
Why Now
🏢
New HQ, New Operating Model
Walbec purchased a 91,000 sq ft headquarters in Wauwatosa to consolidate operations. New physical infrastructure signals intent to standardize business processes across all six operating companies.
📈
Rapid Headcount Growth
Walbec grew headcount 64% year-over-year. Scaling people without scaling intelligence creates coordination drag. AI-powered workflows are the multiplier that keeps margin intact while volume grows.
🏗️
Award-Winning Projects, Rising Complexity
From the NAPA Sheldon G. Hayes Award to major Milwaukee infrastructure, Walbec is winning bigger work. More contracts, more vendors, more data to manage without adding overhead.
Candidate Use Cases
Operations
Vendor Contract Intelligence
Trigger
Multi-company vendor agreements scattered across entities with no unified view
Workflow
Unframe extracts terms, obligations, renewal dates, and pricing tiers from vendor contracts across all six companies into a searchable, alert-driven interface
Data Sources
SharePoint, ERP, email-attached PDFs, shared drives
Target: 80%+ reduction in manual contract review time; eliminate missed renewal risk
Estimating / Pre-Construction
Project Bid & Proposal Intelligence
Trigger
Estimating teams manually pulling specs, historical unit costs, and material rates to build bids
Workflow
AI agent ingests RFP docs, cross-references historical bid data and material pricing, pre-populates estimate frameworks with flagged assumptions for human review
Data Sources
Historical bids, DOT specs, material supplier contracts, internal cost databases
Target: 50–70% faster bid prep; higher margin accuracy across company lines
Field Operations
Inbox & Dispatch Automation
Trigger
Project managers fielding high-volume inbound from subcontractors, inspectors, and customers across six companies
Workflow
AI classifies, prioritizes, and drafts responses; escalates exceptions to human review; logs outcomes back to project management system
Data Sources
Outlook/Exchange, project management tools, job cost systems
Target: 40% faster response times; 87% of draft responses approved without edits (proven in industrial analog)
Finance / Shared Services
Cross-Entity Financial Normalization
Trigger
CRM shared services manually consolidating financials from six operating companies into group-level reporting
Workflow
Unframe's Knowledge Fabric normalizes financial data structures across entities, enabling real-time group dashboards and anomaly alerts without manual reconciliation
Data Sources
ERP systems, job cost reports, accounting platforms across all six companies
Target: 70%+ faster reporting cycles; group-level visibility from days to hours
Proven in Construction & Industrial
$20M
Cost savings for a concrete contractor, deployed in 6 weeks
90%+
Faster insights on field operations reporting
7%
Margin improvement in a construction analog with AI-assisted workflows
98%
Classification accuracy in industrial inbox automation
24 days
Time to value for inbox and contract automation use case
Why Unframe for Walbec
Built for Multi-Entity Operations
Unframe's Knowledge Fabric creates a unified semantic layer across disparate systems and legal entities. Walbec's six-company structure maps directly to how we architect enterprise deployments.
30-Day Deployment, No IT Lift
Unframe manages deployment end-to-end. No internal ML team required. No fine-tuning. Construction clients are live in 24–42 days with measurable results before any long-term commitment.
Outcome-Based, Risk-Free Entry
Unframe's de-risk model means Walbec proves value in Phase 1 before scaling. Flat annual pricing means cost stays fixed as usage grows. No per-seat or per-query surprises.
Ready to see the use case built for Walbec?
30-day proof of concept. Real data. Real outcomes. No commitment until you see results.
View Demos + Customer Stories