
Case Study
Range transformed a manual, line-by-line comparison process into a standardized AI workflow, saving more than 540 hours a year.
30 min
Active work per proposal
Down from 4 hours of manual work
88%
Time reduction
In bid leveling and proposal generation
540+ hrs
Saved annually
Approximately 45 hours per month
The Challenge
For every project that goes out to bid, the team collected multiple GC proposals and mapped each one onto Range's internal cost-code taxonomy by hand, line by line.
Lump-sum bundling, variable-count alternates with deducts, and bundled fees (insurance, payroll tax, permits) all required judgment calls under time pressure. A single mismatch, like a lump-sum figure drifting from its backup detail, could throw off an entire comparison.
With numerous leveling projects every month and bid volume growing, even small efficiency gains mattered.
The Solution
After piloting Keyway's platform, Range implemented a custom KeyDocs workflow. The team drops in GC proposals and automatically gets a standardized, leveled comparison instead of re-keying every line item.
Keyway's AI document analysis platform. It extracts structured data from leases, contracts and deal documents, with full traceability back to the source.
Key Capabilities
Upload GC proposals and get an auto-filled, leveled comparison sheet within minutes.
Every GC's line items are mapped onto Range's own cost-code taxonomy, however each contractor structured its proposal.
Lump-sum figures are checked against detailed backup to catch drift, and bundled fees are routed correctly.
Variable-count alternates and deducts are handled dynamically, with automatic flagging when a GC skips one.
Anything that doesn't map cleanly lands in an "unmapped / needs review" bucket, so the team keeps every judgment call.
The team can ask questions across GC proposals to surface key terms and differences without reading each one cover to cover.

Our KeyDocs Bid Leveling workflow reduced a 4-hour manual process to just 30 minutes. Instead of spending hours with a yellow highlighter comparing contractor proposals, we now generate true apples-to-apples bid comparisons while systematically surfacing gaps that improve the quality of every client deliverable.
Peter Ferramosca
Director of Reasearch & Innovation
The Result
A process that required four hours of manual work for every proposal package now takes approximately 30 minutes, saving the team more than 540 hours a year. KeyDocs has also standardized bid comparisons, reduced reconciliation effort and improved the consistency of client-facing deliverables.
Having automated one of its most document-intensive workflows, Range's project management team is positioned to extend KeyDocs to RFP and contract generation, change orders, permit reviews and reconciliation, and project tracking documentation.
Client
Range Commercial Partners, a CRE services firm in Richmond, VA
Team
Project management
Product
KeyDocs: custom Bid Leveling workflow and Chat with Docs
Workflow
Construction bid leveling across GC proposals