Case Study · Real Estate Development

Estimation automation across 40+ sites.

How North Labs deployed Tradesmith to automate estimation workflows across a national real estate development portfolio, removing bottlenecks and enabling data-driven project planning at scale.

"Estimation is no longer a bottleneck across our portfolio. We can now move at the speed the market demands."

— Director of Project Management, Real Estate Development Company

The Challenge

Forty sites, forty ways of working.

A major real estate development company managing over 40 active sites nationwide was struggling with estimation accuracy and speed. Each site operated with its own processes, spreadsheets, and tribal knowledge, making it impossible to standardize cost projections or identify patterns across the portfolio.

Project managers spent hours manually compiling estimates from fragmented data sources: historical costs, vendor quotes, labor schedules, and material pricing. The result was inconsistency and delayed project timelines.

Business Impact

Outcomes across the portfolio.

40+
Sites unified on a single estimation platform with standardized workflows and shared intelligence.
Days to hours
Estimation is no longer a bottleneck. Automated data aggregation and historical pattern matching cut cycle times.
Portfolio-wide
Real-time leadership insight into estimation accuracy, cost trends, and project health across every site.
The Solution

Tradesmith as the estimation layer.

Unified Engine

One platform for every site

North Labs deployed Tradesmith as the estimation intelligence layer across the client's entire portfolio. The platform ingested historical project data, vendor pricing databases, and labor models to create a unified estimation engine serving all 40+ sites at once.

Phased Rollout

Prove, then expand

The rollout was phased, starting with the highest-volume sites to validate the model, then expanding rapidly as accuracy and speed gains were confirmed. Custom workflows were built per project type while keeping standardized outputs for executive reporting.

The Outcome

Standardized, automated, compounding.

The client now operates with a standardized, automated estimation workflow across their entire national portfolio. Site-level teams spend less time compiling data and more time on value-added analysis and decision-making.

The platform continues to learn from each completed project, improving estimation accuracy over time and giving leadership unprecedented visibility into portfolio performance and cost trends.

Interested in working with us?

Let's talk about how North Labs can help unlock the value in your data.