LCO operates across a portfolio of concurrent, deadline-driven engagements for major industrial and infrastructure clients, delivering the estimation, cost tracking, and progress reporting those projects run on. That input mix, contracts, invoices, Excel files, emails, handwritten notes, arrives with no shared format and no single source that reflects the current state of a project.

Before LCO can review an estimate, evaluate a change order, or judge whether a project is tracking to plan, someone first has to reconstruct that picture from whatever documents happen to exist. That reconstruction work is manual by nature, and across a busy portfolio, it consumes time better spent on the analysis clients are actually paying for.

Across the organization, Claude sits inside the tools people already use for email, meetings, and drafting, handling the day-to-day writing and thinking that used to eat into billable time. That general layer is what made the document-heavy part of the job tractable: Claude ingests contracts, invoices, spreadsheets, and field notes, and extracts and normalizes the cost, quantity, and progress figures buried inside them, mapping whatever format a given project or engagement happens to use into LCO's own universal templates.

Because the same assistant is already part of how people work, that extraction step isn't a separate tool to learn, it's an extension of what they're already doing. MCP integrations extend that reach further, connecting Claude directly to M365, SharePoint, and LCO's internal construction management platform, so extraction and analysis happen where the team's data already lives rather than requiring anyone to move it in and out by hand.

No Structured Source of Truth

Every tracking input, a contract, an invoice, an Excel file, a written note, holds a piece of project progress, but none of them are structured the same way. That inconsistency is far more pronounced across projects than within any single one, so reconstructing a current, accurate view meant manually reading and reconciling formats that shifted from engagement to engagement.

Manual Work Ahead of the Real Work

Estimate review, cost tracking, and change order analysis all depend on that reconstructed picture being right. Meaningful time went into extracting and organizing data before anyone could start the judgment-based work at the center of the job.

Concurrent Engagements, Compounding Time Loss

With a portfolio of active projects running on tight deadlines, the manual document handling on any one engagement was small. Across all of them at once, it added up to a real drag on capacity.