
Gianni Marchioni · Portfolio
Construction operations. Field-tested technology. Real problems, solved.
I come from the world of jobsites — scheduling, subcontractors, inspections, daily field activity — and I co-founded SiteOS to turn that reality into software builders actually want to use.
About
Co-Founder | Construction Operations & Technology. Applying real-world construction knowledge to make SiteOS practical and valuable for builders.

Academy focus
Construction operations, technology, problem-solving, innovation, and leadership.
Gianni helps connect construction operations with the technology SiteOS is building. He contributes to product development by bringing attention to jobsite workflows, communication, project tracking, and the practical problems builders need technology to solve.
AREA 01
Understand scheduling, subcontractors, inspections, and daily jobsite activities.
AREA 02
Identify communication breakdowns between field teams, project managers, and homeowners.
AREA 03
Help develop features for schedules, progress updates, milestones, photos, and delays.
AREA 04
Explore how AI could identify scheduling conflicts, project risks, and opportunities for improvement.
AREA 05
Gather feedback from construction professionals and help improve SiteOS workflows.
AREA 06
Explore future opportunities to implement SiteOS within construction businesses, including McCombs Steel.
Accomplishments
A portfolio grounded in construction operations, with SiteOS as the flagship.
01
Co-founding UseSiteOS — a construction operating system that turns raw site activity into verified progress, early risk alerts, and billing teams can trust.
2025 — Present
02
Bringing jobsite workflows, communication patterns, and project tracking needs into product decisions so the platform solves real problems builders face daily.
Ongoing
03
Developing implementation and pilot opportunities with construction businesses — connecting the platform to real subcontractor and GC operations.
Ongoing
04
Deep focus on scheduling, subcontractor performance, permits and inspections, and daily field activity — the operational backbone the platform digitizes.
Career focus
Vision
Make SiteOS a practical construction operating system that turns real jobsite activity into verified progress and clear next steps. The platform should help field teams, project managers, builders, and homeowners communicate around the same current picture, surface schedule and project risks early, and make workflows easier to use in the field.
Featured · UseSiteOS.AI
My main venture: real-time visibility, predictive insights, and total margin control — raw site activity turned into verified progress, early risk alerts, and billing teams can trust.
$273B
Estimated annual U.S. loss to rework and inefficiency
70%
Projects reported over budget or behind schedule
2–4 wks
Typical delay before cost overruns are detected
35%
Contractor time spent on non-productive activity
$48K
Estimated cost of one failed inspection and rework cycle
Draft market estimates — verify before publication in investor or customer materials.
How it works
SiteOS connects field observations to decisions people can act on.
01 / CAPTURE
Cameras, drones, sensors, walkthroughs, and mobile inputs capture jobsite activity.
02 / PROCESS
AI turns visual and sensor data into structured progress metrics.
03 / ANALYZE
Models look for schedule, cost, and safety signals that need attention.
04 / ADVISE
Prioritized alerts suggest next steps before problems become more costly.
05 / REPORT
Owners and lenders see verified dashboards without waiting for manual reporting.
The platform
A connected view of the work, risks, costs, and decisions across a construction portfolio.
01
AI PPE detection, OSHA tracking, near-miss logging, and credential checks.
02
Delivery tracking, waste and theft alerts, supplier scoring, and procurement forecasts.
03
Live scorecards for timeliness, rework, safety, and billing accuracy.
04
Permit tracking, 48–72 hour inspection alerts, and failed-inspection management.
05
Hyperlocal forecasts, lost-day tracking, cure monitoring, and claim-ready logs.
06
RFI aging, submittals, drawing version control, and change-order impact modeling.
07
Utilization, overtime burn, absenteeism alerts, and crew sequencing.
08
Earned value, invoice verification, cost-at-completion, and lien waivers.
09
White-label dashboard with photo feed, budget-to-actual, and lender access.
10
Closed projects feed benchmarks, lessons learned, and future bids.
11
Bid risk scoring, scope-gap detection, and productivity libraries from actuals.
12
Safety and progress data that can support premiums and faster draws.
Offline-first mobile, one-tap daily reports, voice-to-log, QR site check-in, and planned connections with Procore, Sage, Primavera P6, QuickBooks, and more.
Differentiators
Each connects jobsite records to a specific operational decision.
01 / RECORD
Builds a chronological record of decisions, changes, delays, weather, and photos. One-click claim packages aim to reduce assembly from weeks to days, with delay causation analysis and change-order chain of custody.
02 / LEARN
Loads estimates by cost code, tracks daily field costs, and flags variances. Tagged root causes and actuals can inform the next bid.
03 / RECOVER
Maps dependencies, detects conflicts, and recommends resequencing so project managers can evaluate schedule recovery at minimum cost.
Executive
Portfolio health, margin drift, financial exposure.
Project Manager
Today's priority actions, RFIs, and billing holds.
Field Foreman
Zone board, crew, tasks, and safety flags.
Estimator
Bid risk, cost database, and scope-gap analysis.
Client Portal
Branded, verified progress and budget view.
Illustrative ROI
Potential value is organized around avoided cost, recovered time, and improved cash flow.
$745K
Illustrative average annual value estimate for a 10-unit general contractor portfolio.
90-day proof of value
Test across 2–5 active projects with live dashboards, safety monitoring, invoice verification, weekly intelligence reports, and an embedded success team.
Overpayments caught against verified progress
Fewer defects and failed inspections
Verified documentation
Utilization lifted from 69% to 84%
Earlier warnings prevent slips
Monitoring and just-in-time delivery
Potential effect of safety performance
Faster draw cycles
Supplied planning estimates, not validated customer results. Not guaranteed savings.