Real Estate & Construction
The promoter learns a project slipped a week after it slipped, from a hand-reconciled Excel, and "true margin" and the cost-to-complete are a guess because committed and actual cost, percent complete, cash position and ageing receivables are never in one view. At infrastructure scale, with many concurrent sites, the promoter cannot see which project bleeds. A contractor finds the loss on a job after it finishes, not during, because the margin per project, the cost-to-complete, the cash trapped in held retention and the value of work done but not yet certified are never in one view. The owner of a sales-and-brokerage operation cannot see source-wise cost-per-lead, executive-wise conversion or the true cost-per-booking, so the firm keeps funding the lead sources and carrying the executives that quietly lose money.
Who has it
Single and multi-project developers, civil, MEP and EPC contractors, and infrastructure firms all carry the project and multi-site cost-to-complete view, and it is the promoter's biggest missing piece across all three. The contractor's job-economics view, with margin per project, retention held and certification status, is a distinct build from the developer's unit economics; infrastructure firms add multi-site consolidation. For property-sales and brokerage operations the funnel-economics dashboard is the core build, distinct again from project and job economics.
What we build
One project P&L and cost-to-complete view over the connected layer: budgeted vs committed vs actual cost, percent complete, cash position, projected surplus and ageing receivables, per project and consolidated across sites, plus a plain-English question box on top of the vetted numbers ("how much is overdue on Tower B?", "what is my cost-to-complete on the Wakad project?", "which contractor bills are pending approval?"). The view can be designed for in-country or on-prem deployment where required, subject to written scope and counsel review. For contractors there is a job-wise P&L and cost-to-complete dashboard: contract value, cost incurred vs budget, work done vs work certified vs work billed vs work collected, retention held, and the gap between value earned and cash received, consolidated across sites for infrastructure firms. For a brokerage operation there is a live conversion dashboard over the lead desk: leads, site visits, bookings and brokerage by source, by executive and by project, with cost-per-lead and cost-per-booking, so the owner runs the desk off numbers.
What is automated, where AI helps, who signs off
The reliable spine
The reliable spine is the vetted numbers themselves: budget against committed against actual cost, percent complete, retention held, value earned against cash received, and the funnel economics, all computed by rule over the connected layer and traceable to source.
Where AI helps
AI sits only on top of those vetted numbers as the plain-English question box, turning "how much is overdue on Tower B?" into a query against the figures; it reports what the records say and never sets a number or makes the call.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
The promoter or successor runs the week off live numbers and self-serves answers in seconds; a slip and a bleeding project become visible while there is still time to act. The contractor sees a job going wrong while it can still be fixed; the cash trapped in retention and uncertified work is visible and chaseable; bidding gets informed by which work types actually earn. The owner sees which source and which executive actually earns and reallocates spend and attention; the desk runs on numbers instead of a feel.
Illustrative outcome
Slips and cost overruns surfaced weeks earlier; decision questions answered in seconds instead of days. Loss-making jobs caught mid-flight; trapped retention and uncertified value surfaced for recovery. Lower cost-per-booking as losing sources are cut; conversion managed by number. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.