Schedule slippage
Missed milestones push back handover and revenue.
Segeta turns the systems you already run into one layer that cuts delays, contains cost overruns and releases cash. In your cloud, live in weeks.
When schedules, procurement, finance and field data don't connect, risk stays invisible until it is expensive. Most of these losses start as a signal no system was watching.
Missed milestones push back handover and revenue.
Every day late adds penalties and interest.
Milestones and change orders go unbilled.
Cash waits on late claims and approvals.
Commitments slip between teams and partners.
Status reaches leaders weeks too late.
Each industry loses money in a different place. Segeta connects the systems behind that number and moves it.
Segeta reads from your systems of record and the conversations around them. Nothing is ripped out: your teams keep their tools, and get one place to see, decide and act.
Segeta builds a live model of your business on top of what you already run: projects, sites, commitments, owners, dates and money, kept current.
Every person gets an assistant that knows their projects, drafts their updates and chases what they are waiting on, so handoffs don't depend on someone remembering.
Recommend first, act with approval. Every insight shows its evidence; every change has an owner.
earlier warning on critical-path slips
fewer days lost to schedule slippage
faster milestone billing and claims
more referrals end in a completed appointment
fewer empty appointment slots across centres
fewer claim denials, faster collections
We bring together strategic consulting, AI platform, secure deployment engineering and applied research under every engagement to build connected operations for physical businesses.
Every deployment ships with enterprise-grade security, governance and controls as standard.
Built and backed by executives from
What delay really costs infrastructure, and how AI wins it backAcross solar farms, data centers, airports, roads and factories, most lost days now sit in the handoffs between owners, contractors, utilities and suppliers.
Query backlogs decide when your database locksClinical trial database lock is planned as a single data management milestone, yet it arrives only when tens of thousands of open queries, reconciliations and sign-offs have closed across sites and vendors.
The hidden critical path in highway programsUtility relocation delays remain one of the most common reasons highway projects finish late, because state transportation departments depend on utility owners and right-of-way agents they do not control.
Why care plans stall between visitsMost of a chronic or specialty care plan is carried out between appointments, in refills, home readings and scheduled returns that no single team owns.
One project record that lenders and tax equity can trustIn the final months before commercial operation, the owner, the EPC contractor, the independent engineer, lenders, tax equity investors and the offtaker each keep their own tracker, and funding waits while they reconcile.
Commissioning now decides when lease revenue startsData center commissioning now sits between a finished building and contracted lease revenue, and its evidence is scattered across contractors, spreadsheets and inboxes.
Visit window deviations are the earliest sign of trial delayA Phase III protocol averages more than 100 protocol deviations, and about a third of its patients experience at least one.
Why finished airport terminals open lateNew airport terminals often reach substantial completion months before they can safely take passengers, because baggage, security, IT, airlines and federal agencies must each prove readiness.
Prior authorization is a revenue problem that starts in the clinicPrior authorization delays hold up care and cash at the same time, and the work that causes them sits between clinics, payers and patients.
Transformers and paperwork are the new critical pathTransformer lead times now approach three years, and tax credit funding depends on supplier certifications, physical work records and continuity evidence held by different teams.
What a late data hall really costs a 100 MW buildData center long lead equipment now sets the pace of every compressed build, and a late submittal or RFI can push electricians out of sequence for weeks.
Why interested patients never reach randomizationEnrollment shortfalls in clinical trials are usually diagnosed as a shortage of willing patients, yet many interested and eligible people are lost after they first come forward.
Why new plants are built but not producingManufacturing plant construction delays increasingly appear after the building is finished, when power, permits, tools and customer qualification must converge on one start of production date.
The real cost of a blocked hospital bedHospital discharge delays now consume a growing share of inpatient capacity, as patients who are medically ready to leave wait on post-acute providers, health plans and families.
The utility now decides when your solar project goes liveInterconnection delays now decide when US solar and wind projects start earning revenue, and the dates that govern them sit in utility letters and portals the EPC schedule cannot see.
Where trial timelines are first lostClinical trial site activation now takes months longer than the plans that depend on it, as feasibility, contracts, budgets and ethics reviews pass between sponsors, CROs and sites.
Data center schedules now start at the substationData center construction delays now originate in utility studies, substation builds and power contracts, long before the shell or the fit-out is at risk.
Where patients slip away after the consultationHealth systems spend heavily to win the first visit, yet much of a patient relationship's value is decided afterward, when follow-ups, diagnostics and referrals wait for someone to book them.
Where solar and wind projects really lose time before CODRenewable energy project delays now start outside the fence line, in interconnection studies, transformer factories and compliance files.
Across solar farms, data centers, airports, roads and factories, most lost days now sit in the handoffs between owners, contractors, utilities and suppliers. Leading infrastructure companies are beginning to manage every commitment as an obligation with an owner, a deadline and a daily cost, using AI for infrastructure project delivery over the systems they run.

of US construction work put in place every calendar day
A day of delay costs between $$100,000 and $$1.3 million on a single project, depending on the sector.
The ten preceding articles in this series examined five asset classes that share little in engineering terms. A solar farm, a data center, an airport terminal, an urban interchange and a battery plant differ in scale, ownership, regulation and technology. Yet the delays that matter most in each arise in the same place: a commitment changes inside one organization, and the organization that depends on it learns of the change too late to act.
That regularity suggests the problem is structural, and therefore manageable. Bent Flyvbjerg's database of more than 16,000 projects in over 20 fields shows a mean cost overrun of 62 percent,1 and in our reading the spread across asset types reflects how many parties and interfaces each project must coordinate. This capstone draws together where infrastructure loses days, how AI for infrastructure project delivery can work as an operating model, what a day costs in each sector and what executives can do now.
The United States put construction in place at a seasonally adjusted annual rate of $$2,157.6 billion in July 2026, including $$181.5 billion for power, $$169.8 billion for manufacturing and $$151.5 billion for highways and streets.2 Capital is committed, yet the schedules carrying it remain fragile. Sightline Climate expects 30 to 50 percent of large data centers scheduled to come online in 2026 to be delayed, citing power constraints, equipment shortages and local opposition.3
Factories and power plants show the same strain. A Financial Times investigation reported by the National Association of Manufacturers found that about 40 percent of the largest manufacturing projects funded under the Inflation Reduction Act and CHIPS Act had been delayed or paused, with $$84 billion of investment affected.4 Even in utility-scale solar, the most repeatable asset class, projects representing about 20 percent of planned capacity reported a delay in the third quarter of 2025, most of it in late construction or testing.5
Overruns vary widely by asset class, and the spread says something about interfaces. Oxford Global Projects data show average cost overruns of 1 percent for solar power, 15 percent for roads, 57 percent for buildings and 120 percent for nuclear power, measured from the decision to build.6 In our experience, modular assets with few counterparties perform best, and bespoke facilities with many trades and approvers perform worst. Foundational McKinsey research from 2015 found that 98 percent of megaprojects overran costs by more than 30 percent.7
Average cost overruns range from 1 percent for solar power to 57 percent for buildings and 120 percent for nuclear power.
Source: Oxford Global Projects Database (Q2 2023), in Budzier, Getting Big Things Done: The Principles in Practice, 2023
Utilities, aviation regulators and state transportation departments control dates that no contractor schedule owns, such as outage windows, operational approvals and utility relocations. These dates arrive through portals, study reports and letters, and they reach Primavera P6 only when someone retypes them. A missed outage window or an unrelocated gas main can move a completion date by weeks.
Transformers, switchgear, chillers, baggage handling systems and process equipment move through purchase orders in SAP or Oracle, factory tests, vendor emails and freight bookings. Each update sits with a different person in a different company, so a three-week slip at the factory often appears in the schedule only after it has consumed the float.
Commissioning, operational readiness and handover require evidence from dozens of subcontractors, the independent engineer, the operator and the lenders. Punch lists live in spreadsheets, test records in shared drives and acceptance decisions in meeting minutes. The asset can be physically finished while revenue waits on a missing document or a witnessed test.
Leading owners and contractors are beginning to manage delivery as a network of obligations, each with an owner, a deadline and a cost for every day it stays open. An orchestration layer reads the systems of record already in place, including SAP, Oracle, Primavera P6, email, chat and WhatsApp, and keeps one live model of commitments across organizations. Across a portfolio, it runs a four-step loop:
the changed commitment when it first appears, such as the switchgear vendor's revised ship date in an email to a buyer.
which downstream obligations it touches, from the commissioning agent's test plan to the tenant's ready-for-service date.
recovery options with owners and expected impact, such as resequencing the paving crew or requesting the utility's next outage slot.
each agreed action to closure, measuring the exposure retired in days and dollars across the portfolio.
The same record can give lenders, offtakers, tenants and airport operators current status, and give suppliers and utilities one channel for dates, test reports and certificates. AI does the reading, linking and drafting, while people remain accountable for every judgment, instruction and commercial decision. Intent is rising, as 61 percent of respondents to a late 2025 survey by the Associated General Contractors of America said their firms use AI or plan to increase AI investment.8
Deployment design matters as much as model choice for regulated and physical businesses. Contract terms, grid data, security plans and supplier pricing belong in the client's own cloud or on premises, and that data should never train anyone else's model. Access should follow existing permissions, so a subcontractor sees its own obligations and a lender sees the conditions it funds.
Cost of delay is the daily financial exposure created when a committed milestone slips, including deferred revenue, financing carry, contractual delay damages and the idle cost of crews and equipment.
At the July 2026 annual rate, US construction puts about $$5.9 billion of work in place every calendar day.
Exhibit 2. Illustrative daily cost of delay by infrastructure sector
| Sector | Basis | Estimate per day |
|---|---|---|
| Utility-scale solar, 300 MWac | Deferred energy revenue plus construction financing carry (Segeta estimate, Part 1) | About $$169,000 |
| Data center hall, 36 MW of IT capacity | Deferred lease revenue plus construction financing carry (Segeta estimate, Part 7) | About $$287,000 |
| Airport terminal, $$2.0 billion | Financing carry, deferred concession and parking revenue, and standing readiness costs (Segeta estimate, Part 8) | About $$330,500 |
| Urban highway interchange, $$150 million | Contractor field overhead, agency inspection and road user delay cost (Segeta estimate, Part 9) | About $$102,000 |
| Battery cell plant, 20 GWh | Forgone margin and production credits, financing carry and an idle workforce (Segeta estimate, Part 10) | About $$1.27 million |
| All US construction (aggregate) | $$2,157.6 billion seasonally adjusted annual rate for July 2026, divided by 365 2 | About $$5.9 billion of work in place |
Source: Segeta estimate based on earlier articles in this series and US Census Bureau data; assumptions are illustrative.
On the solar estimate, a 30-day slip puts about $$5.1 million at risk and a 60-day slip about $$10.2 million, before delay damages. Liquidated damages, schedule float and delay-in-start-up insurance may offset part of this exposure, yet they are usually capped and rarely cover delays caused by a utility, an authority or a supplier.
Attach a daily cost of delay to the twenty to thirty commitments that move each project's revenue date, and report the total to the executive committee each month.
Every utility date, vendor ship date and acceptance test should have an accountable person in the organization that gives it and in the one that depends on it.
Connect SAP or Oracle, Primavera P6, email and site messaging into one live model of obligations that nobody has to update by hand.
Keep project, grid and security data in the company's own cloud or on premises, and mirror existing access rights so each party sees only its own obligations.
Report how many days pass between the first evidence of a changed commitment and the assignment of a recovery action, by sector and by counterparty.
Infrastructure owners cannot shorten transformer lead times, utility queues or permitting calendars on their own, yet they can control how quickly a changed commitment becomes a decision. Companies that manage every obligation across solar farms, data centers, terminals, roads and plants as a live, priced commitment are likely to recover weeks on each project and earn the confidence of lenders, tenants and public sponsors.
AI can read the emails, schedules, purchase orders and site messages where changed commitments first appear, link each change to the milestones and contract terms it affects, and draft recovery options for the accountable owner. The time saved comes from shortening the gap between a signal and a decision, while people remain responsible for every judgment and commercial call.
Cost of delay is the daily financial exposure created when a committed milestone slips, including deferred revenue, financing carry, contractual delay damages and idle crews. On a composite 300 MW solar project, deferred energy revenue and financing carry alone come to an estimated $$169,000 a day, or about $$5.1 million for a 30-day slip.
Bent Flyvbjerg's database of more than 16,000 projects shows a mean cost overrun of 62 percent. Overruns are lowest for modular assets such as solar and highest for bespoke facilities with many trades, vendors and approvers, where commitments between organizations change in inboxes long before they reach the project schedule.
For regulated and physical businesses, deployment in the client's own cloud or on premises keeps contract terms, grid data, security plans and supplier pricing under the owner's control. A sound design also ensures client data never trains another party's model and that access follows existing permissions for subcontractors, lenders and partners.
How Segeta Technologies Private Limited collects, uses, shares and protects personal information across our website, platforms and services.
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Segeta builds connected operations software for businesses with physical operations, deployed in each client's own cloud or on premises. We handle personal information in line with applicable data protection laws and recognised good practice.
This policy applies mainly to information we collect online. It also applies to information you give us through other channels, such as by phone, at events or by email.
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Tell us about one workflow where delays or missed handoffs cost you money. We'll show you what a connected picture of it looks like, and how fast we can put it live.
Tell us about one workflow where delays or missed handoffs cost you money. We'll show you what a connected picture of it looks like, and how fast we can put it live.