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.
Clinical 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. Leading sponsors are managing study start-up as a set of priced obligations, each with an owner and a deadline.

a day of delay on a Phase III program
Each month that start-up pushes first patient in can defer about $$25.7 million of value on a composite Phase III program.
Clinical trial timelines are usually modeled from first patient in, because enrollment is the variable that sponsors, CROs and investors watch most closely. Yet the months before that date, spent on feasibility, site selection, contracts, budgets, ethics approvals and training, set the start date that every later milestone inherits, from last patient in to database lock and submission. The earlier articles in this series traced how value leaks when a patient passes between clinical teams, and study start-up shows the same handoff problem between sponsors, CROs and research sites.
Each site is activated through a chain of approvals held by different organizations, and the chain is slowest where it is repeated site by site. In registrational oncology trials run from 2020 to 2025, US sites were activated a median of 124 days after final protocol approval, against 308 days outside the US, yet activating 75 percent of planned US sites took a further 309 days, compared with 34 to 126 days in other regions.1 The sections that follow trace where clinical trial site activation loses those days, what each day costs a Phase III program and which actions clinical operations leaders can take now.
Start-up time has grown as protocols, vendors and review steps have multiplied. Tufts CSDD data cited by IQVIA show that the average time from protocol approval to the first patient visit rose 45 percent between 2015 and 2021, while the number of standard vendors per trial rose 61 percent between 2018 and 2023.2 Sites report the strain directly: in an ICON survey of just over 100 investigators and senior site staff, 55 percent said full activation took more than five months from site selection, 39 percent said activation took longer than two years earlier and 66 percent reported frequent contract and budget delays.3
The gap between practice and stated targets is wide. Verily, citing ACRP, puts the average site initiation time for Phase I to III trials at academic medical centers and hospitals at 9.4 months, against a National Cancer Institute target of 90 days.4 Slow scaling has a visible consequence for US research capacity, because 80 percent of patients in the 2025 registrational trials behind novel FDA cancer drug approvals were enrolled outside the US.1
Every activated site is the product of three handoffs, each owned by a different organization and recorded in a different system: the sponsor's CTMS, the CRO's start-up tracker, the site's contracts office and the IRB portal. Sponsors in the Friends of Cancer Research survey named prolonged budget negotiations, redundant local review and limited site resources as the main causes of slow US activation.1
Even with one standard contract template, negotiation took 41 to 151 days across six multicenter studies.
Source: Lawrence et al., Journal of Clinical and Translational Science, 2023
Sponsors and CROs send feasibility questionnaires that coordinators complete by hand, often repeating answers already held in earlier surveys and the site's own records. ICON reports that site pre-selection decline rates for pharmaceutical and biotech studies rose from 35 percent to 47 percent between 2021 and 2023, so each declined site restarts part of the selection cycle.3
CTA negotiation runs through redlines exchanged by email between the sponsor or CRO, the site's contracts office and its coverage analysis team, and each round waits in someone's queue. The CTSA Contracts Processing Study found average negotiation times above 100 days, and the Accelerated Clinical Trial Agreement saved an average of 55 days across 122 uses at seven sites.5
IRB approval, the regulatory binder, investigator training, the site initiation visit and access to IRT and EDC must all close before a CRA can greenlight the site. In nine cardiovascular trials, sites using a central IRB reached first patient enrolled in a median of 199 days against 287 days at other sites, a gap of almost three months that reflects the sequence of review.6
Leading sponsors and CROs are beginning to treat each site's activation as a set of obligations, each with an owner, a deadline and a cost for every day it stays open. A live layer reads the systems already in use, including CTMS, eTMF, the contract repository, IRB portals, email and site messaging, and links every document and redline to the site and milestone it gates. It runs the same four-step loop that the earlier articles in this series describe:
a stalled item on the day it stops moving, such as a budget counteroffer that has waited eight business days in a site's queue.
which site, enrollment forecast and country milestone the item affects, with the redline history and the person who holds it.
a path to closure, such as approving a fallback clause, escalating to the site's contracts director or shifting forecast enrollment to a backup site.
each agreed action until the site is greenlit, measuring the days recovered against the start-up plan.
The same record can give sites one channel for feasibility answers, contract status and document requests, replacing many of the parallel email threads that each CRA and contract analyst keeps today. Artificial intelligence does the reading, comparing and drafting, from pre-filling feasibility answers to summarizing redlines against the sponsor's fallback positions, while the clinical operations lead, the contracts manager and the investigator remain accountable for every commercial, ethical and clinical decision.
Cost of delay in clinical development is the daily value lost when a trial milestone slips, combining the direct cost of running the trial with prescription sales deferred or lost as approval moves later.
Each month that start-up pushes first patient in can defer about $$25.7 million of value on a composite Phase III program.
Exhibit 2. Estimated daily cost of delay for a composite Phase III study
| Component | Basis | Estimate per day |
|---|---|---|
| Direct trial operating cost | Tufts CSDD mean direct daily cost of a Phase III trial, 2023 dollars 7 | About $$55,700 |
| Prescription sales deferred or lost | Tufts CSDD estimate of sales lost per day of delay, 2023 dollars; assumes the start-up slip passes through to approval 7 | About $$800,000 |
| Total daily exposure | Sum of the two components | About $$856,000 |
Source: Segeta estimate based on Tufts Center for the Study of Drug Development data; assumptions are illustrative.
On these assumptions, a 30-day slip in first patient in costs about $$1.7 million in direct trial costs and about $$25.7 million in total, and a 60-day slip about $$51.4 million in total. Part of that exposure can be recovered, because faster enrollment at activated sites or parallel work later in the program may absorb some of the slip, and the sales component applies only if the drug reaches approval. The direct cost sets a floor on the exposure, and for a Phase II study it falls to about $$23,700 a day.7
Set start-up milestones for every country and site with the same rigor as enrollment targets, and report variance against them each week.
Attach the daily cost of the study to every open contract, budget and ethics item, so a stalled redline is escalated in dollars on the day it stalls.
Agree template language, fallback positions and fair market value budget ranges in advance, drawing on agreements such as the ACTA where sites accept them.
Use central IRBs where institutions allow and open contract and budget work as soon as a site is shortlisted, so review and negotiation overlap at every site.
Report how many days pass between a stalled item and the assignment of a recovery action, by site, CRO and country.
Sponsors cannot rewrite institutional review requirements or site staffing on their own, yet they can control how quickly a stalled obligation reaches the person who can close it. Those that run study start-up from one live record shared with CROs and sites are likely to reach first patient in sooner, and they may find that the strongest sites choose their studies first.
It varies widely by country and site type. In registrational oncology trials run from 2020 to 2025, US sites were first activated a median of 124 days after final protocol approval, against 308 days outside the US, yet activating 75 percent of planned US sites took a further 309 days. Verily, citing ACRP, puts the average at academic centers at 9.4 months.
Each CTA passes through redlines between the sponsor or CRO, the site's contracts office and its coverage analysis team, and every round waits in a separate queue. A CTSA study found average negotiation times above 100 days. Standard templates such as the Accelerated Clinical Trial Agreement saved an average of 55 days across 122 uses at seven sites.
Tufts CSDD estimates that a day of delay is worth about $$800,000 in lost prescription sales, in 2023 dollars. Direct trial costs add $$7,829 a day in Phase I, $$23,737 in Phase II and $$55,716 in Phase III. On those figures, a composite Phase III study could lose about $$856,000 for each day that approval moves later.
Sponsors can plan from protocol approval, standardize contract and budget templates before feasibility, use central IRBs where institutions allow and run ethics review and contracting in parallel. Managing each site's start-up items as obligations with an owner, a deadline and a daily cost helps a stalled redline or missing document reach the person who can close it sooner.
How Segeta Technologies Private Limited collects, uses, shares and protects personal information across our website, platforms and services.
This policy describes the personal information practices of Segeta Technologies Private Limited ("Segeta", "we", "us" or "our"), a company incorporated in India. It covers the information we gather when you visit segeta.ai, use our digital platforms and services, or otherwise interact with us, and how we use and look after that information.
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.
When we provide our platform to a client organisation, we process information about that organisation's people and partners on the client's behalf. That processing is governed first by our agreement with the client and by the client's own privacy policies, and the client decides what data is processed and why. We are not responsible for the privacy practices of our clients or of other third parties.
Automatically, when you visit our sites. Our hosting provider receives technical information about the device you use, such as device type, operating system, browser, IP address, referring page and the time of your visit. We use this to deliver pages reliably, keep the site secure and understand overall traffic. What is shared also depends on your device and browser settings, so you may wish to review the privacy settings of your device and software providers.
Directly from you. When you complete a form, write to us, attend a meeting or use our platform, you provide information yourself, including any text, files or other content you choose to share with us.
From other sources. We may receive professional contact details from your organisation, from people who introduce us, or from public professional sources.
Depending on how you interact with us, the personal information we collect may include:
We do not ask for sensitive personal information through our website. If we ever need to process sensitive personal information, such as health or biometric data, we will ask for your explicit consent first unless the law allows otherwise.
We may use personal information to:
We do not sell personal information, and we do not use client data to train AI models for anyone else.
Access is limited to the people who need it to provide our services, respond to you or run our business, such as members of our client delivery, engineering, sales, marketing, support and leadership teams. Each person sees only the information relevant to their role, on a need-to-know basis.
Service providers. We use trusted providers to help us run our website and business, for example for hosting, form processing, email, data storage, customer relationship management, analytics and customer support. They may use personal information only to provide services to us, under written agreements that include data protection and confidentiality terms. Our website is currently hosted by Netlify, and it loads fonts from Google Fonts, which receives your IP address and browser information when fonts are requested.
Authorities and legal requirements. We may preserve or disclose information, including the content of messages, where we believe this is required by law, regulation, legal process or audit, or is needed to protect the rights, property or safety of Segeta, our clients or others, or to prevent fraud or abuse.
Business transfers. If Segeta is involved in a merger, acquisition, financing, reorganisation or sale of assets, personal information may be transferred as part of that transaction, subject to continued protection in line with this policy.
We keep personal information only as long as we need it for the purposes in this policy, including to:
Retention periods differ by type of information and purpose. For example, enquiries that do not lead to a business relationship are generally deleted within 24 months of our last contact with you. When information is no longer needed, we securely delete it or anonymise it so that it can no longer identify you.
We use a combination of administrative, organisational and technical measures to protect personal information, including encryption in transit, role-based access controls and internal standards for handling personal information. Our team is trained on these standards. No system is completely secure, so we also encourage you to take care when sharing information online. Where the law requires, we will notify you and the relevant authorities of a personal data breach.
We do not sell, rent or share mobile phone numbers or text messaging consent with third parties for their marketing or promotional purposes.
If you are in the European Union or the United Kingdom, you have the following rights under the General Data Protection Regulation:
Where the GDPR applies, we rely on your consent, on steps taken at your request before a contract, on our legitimate interests in running our business and responding to enquiries, and on compliance with legal obligations.
If you are a California resident, the California Consumer Privacy Act gives you the right to:
Under the Digital Personal Data Protection Act, 2023, you may request a summary of the personal data we process about you, ask us to correct, complete, update or erase it, withdraw consent, nominate another person to exercise your rights in the event of death or incapacity, and raise a grievance with us. If we do not resolve your grievance, you may approach the Data Protection Board of India.
To exercise any of the rights in sections 10 to 12, email privacy@segeta.ai. We may need to verify your identity, and we will respond within the time required by applicable law.
We are based in India and work with clients and service providers in other countries, including the United States, so your information may be processed outside the country where you live. Where we transfer personal information internationally, we do so in line with applicable law and use appropriate safeguards, such as contractual data protection commitments.
Our website and services are intended for businesses and are not directed to children under 16. We do not knowingly collect personal information from children. If we learn that we have received personal information from a child, we will delete it. If our practices change, we will obtain verifiable parental consent before collecting any personal information from children.
Our website may link to sites we do not operate, such as LinkedIn or the sources cited in our Insights articles. This policy does not apply to those sites or to information you give them, and we do not control their practices. Please read the privacy policy of each site you visit.
We may update this policy from time to time and will post the new version on this page with a revised "Last updated" date. If we make material changes, we will let you know by email, by a notice on our website or as otherwise required by law. Changes take effect when they are posted.
If you have any questions about this policy or how we handle personal information, contact us at privacy@segeta.ai.
The terms that govern your use of segeta.ai and of the platform and services provided by Segeta Technologies Private Limited.
These Terms of Service ("Terms") form an agreement between Segeta Technologies Private Limited ("Segeta", "we", "us" or "our") and you, the individual or organisation accessing or using segeta.ai or any of its subdomains (the "Site") or the Segeta platform and related services (together, the "Services"). Our Privacy policy forms part of these Terms.
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Segeta provides a connected operations platform for businesses with physical operations. The platform connects to the systems a Customer already runs, such as ERP, scheduling, CRM, document, email and chat systems, to surface commitments, risks and handoffs, recommend actions, and help teams and partners drive work to closure. The Services may be deployed in the Customer's own cloud environment or on premises, as agreed in the Order Form.
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On termination, the Customer may export its Customer Data during the period set out in the Order Form, after which we will delete it from systems we control, except where the law requires us to keep it.
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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.