Execution Assessment
One representative schedule and one consequential delivery question. Return evidence-backed exposure and the next decision.
AVCTORITAS NON POTESTAS
AI-native execution intelligence & governanceThe AI Operating System for Capital Projects
Cybereum turns fragmented schedules, cost, risk, contracts and controls into a live project model — showing where delivery is heading, why, and which governed actions protect critical milestones.
No rip-and-replace. Works alongside Primavera P6 and Microsoft Project; start with one schedule.
From planning and scheduling through execution and commissioning, Cybereum computes the relationships across schedules, risks, costs, interfaces and responsibilities — creating a live, connected model of the project that reveals where delivery is heading, why, and which actions can protect critical milestones.
98%Megaprojects incur cost overruns or delays
$1.6TPotential annual value from closing construction's productivity gap
80%Average cost increase in the cited megaproject sample
20 moAverage schedule slippage in the cited sample
In the megaproject sample cited by McKinsey, 98% incurred cost overruns of more than 30% or schedule delays; the average cost increase was 80% of original value and the average slippage 20 months (McKinsey & Company, The construction productivity imperative, 2015). $1.6 trillion is the McKinsey Global Institute estimate of the annual value at stake from closing construction's productivity gap (Reinventing construction through a productivity revolution, 2017).
NSF-backedPatents grantedPeer-reviewed researchBuilt by megaproject practitionersResearch & credentials ↓
One schedule change, followed through the product:
Foundations
Built on research. Tested in practice.
Durable IP and graph-native execution intelligence for complex, multi-party delivery.
NSFGrant-backed R&D
USPTOPatents granted
Cross-sectorProject & technology experience
ResearchAward-winning & published
Evidence
What we have done, and why.
Granted patents and peer-reviewed research you can check against the public record, and engagement work across capital-project execution described without identifying the projects.
Data centers · Federal / mission · Offshore energy · Industrial EPC · Public infrastructure
Engagement · first-party
10+Organizations across pilot, evaluation, diligence and design-partner work
5+Capital-project environments represented across the engagement portfolio
150+vs4Critical and near-critical paths exposed in one analyzed schedule
DeploymentsDeployments and diagnostic work span federal, data center and energy megaproject environments.
Live schedulesEngagement work includes analysis of live project schedules in offshore energy and data centers.
Beyond scheduleEngagement requirements extend into risk, cost, progress, interfaces, documents and governed decisions.
On the public record · check it yourself
- Granted US patentUS 11,074,294 B2System and method for Directed Acyclic Graph (DAG) encoding into hash linked blocks
- Granted US patentUS 11,227,282 B2Time-bounded activity chains with multiple authenticated agent participation bound by distributed single-source-of-truth networks
- Peer-reviewed researchProject Management JournalReference Class Forecasting and Machine Learning for Improved Offshore Oil and Gas Megaproject Planning · 2022 · 53(5) 456–484 · DOI 10.1177/87569728211045889
Evidence // patents and research on the public record · engagement figures from first-party records, rounded where project-specific · customer-identifying detail withheld
Enterprise adoption · one schedule to network
Start narrow. Expand when the evidence earns it.
Cybereum gives accountable leaders a governed view of where delivery is heading, what governs the outcome, what can still change it and who owns the next decision. The first engagement can be one schedule; the operating destination is much larger.
Project operating layer
Connect schedule, risk, cost, progress, readiness, responsibilities and governed action around the same project state.
Program & portfolio
Resolve shared constraints, cross-project exposure and executive decision priorities without reducing expansion to seat count.
Multi-party execution network
Extend governed state across participating organizations and later layers enabled by verifiable project state.
The first engagement is bounded in adoption risk, not in strategic value. Early working sessions are founder-led so the project question, evidence boundary and success criteria are defined with the people building the operating model.
The delivery gap
Bringing back the capacity to build capital projects
Capital projects rarely fail inside one system. Problems propagate across contractor, supplier, engineering, procurement and commissioning interfaces before reporting shows the consequence. Cybereum makes those dependencies visible early enough for accountable action.
PwC study success rate
2.5%
In PwC megaproject study data, only 2.5% hit cost, schedule and benefits targets.
- Crippling delays
On a large energy or data-centre facility, a month of delay carries revenue and liquidated-damages exposure the schedule itself never shows.
- Fragmented systems
No shared source of truth across owners, contractors and suppliers drives misalignment and disputes.
- Lagging indicators
Current tools only flag problems after the damage is done, offering no real predictive capability to stay ahead of cost and schedule overruns.
- Unowned corrective action
Risks may be visible, but mitigations scatter across meetings, spreadsheets and email. Without ownership and follow-through, interface issues become delivery events.
Cybereum transforms fragmented project records into a live computational model for better decisions and faster delivery.
The full platform
From fragmented project data to a shared operational model
Cybereum connects schedules, cost systems, risk registers and teams into one AI-driven operational layer that turns fragmented records into a connected project state.
Fragmented todaySchedules, cost, risk, resources, contracts and teams live in disconnected tools across multiple organizations.
Single operational layerCybereum's temporal knowledge graph and multi-agent AI connect everything into one living, intelligent model of your project.
Predictive intelligenceEvery role gets decision-relevant intelligence — forecasts, risk mitigations and decision support grounded in the same project state.
The platform doesn't just aggregate data — it models the structural relationships between activities, milestones, contracts and resources to identify risks no single tool or team could see alone.
Temporal project model
Intelligence emerges from connections
Turn complex project schedule data into executive-grade, risk-aware decisions
Every activity, dependency and risk is a connected node in a living temporal graph — so Cybereum can explain what happened, forecast what is likely to happen, and identify the actions with the greatest leverage.
Schedules · P6 / MSP / XERCost & EVMRisk registersProgress & controlsContracts & milestonesResourcesInterfaces & handoversReadiness · acceptance · exceptionsChange & decisionsERP & external signals
150+ vs 4Critical and near-critical paths mapped in one analyzed schedule
P50 · P80Probabilistic milestone forecasts, not a single date
100%Assertions traceable to source, time and author
< 4 wksFrom one schedule to a ranked decision register
Project controls → Governed execution
Industrial-grade project controls. Governed by design.
A live control environment for understanding what happened, what is changing and what is likely to happen next across your capital project portfolio.
01Schedule quality & logic
02Critical & near-critical paths
03Probabilistic forecasting
04Risk propagation
05Interface hotspots
06Ranked decision register
One live model. Every capability reads from the same connected model — so a change in the schedule is felt instantly in forecast, risk and the decision register.
Project Portfolio IntelligenceA high-level, real-time overview of your entire portfolio's health and performance.
Integrated Project DashboardDrill into specific projects with key metrics, schedules and risks in one view.
AI-Driven Risk IntelligenceMachine learning forecasts cost and schedule exposure at the project level as a distribution, not a single date.
Smart Milestone ControlAutomate and verify milestone completion with smart contracts, ensuring transparency and timely payments.
Network Risk MapThe entire schedule as an interconnected network, highlighting critical and near-critical path risk.
Project Risk NetworkKnow the risk and impact of every activity in the schedule with advanced network analytics.
Cybereum is a command center for foresight, not dashboards for hindsight.
Start with one schedule
Ingest → Diagnose → Prescribe
Start with one approved P6 or Microsoft Project schedule and one delivery question. Cybereum diagnoses schedule quality, hidden drivers, interface hotspots and cascading exposure, then returns a ranked set of interventions and forecasted effects — without production integration or replacing the system of record.
Ingest
Load a P6 or MSP export and the key registers. Cybereum builds a verifiable schedule-truth layer and scores schedule quality and logic.
Diagnose
See what really drives the date: true gates, critical and near-critical corridors, interface hotspots and where risk propagates.
Prescribe
Get a ranked decision register — the interventions with the most leverage on milestone protection, with probabilistic forecasts of their effect.
Start with one schedule. Expand into a connected project operating model. The full platform adds schedule-quality analysis, critical and near-critical path intelligence, probabilistic forecasting, risk propagation and AI decision guidance across schedules, cost systems, risk registers and teams — from planning through commissioning, readiness, acceptance and handover. Increasingly, Cybereum also helps generate and adapt the plans themselves.
The AI engine
From live project state to the decision that changes the outcome
Dyēŭs — Cybereum's reasoning core — fuses temporal memory, schedule structure, risk, milestones and analytical outputs into a grounded decision layer. It detects deviation, traces drivers, prescribes action and increasingly helps create and adapt the plans themselves.
REASONING CORE
DYEUS
MEMORY · COMPUTATION · REASONING · ALIGNMENTCybereum's integrated governance platform turns fragmented project information into an authoritative plan of record and operating backbone for delivery — connecting dependencies, forecasts, decisions and accountable action from planning through readiness and handover.
CPM 2.0: Total Path Control
See the full project network in real time. AI identifies critical and near-critical paths and forecasts their outcomes so teams know where to focus.
Predictive Project Controls
Turn lagging indicators into leading ones by combining project history with network analysis for better forecasting, planning and decisions.
Governed Execution
Turn insight into follow-through: connect milestones and stage gates to owners, decision rights, approvals, exceptions, escalations and corrective actions, with evidence and an auditable cadence.
Who it's for
Built for the people accountable for delivery
Cybereum gives the project ecosystem role-specific intelligence from one shared model.
For Project Owners
Maintain the integrated plan of record across projects, contractors, suppliers and external partners. See master-schedule dependencies, stage gates, risks, decisions and emerging bottlenecks together; make ownership explicit and track whether corrective action is protecting readiness and the business case.
For EPC Contractors
See which interfaces and near-critical corridors are about to become delivery problems. Prioritize recovery where it has leverage, protect margin, and keep handovers, commitments and corrective actions verifiable.
For Project Controls
Know what really drives the date and where intervention has leverage. Schedule-quality analysis, critical and near-critical path intelligence and probabilistic forecasting — on top of P6, not instead of it.
For Portfolio Executives
Decide from an authoritative project state across the portfolio — delivery status, readiness, material risks, decisions and accountable actions — with auditable provenance and AI-driven forecasts of where each project is heading.
By sector
One core platform with sector-specific diagnostics, readiness and acceptance gates, handover governance and executive reporting.
Data Centers & Compute Infrastructure
Connect site development, power readiness, design, procurement, construction, long-lead equipment, commissioning, acceptance and handover in one integrated plan—surfacing cross-party dependencies and threats to ready-for-service early.
Energy & LNG
Protect COD and first-cargo dates with schedule-truth analytics, interface-risk detection and commissioning prerequisite graphs across EPC contractors and vendors.
Defense & Shipbuilding
Yard throughput and vessel delivery. Turn production schedules into readiness intelligence: supplier-interface risk, resource-driven drift and decision registers aligned to delivery gates.
Aerospace & Space
Capacity and readiness that gate launch operations. Prerequisite graphs, supplier-window risk and rapid schedule-truth diagnostics across tightly coupled pad, factory and range workstreams.
Transportation & Rail
Manage multi-contractor corridor complexity: interface hotspots, staged handovers and early-warning analytics for schedule and cost drift.
Government & Public Infrastructure
A credible integrated baseline, risk-to-reserve traceability and auditable decision governance — portfolio-level oversight built for owners, agencies and regulators.
OutcomesSee the consequence
See the consequence
before it reaches the milestone.
Connected project state, propagated along the paths that actually carry it, so exposure surfaces while there is still time to act on it.
Cybereum is designed to surface emerging exposure earlier and focus teams on the interventions with the greatest delivery leverage.
EarlierSee delivery risk sooner
RankedPrioritize high-leverage mitigations
GovernedAssign and close action across parties
Your GPS for capital projects
Not just where the project is — the best path forward, recalculated continuously as reality changes. Where traditional tools find 4 critical activities, Cybereum maps the full network of drivers.
Navigate project complexity with confidence
Complete network mapping
In one analyzed schedule, Cybereum mapped 164 critical and near-critical paths where conventional analysis surfaced four — visualizing how delivery corridors converge, diverge and shift with every update.
Turn-by-turn instructions
Actionable insights for every role, alerting teams to emerging risks with clear, data-driven recommendations.
Lagging → leading intelligence
Cybereum turns reactive data into forward-looking risk signals, rerouting delivery before problems compound.
Unify your project ecosystem
Integrate and align teams
Cybereum layers over P6, MSP and ERP, connecting schedules, milestones, contracts, readiness evidence and decisions across owners, EPCs, suppliers, utilities and partners in one governed temporal graph.
Unified Schedules
Maintain an integrated program plan across organizational boundaries. Connect master schedules, inter-company milestones, contractual obligations and external-partner dependencies so changes propagate into one shared delivery picture.
Verifiable Milestones
Tie milestones to evidence, approvals, exceptions and accountable sign-off. DLT and smart contracts can verify cross-party commitments and automate transactions where appropriate.
Multi-party coordination
Coordinate owners, EPCs, suppliers, utilities, financiers and agencies against one governed state, with clear decision rights, escalations and follow-through.
Maximize return on capital at every project stage
Opportunity Assessment
Identify profitable projects early with AI-driven analysis and risk evaluation.
Due Diligence
Leverage integrated analytics for robust financial modeling and compliance.
Financing Structure
Use smart contracts to streamline negotiations and ensure transparency.
Project Monitoring
Monitor performance in real time, ensuring milestones are met.
Project Closure
Facilitate smooth closure with tracking and future insights.
Identify Opportunities
Leverage AI analytics to strategically select high-yield projects.
Select Projects
Optimize the portfolio with risk quantification tools.
Detailed Planning
Utilize AI/ML for precise planning and optimization.
Investment Decision
Make data-driven decisions with predictive analytics.
Deliver Project
Ensure successful execution with comprehensive tracking.
Strategy
Assess risk and make informed bid decisions with data insights.
Bid
Develop robust bid plans and identify schedule risks.
Project Planning
Optimize work packages with data-driven planning.
Effective Execution
Stay ahead with predictive analytics and resource optimization.
Deliver Project
Ensure success with detailed tracking and transparency.
Every party works from the same live model. Hover a stakeholder to see what flows in and what comes back.
Research & patents
Research that became product architecture.
Peer-reviewed forecasting and distributed-governance research and two granted US patents underpin the platform's graph-native architecture. The full lineage and direct sources live in Research.
ACM · DLT ArchitecturePeer-reviewed architecture for a distributed governance system with authenticated agents — an enforceable, auditable single source of truth.
PMJ · AI ForecastingProject Management Journal study proving ML can move beyond lagging indicators to predictive control of megaprojects.
US 11,074,294 B2Directed acyclic graph (DAG) encoding into hash-linked blocks — connected project structure with verifiable state.
US 11,227,282 B2Time-bounded activity chains with authenticated agents bound by a distributed single source of truth.
IT Risk ChapterPractical risk-management techniques for large IT programs, from early-warning signals to governance controls.
CYB / ZK-UPE · trust substrate
Beneath it all: identity and provenance that outlast the project.
Activities, assets, organizations, assertions and relationships need durable identity as project reality changes. CYB / ZK-UPE provides the trust substrate for a coherent, traceable project state—without making blockchain the user experience.
It enables selective disclosure, verifiable milestones and governed multi-party transactions as the project economy evolves.
01Identity + provenancePersistent project objects and attestations
→02Temporal knowledge graphConnected state through time
→03CPM 2.0 + EVM 2.0Path intelligence and predictive performance control
→04DyēŭsReasoning grounded in computed state
→05Governed actionDecisions, authority, audit trail
Company
Project operators. Technology builders.
Experience across megaproject delivery, enterprise software, project controls and AI.
Ananth Natarajan
Founder & CEO
MSME, MSc, MBA, CEng, P.E., PMP · 20+ years managing infrastructure projects in EPC & Energy · Award-winning Oxford research on AI/DLT for project management · USPTO patents granted on core technology
Reilly Brown
Product
Product & engineering leader · Scaled organizations past 50 · Enterprise solutions serving millions of users
Alex Azarh
Architecture & AI
3× founder · 20+ years in software, the last two in agentic AI · Fortune 500 SaaS · bootstrapped and exited
Christopher Cass
Operations & Deployment
18+ years deploying large-scale infrastructure programs, including a $1.5B 5G build-out · MSc Major Programme Management (Oxford) · MBA (Ross)
Christopher Stelter
Marketing & Sales
15+ years in enterprise sales, customer success and onboarding for SaaS
Strategic advisors
Patrick Suermann, PhD
Government & Aerospace
Texas A&M Professor of Construction Science · Past Dean, School of Architecture · US Air Force officer, 20+ years
Rick Rundell
Industry & Technology
22+ years executive at Autodesk · 20+ years architect and technology innovator for the construction industry
Ben Battat
Business Strategy
45+ years building deep-tech companies · Expert in GTM and fundraising strategy
John Reuben
Marketing & Sales
Enterprise planning & strategic partnerships · 40+ years building software sales and strategy companies
Justina Gallegos
Government & Climate Tech
Former White House Deputy Science & Technology Director · National Economic Council Climate Finance Senior Advisor
Back the operating system for the build-out
Cybereum lands with one schedule and one high-value delivery question, then expands into the operational backbone: an authoritative state connecting plans, cost, risk, contracts, readiness, partner obligations, decisions and accountable action, with AI increasingly creating and adapting the plans themselves.
01 · WedgeExecution Intelligence
Land with one schedule and one high-value delivery question. Diagnose exposure and rank the interventions that matter.
02 · ExpandProject Operating Layer
Become the authoritative plan of record across schedule, cost, risk, readiness, decisions, exceptions and corrective action.
03 · CoordinateMulti-party Governance
Owners, EPCs, suppliers, financiers, regulators and agents coordinate against the same governed project state.
04 · CompoundExecution Ecosystem
Integrations, applications, agents and transactional workflows increase utility across participants and projects.
Multi-sided platform economics can emerge as participation broadens. Cybereum is designed so that each additional participant, workflow, integration and connected project can increase the utility of the shared execution model and the value of the network around it.
$10T+Annual capital project spend · industry estimate
NSFGrant-backed R&D
$15BPM software TAM, 2029 · analyst projection
2USPTO patents granted
- The largest build-out in a generationData centers, energy, defense and shipbuilding are capacity-constrained by delivery, not demand.
- $1T+ a year of preventable lossIn PwC megaproject research, only 2.5% hit cost, schedule and benefits targets. The upside is structural, not incremental.
- AI can finally reason over the project itselfGraph-native, temporal models turn schedules, cost, risk and contracts into one system that predicts and prescribes.
See Cybereum live
See the operating model in action
See Cybereum turn a real schedule into a connected operational model, expose hidden risk and interface propagation, and rank traceable actions to protect milestones.