Execution Assessment
One representative schedule and one consequential delivery question. Cybereum returns 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.
Works alongside existing scheduling systems. One schedule is enough to begin.
From planning through commissioning, one live model of delivery.
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 McKinsey’s megaproject research, 98% incurred cost overruns or delays; the average cost increase was 80% of original value and the average slippage 20 months (McKinsey & Company, The art of project leadership, 2017). $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.
NSF grant-backed R&D, three granted U.S. patents and peer-reviewed research, carried into engagement work on complex, multi-party delivery.
Evidence
What we have done.
Patents and research on the public record, and engagement work 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
On the public record
- Granted U.S. patentUS 11,074,294 B2System and method for Directed Acyclic Graph (DAG) encoding into hash linked blocks
- Granted U.S. patentUS 11,227,282 B2Time-bounded activity chains with multiple authenticated agent participation bound by distributed single-source-of-truth networks
- Granted U.S. patent · continuationUS 12,229,755 B2Time-bounded activity chains with multiple authenticated agent participation bound by distributed single-source-of-truth networks · continuation of US 11,227,282 B2 · granted 2025
- 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
- Peer-reviewed conference paperACM ICBCT ’21Distributed Ledger Architecture for Collaborative Megaproject Management with Authenticated Participants · 2021 · pp. 35–44 · DOI 10.1145/3460537.3460563
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 with one schedule. Add connected controls as needed.
Cybereum shows accountable leaders where delivery is heading, what governs the outcome, what can still change it and who owns the next decision.
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 across the program.
Multi-party execution network
Extend governed state across participating organizations, and into the later layers that verifiable project state enables.
The first engagement is deliberately bounded. Founder-led working sessions define the project question, evidence boundary and success criteria.
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.
Big-project success rate
0.5%
Of 16,000+ big projects in Flyvbjerg’s Oxford database, only 0.5% came in on budget, on time and with the promised benefits.
- Crippling delays
On a large energy or data-center facility, a month of delay carries revenue and liquidated-damages exposure the schedule itself never shows.
- Fragmented systems
Owners, contractors and suppliers work without a shared source of truth; misalignment and disputes follow.
- Lagging indicators
Most project controls explain variance after it appears. Cybereum is designed to expose emerging schedule and cost exposure earlier.
- Unowned corrective action
Mitigations scatter across meetings, spreadsheets and email. Without ownership and follow-through, interface issues become delivery events.
Cybereum turns fragmented project records into a live computational model for earlier, better-grounded decisions.
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.
Fragmented todaySchedules, cost, risk, resources, contracts and teams live in disconnected tools across multiple organizations.
Single operational layerA temporal knowledge graph and multi-agent AI connect everything into one living model of the project.
Predictive intelligenceEvery role gets forecasts, risk mitigations and decision support grounded in the same project state.
Modeled relationships between activities, milestones, contracts and resources expose risks no single system sees alone.
Temporal project model
Intelligence emerges from connections.
Turn 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 next 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 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 it, so a change in the schedule is felt instantly in forecast, risk and the decision register.
Project Portfolio IntelligenceReal-time portfolio health and performance.
Integrated Project DashboardKey metrics, schedules and risks for each project in one view.
AI-Driven Risk IntelligenceMachine learning forecasts cost and schedule exposure as a distribution, not a single point.
Smart Milestone ControlSmart contracts can verify milestone completion, so payment follows verified progress.
Network Risk MapThe schedule as one network, highlighting critical and near-critical path risk.
Project Risk NetworkNetwork analytics show the risk and impact of every activity.
Cybereum is a control 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 ranks the interventions with the greatest leverage, without replacing the system of record.
Ingest
Load the schedule export and key registers. Cybereum builds a verifiable schedule-truth layer and scores quality and logic.
Diagnose
See what drives the date: true gates, critical and near-critical corridors, interface hotspots and where risk propagates.
Prescribe
Get a ranked decision register of the interventions that best protect milestones, with probabilistic forecasts of their effect.
The AI engine
From live project state to the decision that changes the outcome.
Dyēŭs reasons over connected project state to detect deviation, trace drivers, forecast outcomes and propose governed action.
REASONING CORE
DYEUS
MEMORY · COMPUTATION · REASONING · ALIGNMENTOne model links dependencies, forecasts, decisions and accountable action through handover.
CPM 2.0: Total path control
See critical and near-critical paths across the network and forecast where exposure is concentrating.
Predictive project controls
Combine project history with network analysis to forecast emerging exposure before it becomes reported variance.
Governed execution
Connect milestones and stage gates to owners, decision rights, approvals, 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 contractors, suppliers and partners. See dependencies, stage gates, risks and bottlenecks together, 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 and commitments verifiable.
For project controls
Know what 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 one authoritative project state across the portfolio, with auditable provenance and AI-driven forecasts of where each project is heading.
By sector
One core platform with sector-specific diagnostics, gates and reporting.
Data centers & compute infrastructure
Connect power readiness, long-lead equipment, construction, commissioning and handover in one integrated plan, surfacing 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.
Defense & shipbuilding
Turn production schedules into readiness intelligence for yard throughput and vessel delivery: supplier-interface risk, resource-driven drift and decision registers aligned to delivery gates.
Aerospace & space
Protect the readiness that gates launch operations, with prerequisite graphs, supplier-window risk and schedule-truth diagnostics across 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
Hold a credible integrated baseline, with risk-to-reserve traceability and auditable decision governance for owners, agencies and regulators.
OutcomesSee the consequence
See the consequence
before it reaches the milestone.
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
See where the project is, what is driving the outcome and how the path changes as reality changes.
Navigate project complexity with confidence
Complete network mapping
In one analyzed schedule, Cybereum mapped 150+ critical and near-critical paths where conventional analysis surfaced four.
Turn-by-turn instructions
Role-specific intelligence connects emerging risk to evidence-backed recommendations.
Lagging → leading intelligence
Cybereum turns project data into forward-looking risk signals while intervention options remain.
Unify your project ecosystem
Integrate and align teams.
Cybereum connects schedules, milestones, contracts and decisions across every party in one governed project state.
Unified schedules
Connect master schedules, inter-company milestones and contractual obligations so changes propagate into one shared delivery picture.
Verifiable milestones
Tie milestones to evidence, approvals 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 explicit decision rights and follow-through.
Every party works from the same live model. Hover a stakeholder to see what flows in and what comes back.
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 traceable project state — without making blockchain the user experience.
It is designed to support selective disclosure, verifiable milestones and governed multi-party transactions.
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
Leadership Reilly Brown (product), Alex Azarh (architecture and AI) and Christopher Stelter (marketing and sales).
Advisory board Five strategic advisors across government and aerospace, construction-industry technology, business strategy, enterprise sales and major-program deployment.
Back the operating system for the build-out.
One schedule can establish the starting execution model. As more controls are connected, that model can expand across cost, risk, contracts, decisions and accountable action. Over time, AI can increasingly create and adapt 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 and corrective action.
03 · HorizonExecution network
Owners, EPCs, suppliers, financiers and agents can coordinate against the same governed project state. Multi-sided platform economics can emerge as participation broadens.
See Cybereum live
See the operating model in action.
Watch Cybereum turn a real schedule into connected project state, expose hidden risk and rank traceable actions to protect milestones.