Integrating AI-driven monitoring, trust, and coherence into urban mobility ā improving KPIs, enhancing reliability, and transforming mobility data into verifiable Smart-City intelligence.
European transport authorities must comply with a rapidly expanding set of regulations ā including AFIR, TEN-T, the EU Taxonomy, DNSH, and CSRD.
Yet these frameworks often overlap or contradict each other, making alignment difficult and time-consuming.
The absence of data interoperability between operators, regions, and platforms further amplifies these challenges, leading to fragmented reporting, inconsistent KPIs, and limited traceability.
As a result, cities and mobility agencies struggle to ensure reliability, transparency, and policy coherence across complex transport ecosystems.
MobAIā¢ (Mobility Artificial Intelligence) is a trustworthy AI system designed to ensure coherence, reliability, and accountability across public transport operations.
It translates complex regulatory frameworks ā such as AFIR, TEN-T, EU Taxonomy, DNSH, and CSRD ā into machine-readable logic that continuously aligns operational data with compliance requirements.
By integrating real-time mobility datasets, regulatory intelligence, and explainable AI, MobAIā¢ enables transport authorities and operators to monitor, predict, and justify performance with full traceability and interoperability across systems.
1ļøā£ Regulation Encoding
EU and national transport frameworks ā AFIR, TEN-T, DNSH, CSRD ā are transformed into structured, machine-readable rules using the Coherence Engine logic.
2ļøā£ Data Ingestion & Interoperability Layer
MobAIā¢ integrates real-time datasets (GTFS, IoT sensors, maintenance logs, passenger flows) into a unified mobility ontology ensuring interoperability between systems, operators, and authorities.
3ļøā£ AI Reasoning & Performance Analytics
Through predictive and explainable AI models, MobAIā¢ identifies risks of non-compliance, anticipates service disruptions, and correlates operational anomalies with regulatory indicators.
4ļøā£ Coherence & Compliance Dashboard
Outputs are displayed through an interactive interface showing reliability, accessibility, emissions, and CSRD-aligned KPIs ā providing authorities with verifiable evidence of performance.
5ļøā£ Continuous Learning Loop
Each cycle refines model accuracy and regulatory mappings, enabling adaptive governance that evolves alongside new EU or local mandates.
MobAIā¢ is designed for urban and regional mobility ecosystems seeking to unify operational performance, regulatory compliance, and sustainability.
It can be implemented across public transport authorities, mobility operators, and Smart City platforms, supporting interoperability between buses, metros, trams, and shared-mobility services.
Thanks to its modular architecture, MobAIā¢ adapts to different contexts ā from European metropolitan networks under CSRD and AFIR obligations to developing regions seeking verifiable mobility governance.
MobAIā¢ invites collaboration with institutions and innovators advancing trustworthy, coherent, and data-driven mobility governance.
We engage with:
Anchored in the EU AI Act, CSRD, and Sustainable Mobility Policy Framework, MobAIā¢ positions itself as a key enabler of verifiable, human-aligned mobility intelligence.
Uses real-time data from GTFS, IoT sensors, and operational logs to forecast headway variance, service delays, and disruption risks.
MobAIā¢ transforms monitoring from reactive control to proactive, explainable reliability management.
Encodes EU and national mobility regulations ā AFIR, TEN-T, CSRD, DNSH ā into actionable machine logic.
Automatically checks alignment, flags contradictions, and ensures continuous compliance traceability.
Integrates transparency and accountability in every decision loop.
All predictions and alerts are accompanied by justifications consistent with EU AI Act and ISO 42001 principles of trustworthy AI.
Connects multiple data sources and operator systems into a unified, verifiable interface.
Generates visual dashboards that align KPIs with EU Taxonomy and CSRD metricsāproviding audit-ready evidence of service and sustainability performance.
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Before a policy, investment, or corporate initiative advances to budget committees, boards, or parliaments, it must answer five core questions and one transversal test:
Core Principles:
Transversal Test:
If a proposal fails any core principle test, it is deemed incoherent and cannot proceed. If a proposal passes all five principles individually but violates Balance (e.g., "we're improving worker Wealth but destroying ecological Balance"), it is also rejected as incoherent. This is not a veto; it is a filter. Proposals that pass MAPāsatisfying all five principles in balanceāadvance to the normal governance cycle with ethics already embedded, reducing downstream contradictions.
Where MAP is Used:
AIG recognizes that the Higher Objectives cannot be achieved by any one actor alone, and that Balanceāthe principle ensuring no one objective dominatesārequires all stakeholders to be present in decision-making:
Without all five voices at the table, Balance is impossible. One principle will inevitably dominate.
AIG embeds this interdependence into governance structures:
Where AIG is Used:
CIF uses data integration and algorithmic analysis to detect these Balance violations early, before they accumulate into systemic failures.
Three Layers of Monitoring:
1. Principle-Specific Signals
2. Balance-Violation Detection
3. Early Warning System
Data Sources:
Human Oversight: CIF is not autonomous. Algorithms detect divergences and principle conflicts; humans interpret context and decide action. This preserves accountability while enabling scale and speed.
Where CIF is Used:
Four Components:
1. Scenario Testing for Balance
2. Citizen Review Panels for Balance
3. Balance Tipping Point Monitoring
Certain breaches of Balance trigger automatic policy review:
When crossed, governance pauses and reassesses, rather than continuing on autopilot
2. Iterative Refinement for Balance
Rather than 5-year policy cycles, AES embeds 6-month reflection cycles where evidence is reviewed:
Where AES is Used:
Life is the most fundamental principle. It encompasses:
Without life, all other goods are impossible. Future generations cannot be secured if people are starving today. Resources cannot be justly distributed if communities are dying of preventable disease. Knowledge cannot flourish if people are consumed by survival anxiety. Moral freedom cannot exist if people live in fear.
This principle appears across human civilizations. Indigenous traditions prioritize "seven generations" of human and ecological survival. Christian theology affirms the sanctity of life. Jewish law protects the vulnerable. Secular human rights frameworks place life and health at the foundation of dignity. Islamic jurisprudence recognizes that in cases of existential threat, survival takes priorityābut this principle has a universal lesson: life is so fundamental that ordinary governance must never make survival exceptional. It is the baseline condition for everything else.
Life without Balance collapses into ecological crisis. A policy that improves public health while destroying ecosystems violates Balance because it undermines the future Life of coming generations. A corporation that increases worker safety (Life) while poisoning the local water supply (Balance violation) has failed the test.
Progeny extends beyond children to future generations and the conditions that make flourishing possible. It encompasses:
Progeny is the principle of time itself. It asks: What are we building that will last? What are we leaving behind? A society that maximizes present consumption at the cost of future instability has chosen convenience over justice. Progeny rejects this bargain.
This is why every enduring civilization has emphasized intergenerational responsibility. Indigenous cultures institutionalize the "seventh generation principle"ādecisions must be evaluated by their impact on descendants seven generations forward. Religious traditions across the world teach stewardship and custodianship of resources for those to come. Modern climate science quantifies exactly what this principle demands: we must live within planetary boundaries so future humans have a habitable world.
Progeny without Balance leads to unsustainable extraction. A policy that educates children while poisoning their future environment violates Balance. A corporation that invests in worker development while depleting the ecological commons has failed the test. Progeny demands that we secure future generations without sacrificing their Life or Balance.
Intellect is the capacity for reason, understanding, and the pursuit of truth. It encompasses:
Intellect is what enables humans to understand reality and make free, informed choices. Without it, people cannot consent to governance; they can only be controlled. Without it, communities cannot solve problems or adapt to change. Without it, societies stagnate.
Every human civilization has recognized that the capacity to think, question, and learn is indispensable. Plato placed reason at the center of justice. Confucian philosophy makes education foundational to social order. Indigenous traditions pass knowledge across generations through teaching and dialogue. Modern democracies depend on educated citizens who can evaluate evidence and hold power accountable.
Intellect without Balance becomes destructive. A technology that advances knowledge while enabling surveillance and manipulation violates Balance. A corporation that invests in R&D while suppressing worker voice or manipulating consumer information has failed the test. Intellect must serve all five principles, not dominate them.
Conscience is the capacity to hold and act on moral convictions, including but not limited to religious belief. It encompasses:
Conscience is the seat of human dignity. It is what allows people to say "no" to unjust commands, to stand with the oppressed even when alone, to maintain moral integrity under pressure. Without Conscience, people are mere instruments of authority. Without Conscience, communities cannot have genuine moral conversationāthey can only enforce conformity.
This principle appears in every enduring civilization and ethical tradition. Freedom of belief is a universal human right recognized across cultures. The capacity to witness injustice and speak truth is protected in legal traditions worldwide. Philosophers from different eras and places recognize that moral autonomyāthe right to follow one's conscienceāis foundational to human dignity.
Conscience without Balance becomes coercive. A society that honors religious conscience while suppressing critical dissent violates Balance. A corporation that respects worker beliefs while ignoring their economic needs has failed the test. Conscience must be universalāextended equally to those we agree with and those we don't. And critically, Conscience must protect the right to question and challenge, not just to believe privately.
Wealth is not mere accumulation but stewardshipāresources held in trust and circulated justly. It encompasses:
Wealth is the material condition for human flourishing. Without resources, people cannot survive, educate children, pursue knowledge, or maintain dignity. But wealth pursued without justice corrodes everything else. Inequality breeds resentment and instability. Exploitation generates poverty and desperation. Resource extraction without regeneration destroys the future.
Every human society has recognized that resources must be circulated justly for communities to endure. Indigenous cultures developed sophisticated commons management systems that sustained communities across centuries. Religious traditions teach that wealth is not personal possession but stewardship. Modern economics recognizes that fair distribution, rule of law, and worker protection are essential to stable markets. Environmental science shows that resources are finite and must be regenerated.
Wealth without Balance becomes exploitation. A corporation that accumulates profit while destroying ecosystems (Balance violation) or underpaying workers (Wealth unjustly distributed) has failed the test. Wealth must be circulated fairly, used sustainably, and never at the cost of Life, Progeny, Conscience, or Intellect.
Balance is not a sixth principle to be "protected" like the others. Rather, it is a cross-cutting, transversal principle that orchestrates the five core principles, ensuring they remain in harmony and never contradict each other. (The term al-mÄ«zÄn from Islamic jurisprudence names this principle, reflecting its deep grounding in Islamic legal thought, but the principle itself is recognized across philosophical and natural systems worldwide.)
Where the five core principles define what must be protected, Balance defines how they must be held together.
Across Life and Progeny: Balance ensures that securing immediate survival doesn't undermine future generations' capacity to survive. A famine relief program that protects Life now must not deplete resources that Progeny requires.
Across Life and Wealth: Balance ensures that creating prosperity doesn't exploit vulnerable people and strip them of the conditions for survival. Growth that improves Wealth while destroying workers' Life violates Balance.
Across Intellect and Conscience: Balance ensures that advancing knowledge doesn't suppress freedom of belief, and that protecting belief doesn't suppress critical inquiry. Scientific freedom and religious freedom must coexist, not dominate each other.
Across Wealth and Progeny: Balance ensures that accumulating resources now doesn't load unsustainable debt onto future generations, and that investment in the future doesn't create poverty today.
Across all five simultaneously: Balance asks the fundamental question: Are we advancing all five principles together, or is one being sacrificed for others?
Balance reveals itself most clearly in complexityāwhen multiple goods are in tension:
In each case, Balance is not compromiseāsplitting the difference between justice and injustice. Rather, Balance is coherence: designing governance so all five principles advance together.
Balance is not a human inventionāit is a pattern woven into creation itself. Physics, ecology, chemistry, social systemsāall operate according to equilibrium principles. Gravity balances objects. Ecosystems balance predator and prey. Water cycles move through atmosphere and ocean in proportion. Social systems that ignore balance collapse into conflict or dysfunction.
This pattern is recognized across civilizations: Chinese philosophy centers on yin-yang balance; Indigenous wisdom teaches harmony with natural cycles; Stoic philosophy emphasizes living in accordance with natural order; modern systems theory studies how balance maintains resilience. The principle is universal: transgress the balance and systems break.
Balance operates at every level:
Current Prototypes:
š¹ GLOBALIGN - Trade Readiness & Sustainable Export Intelligence
Status: Demonstrated
In Active Testing
Focus: 4R Frameworkā¢ for ESG-compliant export strategy Ready for: SME pilots, national trade promotion agencies
š¹ GREEN DELIGENCE - Sustainable Finance & Portfolio ESG Integration
Status: Demonstrated
In Active Testing
Focus: ESG automation across investment cycle (pre-investment ā reporting)
Ready for: Impact funds, DFIs, institutional investors ---
HOW THEY WORK TOGETHER
Research Integration: Exporters use Globalign (4R Frameworkā¢) ā Achieve PERIā¢ readiness certification ā Access Green Deligence-integrated financing ā Sustainable value chain enabled
Measures alignment across governance levels ā national, regional, and local.
Detects when local plans contradict higher-level strategies (e.g., zoning vs. climate targets).
Helps ensure top-down policies cascade coherently into territorial implementation.
Goes beyond compliance to evaluate cross-scale reinforcement.
Identifies where different levels of government pursue mutually supportive objectives ā creating synergies instead of duplication.
Quantifies how strategies converge toward shared sustainability outcomes.
Examines intersectoral consistency across themes such as housing, mobility, health, and environment.
Highlights conflicts between departmental or policy silos that share territory but not vocabulary.
Enables integrated planning and avoids contradictory investments.
Assesses the semantic and ethical quality of policy language.
Checks whether commitments are explicit, measurable, and aligned with SDG/ESG principles.
Bridges the gap between policy intention and implementation clarity.
Aligns short-, medium-, and long-term planning horizons.
Detects time gaps where a long-term climate goal conflicts with short-term infrastructure choices.
Ensures continuity across electoral and strategic cycles.
Evaluates how policy functions ā not just what it says.
Measures operational interdependence among programmes, budgets, and delivery mechanisms.
Provides a systems view linking resources, responsibilities, and results.
Ethigrality Alignment (85%) ā SDG Wiseās own Ethigrality score across six principles, confirming governance-by-design (fairness, transparency, accountability, intergenerational balance).
Interoperability (0.86) ā High compatibility with SDMX, GRI/CSRD mappings, OECD PCSD, and the MetaPolicy stack (PMC, CohAI/MGC, SIREPT, WiseParc).
TRL 6 ā Advanced prototype validated with representative datasets; ready for targeted pilots.
GreenDeligenceā¢ operates as a coherent ESG intelligence cycle, turning fragmented sustainability data and policies into a unified, verifiable governance process.
It embeds ESG reasoning at every step ā from defining institutional purpose to measuring portfolio impact.
The workflow begins by analyzing the institutionās mission, regulatory environment, and stakeholder commitments.
Using the Coherence Engine, GreenDeligenceā¢ generates or refines sustainability policies that are fully aligned with EU Taxonomy, CSRD, SFDR, and Ethigralityā¢ principles.
These policies are encoded into digital logic, forming the institutionās ESG governance DNA.
Output: A traceable, context-specific sustainability policy framework.
GreenDeligenceā¢ translates policy logic into operational tools and procedures.
It audits products, services, and internal activities against ESG standards and regulatory benchmarks, ensuring every process aligns with the institutionās sustainability commitments.
Detected gaps trigger corrective actions and internal improvement plans managed through a dedicated interface.
Output: Continuous ESG conformity across departments and business lines.
At the investment cycle stage, every project or deal passes through an Ethigralityā¢-based evaluation.
The system quantifies ethical and sustainability performance across the six preservation dimensions ā life, wealth, progeny, intellect, conscience, and balance ā ensuring that financial decisions create genuine societal and environmental value.
Output: Investment approval grounded in ethical and sustainable coherence.
All ESG and investment data flow into a portfolio-level intelligence layer, consolidating indicators from projects, clients, and departments.
The system generates real-time ESG dashboards, CSRD-compliant reports, and impact statements linked back to their originating policies and financial flows.
Output: Transparent, verifiable, and continuous sustainability reporting.
The cycle closes with a feedback mechanism that re-injects performance insights into the policy layer.
This ensures the institution evolves with regulatory changes, market dynamics, and stakeholder expectations ā maintaining ongoing coherence, accountability, and ethical integrity.
Output: A living ESG governance system that learns, adapts, and improves over time.
GreenDeligenceā¢ is designed as an interoperable intelligence layer, not a standalone system.
It integrates seamlessly with existing ESG, risk, compliance, and reporting environments through API connectors and data-mapping interfaces.
Integration Logic
Deployment Options
Outcome:
GreenDeligenceā¢ strengthens what institutions already use ā adding a layer of coherence, ethics, and traceability that turns existing ESG infrastructure into a living, auditable governance system.
SDG 2.0 upgrades traditional SDG monitoring into real-time governance intelligence.
It helps governments and agencies:
Powered by: SDG Wiseā¢, T-SOSā¢, MGCā¢
ESG 2.0 redefines sustainability governance by embedding ethics, coherence, and traceability into every financial and operational decision.
It moves beyond conventional ESG scoring toward a unified system where every policy, dataset, and investment can explain its purpose, alignment, and impact.
Powered by the Coherence Engine and grounded in Ethigralityās principles, ESG 2.0 ensures that:
ESG 2.0 transforms compliance into coherence, making sustainability auditable, explainable, and ethically governed across the entire economy.
EnergISOā¢ integrates ISO 50001 with ESG 2.0, GHG Protocol, and CSRD requirements. It transforms energy audits into real-time improvement plans, providing dynamic dashboards, predictive savings models, and ethical alignment checks through the Ethigralityā¢ logic core.
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