AI-Human Research Institute

Advancing human and
organisational intelligence
in the age of AI.

We research how people, teams and organisations can combine human and artificial intelligence to build capability, improve decisions and create real value.

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Our question

What makes humans and AI systems capable of creating exceptional value together?

Our research brings together cognitive ergonomics, systems architecture, agentic orchestration and operational effectiveness. The goal is to turn technological uncertainty into empirical evidence and practical capability.

Enterprise Intelligence

How to eradicate corporate hallucinations and statistically validate synthetic data to simulate market scenarios without privacy risks.

Enterprise Operating Systems

How to safely map and migrate legacy system logic and design the hybrid infrastructure where AI integrates into operations.

Agentic Systems

How to build deterministic multi-agent ecosystems that execute complex flows with full idempotency and API fault tolerance.

AI-Native Operations

How to redesign end-to-end workflows built on Human-AI symbiosis, optimising token economics and local energy sovereignty.

Augmented Expertise

How senior lawyers, tax advisers and consultants interact with decision copilots, protecting human intuition and mitigating blind dependence.

Explore our research lines and evidence deliverables in detail

Scientific Output & Field Evidence

We publish data, methodologies and impact reports to share applied knowledge and give empirical evidence to our conclusions. We don't promote assumptions; we validate results in the field.

Whitepapers

Methodological Guides & Systems Architecture

In-depth frameworks on complex technological challenges, regulatory risk mitigation and implementing AI-native operations.

Coming soon

Evidence Reports & Benchmarks

Laboratory Data & Stress Testing

Quantitative performance results, error rates in agentic ecosystems and comparative analyses of AI-Human systems.

Coming soon

Case Studies

Impact Validation in Business

Real efficiency metrics, computational ROI and value generated in projects developed in consortium with our business partners.

Coming soon

Insight Briefs & Articles

Pragmatic Analysis & Thought Leadership

Quick reads on regulation (EU AI Act), model evolution, talent impact and organisational design.

Coming soon

Research programmes

Combined Cognitive Systems & Operational Resilience

We research how to design the native symbiosis between humans and artificial intelligence, expanding judgement, knowledge retention and collaboration safely and auditably.

This applied research translates into consortium programmes for the business ecosystem and public bodies, focused on optimising services, infrastructure efficiency and developing high-performance teams ready for AI-native operations.

Cognitive Ergonomics & Augmented Expertise

Applied research on how specialists in knowledge-intensive sectors (legal, financial, consulting) interact with decision copilots, protecting human intuition and eliminating blind dependence on the algorithm.

Corporate Governance & Risk Mitigation

Model validation protocols (Confidence Scoring) and hallucination shielding, ensuring full compliance with the EU AI Act, data sovereignty and security firewalls against external prompt manipulation.

Combined High-Performance Teams

Studying and designing organisational structures where multidisciplinary teams and autonomous agents collaborate seamlessly, accelerating execution cycles and eliminating workflow friction.

Sector Transition Programmes (B2B & Public)

Customised initiatives for productive industries, services and public bodies focused on real field challenges, from the Digital Archaeology of legacy systems to Edge AI infrastructure.

Evidence Protocols & Operational ROI

Quantitative assessment of the effects of computational autonomy in organisations: monitoring token economics, local energy efficiency and real impact on profit margins (order-to-cash).

Labs & cooperation models

Labs that turn questions into evidence.

The institute uses real problems as a field for research. We seek more than prototypes: we seek evidence about people, teams, systems and the value created.

Open R&D

Solving and validating critical business challenges

The ContextDesigned for manufacturing industries, services and B2B commerce. Partner organisations bring real business problems, define the success criteria and provide access to the operational context.

Research FocusDevelopment and testing of deterministic multi-agent systems, API failure audits, hallucination mitigation via corporate GraphRAG and Token Economics optimisation for drastic reductions in computational costs.

Evidence DeliveredIndependent algorithmic reliability reports, quantitative operational efficiency data and computational ROI calculations before industrial-scale rollout.

Public Administration

Territorial intelligence, operational efficiency and compliance

The ContextCustomised programmes for municipalities, intermunicipal communities (CIMs) and public bodies facing complex challenges in data management, citizen services and urban infrastructure.

Research FocusMultimodal decision-support systems integrating geospatial data, sensors and textual reports. Algorithmic auditing and shielding for strict compliance with the EU AI Act and data protection (GDPR).

Evidence DeliveredSafety validation in public data orchestration, service response-time efficiency metrics and transparent governance frameworks.

Augmented Intelligence Development

Engineering combined cognitive systems

The ContextLabs dedicated to architecting workflows where humans and artificial intelligence operate integrated as a single unit of intelligence.

Research FocusDevelopment of specialised copilots for knowledge-intensive professions (lawyers, tax advisors and senior consultants). Research focused on Confidence Scoring — visual metrics of the model's factual certainty — to ensure decision-making safety.

Evidence DeliveredAutonomy validation protocols, cognitive stress tests and metrics for mitigating the risk of blind dependence or erosion of senior human capabilities.

Research Labs

Cutting-edge studies on the future of work and legacy systems

The ContextIn-house research lines developed by the institute and its international partner network (Portugal, Miami and Abu Dhabi) on the macro impact of AI in organisations.

Research FocusWork at the forefront of Digital Archaeology — the safe mapping and migration of business logic locked in decades-old legacy systems — and enabling Energy Sovereignty (Edge AI) by distilling models to run locally on offline industrial hardware.

Evidence DeliveredMethodological whitepapers, public scientific datasets and aggregated benchmarking reports on talent, capability and organisational design.

International ecosystem · in development

Portugal as a research and talent base, connected to global markets.

Portugal

Research · Talent · Engineering

Universities, polytechnics, companies and public entities as a base for talent, applied research and Labs.

Miami

Market validation · Americas

Connections to markets, partners and commercial validation in the United States and Latin America.

Abu Dhabi

Startups · Capital · Scale

Access to founders, partners, investors and acceleration programmes.

Manila

Talent at Scale · Southeast Asia

Access to one of the world's largest digital talent and services communities, a gateway to Southeast Asian markets.

Research outputs

Scientific Output & Field Evidence

Knowledge that can be challenged, reused and applied. We don't promote assumptions; we validate results in the field. We publish data, methodologies and impact reports to share applied knowledge and give empirical evidence to our conclusions.