Knowledge aWareness for emerging capabilities and risks in GPAI

Understand. Anticipate. Govern. The KnoWare Way.

About the project

KnoWare develops a prefiguration methodology and an open-access suite of tools to detect emerging capabilities and systemic risks in General-Purpose AI (GPAI) systems before they fully manifest. Grounded in Vygotsky’s Zone of Proximal Development and Explainable AI (XAI), the project moves beyond static benchmarks to provide measurable precursors, capability roadmaps, and risk-mapping frameworks that directly support compliance with the EU AI Act and the GPAI Code of Practice.
Four real-world pilot use cases validate the approach across high-impact sectors: energy and commodity trading (UC1), pandemic early warning (UC2), maritime cybersecurity and critical infrastructure (UC3), and food fraud detection (UC4). Outcomes include eight (8) Key Exploitable Results (KERs) covering a capabilities roadmap, a prefiguration methodological framework, an open-source toolbox, a GPAI benchmark suite, impact assessment methodologies, and regulatory guidance, positioning KnoWare as a direct resource for the EU AI Office, regulators, GPAI providers, and auditors.

  • Status:

    Active from 01/05/2026

  • Funding Instrument:

    HORIZON EUROPE

  • Call:

    HORIZON-CL4-2025-04-DIGITAL-EMERGING-04

  • EC Funding:

    €3,999,862.50

  • Duration:

    2026–2029

  • Website:

    https://knoware-project.eu/

Our role

RAINNO leads Work Package 7 (Dissemination, Exploitation and Communication), driving the full lifecycle of KnoWare’s external engagement strategy. Our primary focus is on building a strong and recognisable identity for the KnoWare initiative, raising awareness of its research outputs among scientific, policy, and industry audiences, and coordinating an efficient communication and dissemination strategy across all 13 consortium partners.
Specifically, RAINNO leads three of WP7’s four tasks: T7.1 (Communication & Dissemination Planning), T7.2 (Dissemination to scientific, technical, and policy communities), and T7.3 (Exploitation, IPR Management & Sustainability Planning). This includes publishing results in high-impact venues, organising events and webinars, managing the project’s website and five social media channels, and developing a go-to-market strategy for the successful uptake of KnoWare’s open-source tools and methodological frameworks.
RAINNO also drives the exploitation strategy: compiling the KER inventory, mapping IP landscapes, identifying commercial and non-commercial exploitation routes, and developing sustainability and business models for core assets beyond the project’s lifespan. An IPR Core Team and two consortium-wide IPR workshops (M12, M24) ensure alignment with FAIR principles and EU open science obligations.

KnoWare in numbers

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from 7 countries + Canada

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Key Exploitable Results (KERs)

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real-world pilot use cases (energy, health, maritime, food)

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Policy Contributions

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Workshops/Webinars/Trainings

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open-access publications