Objective
GRAIL addresses Europe’s need for trustworthy, sovereign GenAI in robotics, lowering adoption barriers in manufacturing while respecting AI Act, GDPR, and NIS2. It strengthens technological sovereignty and competitiveness while tackling the robotics data gap: existing sources (teleoperation, egocentric video, simulation) cover only a fraction of the data needed for robust foundation models. Unlike in text and vision, robot data cannot simply be scaled: collection is slow, costly, and infeasible at trillion-scale. Bridging this gap requires modularity, knowledge reuse, and targeted data generation rather than brute-force collection.
Monolithic approaches are data-inefficient, struggle with explainability and fail to cope with industrial complexity. GRAIL is an agentic integrated architecture where modularity and integration reinforce each other. Specialised agents address planning, grounding, and control, while integration ensures collaboration over a common latent substrate. Human centricity is ensured by decoding agent behaviour into rationales understandable by workers, allowing them to follow, trust, and intervene through HITL&HOTL mechanisms. This enables continuous learning, cross-embodiment skill reuse (collaborative and industrial arms, humanoids), and distillation for deployment on edge devices. Predictive world models, deterministic fallbacks, and runtime safeguards ensure robots reason, adapt, and act safely under physical constraints.
Impact is driven by 10 industrial partners and 5 use cases (automotive, aerospace, intralogistics, steel, electronics), validated on 10+ robots. GRAIL scales through 40+ FSTP projects and 4 Test Hubs, supported by EuroHPC and national HPC, with model compression and federated learning reinforcing efficiency and sustainability. It delivers verifiable competence, safeguards trust through risk monitors, cyber testing, and ethical governance, and ensures interoperability through AIoD, balancing open access and EU sovereignty.
Fields of science (EuroSciVoc)
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
CORDIS classifies projects with EuroSciVoc, a multilingual taxonomy of fields of science, through a semi-automatic process based on NLP techniques. See: The European Science Vocabulary.
- engineering and technology chemical engineering separation technologies distillation
- engineering and technology electrical engineering, electronic engineering, information engineering electronic engineering robotics
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Keywords
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Programme(s)
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
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HORIZON.2.4 - Digital, Industry and Space
MAIN PROGRAMME
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HORIZON.2.4.2 - Key Digital Technologies
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HORIZON.2.4.5 - Artificial Intelligence and Robotics
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Topic(s)
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Funding Scheme
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
HORIZON-RIA - HORIZON Research and Innovation Actions
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Call for proposal
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
(opens in new window) HORIZON-CL4-2025-03
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Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
08290 Cerdanyola Del Valles (Barcelona)
Spain
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Participants (18)
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SW7 2AZ London
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51147 KOLN
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2628 CN Delft
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64289 Darmstadt
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8092 Zuerich
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90461 NUREMBERG
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570 01 THERMI THESSALONIKI
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265 04 RIO PATRAS
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Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
36410 Porrino
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69115 HEIDELBERG
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The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.
Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
08034 BARCELONA
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3001 Leuven
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20014 SAN SEBASTIAN
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The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed.
The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.
Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
10095 GRUGLIASCO TO
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82205 GILCHING
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02-676 WARSZAWA
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Legal entity other than a subcontractor which is affiliated or legally linked to a participant. The entity carries out work under the conditions laid down in the Grant Agreement, supplies goods or provides services for the action, but did not sign the Grant Agreement. A third party abides by the rules applicable to its related participant under the Grant Agreement with regard to eligibility of costs and control of expenditure.
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28045 MADRID
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The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed.
The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.
Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
70176 Stuttgart
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The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.