Proof of Usefulness Report

SFI Centre for Research Training in Artificial Intelligence

Analysis completed on 2/17/2026

+454
Proof of Usefulness Score
Industry Mainstay

The project represents a verified, significant academic initiative (SFI Centre for Research Training in AI) with substantial government funding (~€17M) and a consortium of five major Irish universities. While the underlying entity is of high value with a team of ~125 researchers/students, the submission quality is poor, featuring inaccurate claims (e.g., 'most people have used my product') and vague audience definitions ('everyone'). The score reflects the high intrinsic value and scale of the organization, heavily penalized for the low-quality, inaccurate response data provided in the specific fields.

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Score Breakdown

Real World Utility+212.5
Audience Reach Impact+40.0
Technical Innovation+52.5
Evidence Of Traction+75.0
Market Timing Relevance+90.0
Functional Completeness+7.5
Subtotal+477.5
Usefulness Multiplierx0.95
Final Score+454

Project Details

Project URL
Description
Artificial Intelligence (AI) plays a significant role in the world today. Its impact is transformational and it is disrupting society and industry alike. This centre aims to create an internationally connected and globally recognised centre of excellence for the training of postgraduate students and the up-skilling of industry-based staff in key technical topics in artificial intelligence. The initiative will provide training in areas related to ethics in artificial intelligence and data analytics. The ethical issues raised by autonomous AI systems, to be properly prepared for the AI-enabled world of today, students must exposed to a broad range of AI techniques; capable of viewing AI in the context of more complex software and hardware systems. The proposed Centre for Research Training (CRT) brings together supervisors working across the full spectrum of AI techniques from knowledge representation and reasoning, machine learning, data mining, computer vision, natural language processing, optimisation and decision-making, robotics, and autonomy. The centre will focus strongly on the development of AI solutions in domains such as smart buildings, mobility and transportation, autonomous vehicles, public service delivery, manufacturing, enterprise, cybersecurity, climate change and environment, agriculture, marine, food production, and natural resources. This centre is a joint initiative between University College Cork, Dublin City University, National University of Ireland Galway, Trinity College Dublin, and the University of Limerick. We offer fully-funded PhD scholarships inclusive od fees, a monthly stipend, and a budget for travel and training. We will produce 120 PhD graduates in the field of artificial intelligence in a world-class cohort-based model, working closely with industry and international academic partners. Every student taking part in the programme will spend a number of internships with industry partners or at international partner laboratories.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline