Evidence Beats Claims.
Talent3X has been tested in real-world evaluation environments where work is executed, assessed, and translated into capability records.
Why Evidence Matters
People write CVs with AI.
Companies screen CVs with AI.
Both sides optimize claims.
Almost nobody evaluates evidence.
Talent3X changes that.
What We Tested
Talent3X was tested through pilots, real projects, and structured evaluations.
University Pilots
- Real student projects and contributions
- Structured evaluation by educators
- Capability visibility beyond grades
Structured Evaluation Framework
- Capability assessments based on defined criteria
- Evidence generated from completed work
- Consistency across evaluators and institutions
Research Validation
- Capability Intelligence framework
- Independent academic review
- Accepted for presentation at ICSDI 2026
What We Learned
Key findings from our pilots and research.
Finding 1
Organizations can easily see activity. They struggle to see capability.
Finding 2
Capability becomes visible when work is evaluated consistently.
Finding 3
Evidence creates far stronger signals than self-reported skills.
Finding 4
Real-world evaluation environments drive deeper learning and engagement.
Research Paper
Our research has been accepted for presentation at an international conference.
2026
Capability Intelligence: A Framework for Making Capability Visible in the AI Era
Accepted & Presented Paper
Accepted and presented at the International Conference on Sustainable Design and Innovation (ICSDI 2026) in Riyadh.
Tested in Real Evaluation Environments
Pilots conducted across multiple countries and educational settings.
United States
Pilot programs involving students and organizations.
United Kingdom
Cross-institution evaluation environments involving educators and learners.
Finland
University pilots using real projects and structured evaluations.