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Projects
Founder & CEO of Resonate AI Ltd., an AI-driven platform that assesses and improves corporate sustainability reporting, with NLP and retrieval-augmented generation pipelines applied at scale to corporate disclosures.
- Compliance and benchmarking applications across major reporting frameworks
- Analysis of large corpora of corporate sustainability reports (200,000+ reports; 15,000+ companies)
- Partnerships including GRI, UN Global Compact, King's College London, KPMG, and FTSE 350 teams
Founder of KouLi, an AI-powered interview and communication training platform that combines real-time voice interaction with retrieval-augmented generation to deliver highly tailored, high-pressure practice environments.
- Multimodal analysis of user responses (text + audio) to assess clarity, structure, and delivery
- Dynamic interview generation using CV and job description grounding
- Real-time feedback on confidence, coherence, and answer quality using structured scoring models
- Applications across job interviews, executive communication, and public speaking training
Co-founder of x.Machina, a global AI governance intelligence platform designed to map, analyze, and interpret national AI strategies, regulatory frameworks, and policy instruments.
- Curated corpus of AI governance documents across jurisdictions, with structured metadata and version tracking
- Comparative analytics of national strategies, regulatory approaches, and policy diffusion
- Integrated “Ask AI” interface for querying governance trends, risks, and institutional design
- Bridging academic research and applied policy intelligence for governments, firms, and researchers
Co-lead of Carrots & Sticks, a global database of corporate sustainability policy, maintained with NLP and machine learning methods to track regulatory and voluntary instruments worldwide.
Parliament & consultation analytics
Scottish Parliament Academic Fellowship (2023–2024): development of machine learning tools to trace how public consultation responses feed into speeches, motions, and legislative scrutiny.
