Impact for the company
Smart Syllabus gives AWTG a distinctive higher-education AI proposition: a platform built around pedagogy, governance and institutional trust rather than a generic AI assistant. It creates a reusable product foundation that can support course authoring, curriculum intelligence, AI tutoring, assessment support, analytics and academic quality assurance across different institutional contexts.
The KTP programme strengthens AWTG’s capability to design and commercialise education-specific AI systems that meet the expectations of universities, educators and learners. Institutional buyers need confidence that AI outputs are explainable, aligned with course design, respectful of academic control and capable of operating within governance and compliance requirements. Smart Syllabus directly supports that market need by positioning curriculum structure as the foundation for trustworthy AI. It also gives AWTG a stronger narrative for demonstrating value to partners: improved educator support, more personalised student learning and better institutional oversight. For AWTG, this creates a clearer product pathway, stronger differentiation in the EdTech market and a more credible basis for future pilots, partnerships and commercialisation in higher education.
Impact for the academic team
For the University of Glasgow academic team, Smart Syllabus provides a practical route for translating research expertise into a live educational technology context. The project connects constructive alignment, explainable AI, learning analytics, human-centred AI and adaptive pedagogy with the design of a real higher-education platform.
This creates a valuable testbed for exploring how AI can support academic judgement rather than replace it. Smart Syllabus allows the academic team to investigate how learning outcomes, assessment design, feedback, teaching intent and student progress can be represented in a structured and explainable way. It also supports research and impact opportunities around curriculum validation, responsible AI, formative assessment and personalised learning. Through the KTP, academic knowledge is being transferred into AWTG’s product thinking, while the University gains applied evidence on how AI can be embedded responsibly in teaching and learning. As the project progresses, this creates potential for ethics work, pilot evidence, academic dissemination and future research outputs.
Impact for the KTP Associate
The KTP Associate benefits from broad multidisciplinary development across AI, higher education, product strategy and knowledge transfer. The project has strengthened the Associate’s ability to work across technical, pedagogical and commercial boundaries, translating complex educational requirements into practical product direction for an AI-enabled learning platform.
Through Smart Syllabus, the Associate has developed expertise in curriculum intelligence, explainable AI, knowledge graph thinking, AI governance, adaptive learning and formative assessment. The work has also strengthened research capability, including a PhD direction focused on explainable AI for constructive alignment in higher education curricula. Beyond technical and research development, the Associate has gained experience operating between the University of Glasgow and AWTG, coordinating stakeholder expectations, shaping project governance, maintaining risk and decision records, and communicating complex ideas to multidisciplinary audiences. The role is therefore building not only specialist AI and EdTech knowledge, but also leadership, project management and strategic communication skills within a real academic-commercial innovation environment.