{"podcast":{"title":"A.I. In Football","slug":"a-i-in-football-6622013","podcast_index_feed_id":6622013,"rss_url":"https://feeds.captivate.fm/atc/","website_url":"https://elevatehcw.kit.com/49a42d011b","image_url":"https://artwork.captivate.fm/31790e8b-cacc-460c-9874-014683e11da8/AI-In-Football-Podcast-Art-Work-1-2.jpg","author":"Tom Butterfield & David Bromley","episode_count":162,"summary":"AI in Football: Recruitment Decisions, Done Properly is a practical podcast about how football clubs make better recruitment decisions in an AI world — without the hype. We don’t chase novelty tools. We focus on the thinking and structure that makes any tool useful: clear role briefs, behaviours over labels, constraints and trade-offs, repeatable shortlisting, and decision review that actually improves the process. Each episode gives you something you can use: - Role Definition Templates (behaviour-based, not position labels) - Question sets that lead to better shortlists - Meeting Structures that stop recruitment becoming a persuasion contest - Simple Ways to Stress-Test Decisions (“what would make this wrong?”) - How AI Fits Safely: drafting, checking, standardising outputs — never replacing judgement If you work in recruitment, scouting, analysis, coaching, or you’re aiming to, this show is for you. Clarity First. Tools Second.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/a-i-in-football-6622013"},"episode":{"title":"Ep51: The Club Operating Rhythm - Making The Model Outlast The Individual.","slug":"ep51-the-club-operating-rhythm-making-the-model-outlast-the-individual","published_at":"2026-03-29T08:00:00+00:00","page_url":"https://stenobird.com/podcast/a-i-in-football-6622013/ep51-the-club-operating-rhythm-making-the-model-outlast-the-individual","show_page_url":"https://stenobird.com/podcast/a-i-in-football-6622013","url":"https://atc.captivate.fm/episode/ep51-the-club-operating-rhythm-making-the-model-outlast-the-individual-","audio_url":"https://episodes.captivate.fm/episode/bf30fb67-2522-4456-b445-c29ffc0efa15.mp3","summary":"Join the Free Kickstart Challenge Summary This episode explores the importance of establishing a consistent and institutionalised recruitment process in football clubs. It covers the key documents, regular meeting rhythms, and strategies to ensure the process outlasts individual personnel changes. We explore the role of structured identity work, AI, and data-driven decision-making in football recruitment. David and Tom discuss how a clear, upstream process transforms recruitment practices, enhances decision defensibility, and integrates AI tools effectively. Key Topics The four key documents for recruitment: identity snapshot, role brief library, shortlist archive, target matrix The importance of a weekly recruitment rhythm and structured meetings Challenges in maintaining a continuous recruitment process during the season How to ensure process sustainability despite personnel changes The role of ownership and accountability in process maintenance The importance of current identity snapshot and role briefs Using AI to maintain document consistency and flag updates The impact of structured workflows on decision-making and club culture Useful Links Join the Free Kickstart Challenge Support The Show - Buy David and Tom a bag of peanut M&amp;M's. Instagram Youtube Channel","meta_description":"Join the Free Kickstart Challenge Summary This episode explores the importance of establishing a consistent and institutionalised recruitment process in f…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2688,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/a-i-in-football-6622013/episodes/ep51-the-club-operating-rhythm-making-the-model-outlast-the-individual/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/a-i-in-football-6622013/ep51-the-club-operating-rhythm-making-the-model-outlast-the-individual.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}