Our guest on Episode #81 of the TGG Podcast is Reed Shaffner, Chief Technology Officer at Teamworks.

Reed oversees the engineering, design, product and data science teams behind a platform used across professional and collegiate sport.

In this Episode, Reed told us where AI is genuinely working in football and where it isn't; warned about the security and privacy risks some clubs are underestimating; and explained how Teamworks Player ID is learning to identify how good a player will become, versus how good they look today.

SHOW NOTES =>

0:00: Introduction

1:39: Reed's role at Teamworks, and his route in through gaming and youth sport

3:17: What AI actually is — beyond the buzzword

5:42: How widely is AI being used in football?

6:45: Where it works well, and where it doesn't

7:25: Injury prediction — why the returns are still questionable

8:24: Hallucinations, and the two athletes who didn't exist

10:20: Case study: the NFL's Digital Athlete platform

11:28: Data quality, process and the role of human expertise

12:53: Privacy and security — what should never go into a model

14:12: It's not just medical data: contracts and schedules

14:43: The questions to ask any AI vendor

15:42: Data poisoning and the fabricated eye condition

17:32: Skills as a new attack vector — and what a skill is

18:49: Build or buy: what clubs are making themselves

19:41: Scout bias detection, and Kahneman on human bias

22:00: The rise of the 'head of AI' job title

22:50: Is US sport ahead of UK football?

23:27: Tracking data, and will AI mean fewer analysts?

25:26: AI inside the Teamworks products: from reactive to proactive

28:02: Player ID — what to do when metrics disagree

29:50: Predicting how good a player will become, not how good they are now

31:11: Bespoke clubs and individualised training

34:17: The future: cameras, youth football and undiscovered talent

36:04: Worries and fears: attackers, deepfakes and social engineering

38:01: Speaking at TGG Live '26 at Old Trafford

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