Episode notes
In this episode of the Leaders in Talent podcast, Adriaan Kolff sits down with John Keenan, Director of International Talent Acquisition at Gong, the revenue AI company, where he leads recruiting across EMEA and APAC from Dublin. He has spent nearly 20 years in TA, from agency recruiting to LinkedIn, Pluralsight and now Gong, and he is also an executive coach.
John's rule for AI in recruiting is to start with the pain point, not the tool. He walks through how he runs his week through Claude as an operating system, connectors and MCPs feeding a weekly-planning agent off a now.md file, why ATS data integrity now decides the quality of every insight, and the RAPID decision framework he uses to give hiring managers clear ownership. He and Adriaan get into the moment AI-generated content started irritating everyone, hiring for AI literacy, and where AI interviewers actually fit: useful for junior and volume screening, off the table for senior hiring.
Timecodes
01:09 Welcome and John's background
02:17 What Gong does: revenue AI, 1,400 people
03:14 Don't start with the technology, start with the pain points
05:17 Claude as an operating system: connectors, MCPs, a weekly agent
07:14 Building the planning agent and the human stack
09:05 Why ATS data integrity now decides everything
10:03 Rolling Claude out to the team: licenses, training, AI for coaches
12:34 The AI-generated proposal that irritated everyone
14:07 An agent for mid-year reviews from 1:1 recordings
15:39 AI literacy as a hiring signal
16:18 Fake and AI-polished candidates: is inbound a bottleneck?
18:03 The RAPID framework: clarity on who decides
20:07 AI for bias mitigation and interview consistency
22:03 Will AI interviewers replace recruiters?
24:54 The mobile-phone news clip, and what normalises
25:45 Making time to think and build with AI
27:04 Where to find John
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Connect with us on LinkedIn: https://www.linkedin.com/company/matchr/
Get in touch with us: https://www.matchr.io/who-we-are/contact/
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Connect with John Keenan: https://www.linkedin.com/in/johnkeenanlinkedin/
Connect with Adriaan Kolff: https://www.linkedin.com/in/adriaankolff/
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