LLM source data is shifting fast — and if you've been watching the studies, you might be wondering if your entire digital PR strategy needs a rethink.

Spoiler: it doesn't.

In this episode, Vince sits down with content and growth manager with Semrush, Amanda Milligan, (founder of Brand Authority Club, formerly of Fractl, Stacker, and iPull Rank) to break down what's actually happening with LLM citations, why the volatility shouldn't send you into panic mode, and what digital PR professionals should really be focused on right now.

Whether you're deep in digital PR or just trying to figure out how AI fits into your marketing strategy, this one is worth a listen.

⏰ Timestamps

0:00 – Intro

1:53 – The LLM sources study that sparked the panic

3:01 – Why you shouldn't overhaul your strategy

6:20 – The problem with chasing Reddit citations

9:20 – Why LLMs are giving PR people more buy-in for niche placements

12:42 – Knowledge base vs. retrieval layer explained

16:45 – Why brand mentions are finally winning the argument

21:22 – Start with brand messaging before anything else

28:25 – What "Citation Core" means for your niche

30:44 – The bigger opportunity for PR and social

🔗 Links and Resources mentioned:

• https://www.buzzstream.com/blog/llm-volatility-strategy-podcast/
• brandauthority.club
• https://backlinko.com/llm-sources
• https://www.linkedin.com/in/amandamilligan/
• https://www.buzzstream.com/listiq