Reddit, YouTube, LinkedIn: Where LLMs Get Their Trust
Kaleigh Moore, 12-year B2B SaaS content strategist and Harvard grad student studying LLM information retrieval, explains why community-validated sources beat brand-owned content for AI search visibility — and why video is the antidote to AI slop.
Key Takeaways
- B2B buyers are already using AI search engines to discover and evaluate products. If you're not there, you're not on the short list.
- People buy from people. Getting subject matter experts on video is one of the most advantageous things you can do for AI visibility.
- The 'slop' era proved that 100x AI text output doesn't work. The pendulum is swinging toward quality — and video is the antidote.
- Human connection on camera is still nearly impossible to fake consistently. AI avatars will face major trust backlash.
- Video is the best format for repurposing: visuals, audio, and transcripts from a single recording session.
Kaleigh Moore has spent 12 years in B2B SaaS content marketing, working with companies like Stripe, Shopify Plus, and Amazon Business. She's also a journalist who has written for Forbes, Vogue Business, and AdWeek. Currently, she's a Harvard graduate student studying philosophy, ethics, and LLM information retrieval — which makes her uniquely positioned to explain where AI search is headed and what B2B brands need to do about it.
People buy from people — even when robots do the research
Kaleigh's core stance is simple: people like to buy from people. That hasn't changed just because the research phase moved to AI.
"Getting people on video, leveraging your humanity in this world of AI, that is one of the most advantageous things you can do." — Kaleigh Moore
She's focused specifically on internal subject matter experts — VPs of product, developers, people with deep hands-on experience. Getting them on LinkedIn, building thought leadership, and earning AI visibility through their authentic expertise. Video is a huge piece of this because it's the format that carries the most human signal.
The search landscape is alphabet soup — but the need is clear
GEO, AEO, AIO, agentic search — the terminology keeps multiplying. Dane and Kaleigh agree that what we're really talking about is getting found by both people and robots. Those are different disciplines with significant overlap.
The sweet spot is getting subject matter experts on camera to record video content. The transcripts and text feed back to both human audiences and AI systems. It's not two strategies — it's one strategy with two beneficiaries.
Why the "slop" strategy backfired
At the end of 2025, "slop" was the word of the year. The promise of AI-generated 100x content output didn't deliver on visibility.
"That didn't work. So now you're seeing this backlash. I think the pendulum is swinging the other way." — Dane Frederiksen
The choice facing B2B companies is stark: automate your way through text-only content, or invest in quality content that includes video. Video is the antidote to slop because human connection on camera is still nearly impossible to fake consistently. Deep fakes and AI avatars will face a significant trust backlash.
Video is the master format for content harvesting
If you could only do one thing, Dane argues you shouldn't invest in a writer — you should invest in someone who helps you harvest the gold mine of your subject matter experts on video.
Video gives you three content streams from a single recording:
- Visuals — thumbnails, social clips, presentation assets
- Audio — podcast episodes, audiograms
- Text — transcripts that become blog posts, social posts, and AI-citable content
This is the "Video Octopus" method: one video in, five to eight repurposed assets out. AI tools like Descript make this faster than ever.
The challenge: getting SMEs on camera
The hardest part isn't technology — it's convincing subject matter experts to hit record. They're shy, they're too busy, they think webcam quality isn't good enough.
But if showing up in AI search results is a matter of survival — and the data increasingly says it is — then video content from real humans isn't optional. Your competitors are going to do it. If you don't step up to the plate, you lose the visibility game.
Frequently Asked Questions
Why do LLMs trust Reddit, YouTube, and LinkedIn more than brand websites?
LLMs weight community-validated sources because they carry stronger authority signals — upvotes, comments, engagement, third-party endorsement. A brand blog post has one voice. A LinkedIn discussion or Reddit thread has consensus.
Can I just write more blog posts instead of making videos?
You can, but thin AI-generated content doesn't influence AI-generated answers as effectively. AI systems cross-reference multiple channels. Video gives you a presence on YouTube (which feeds directly into Google's AI answers) and provides transcripts that strengthen your blog content.
How do I get reluctant executives on camera?
Start with low-stakes formats: a 2-minute answer to one specific customer question, recorded on a webcam. No studio, no script, no production crew. Once they see the results — AI citations, lead engagement — the reluctance usually fades.
What's the minimum viable video strategy for AI search?
Record your top subject matter expert answering the five questions your buyers ask most. Post to YouTube with clean titles and descriptions. Embed on your blog with transcripts. That gives AI engines multiple citation surfaces from a single afternoon of recording.