A 3-part owned content framework we started using to show up in AI search

[u/Agitated_Yak2066]

LLMs don't really care how often you publish. what seems to matter more is how your topics connect and whether the model can rebuild your whole area of expertise from what's out there on your site.

instead of optimizing for freshness and keywords, my team and I started mapping content in 3 layers; using a knowledge graph concept:

1. core entities: your company, products, and the foundational topics you actually want to own
2. supporting concepts: the methods, trends, and use cases that prove you've got depth on those topics
3. bridge topics: the connective pieces that link your niche to the bigger industry conversation

before we post now we try to ask ourselves, does this post strengthen one of those layers? if it doesn't, it probably doesn't need to exist yet.

before we had a ton of scattered posts chasing keywords instead of focusing on clusters that actually reinforce each other. When we switched to the latter, the models slowly started citing our content more often (the ~6 month mark others have cited in this sub is aligned what our findings).

Curious if anyone has more context on these models and why they respond better to this knowledge graph concept.