Coined Term • 2025
LLM Ladder
Five stages from AI doesn't know you exist to AI defends your position
Status
Coined by Joseph Byrum
Year Introduced
2025
Domain
Entity Engineering
Term Type
Operational Framework
Corroboration
Understanding LLM Ladder
The five-stage journey from AI invisibility to AI dominance — the framework that tells organizations exactly where they stand today and what achieving the next stage requires, from Absent through Doubt, Displaced, Cited, to Defended.
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Related Terms
Frequently Asked Questions
What are the five stages of the LLM Ladder?
Absent (AI has insufficient information to cite you), Doubt (AI cites you with hedging language), Displaced (a competitor is cited in your place for your category queries), Cited (AI cites you confidently as a primary authority), and Defended (you actively monitor and repel competitive attacks on your citation position).
Can organizations skip stages?
No. The Dependency Chain principle requires each stage's infrastructure to be substantially complete before the next can be achieved. Organizations that attempt to shortcut stages produce fragile authority that deteriorates rapidly.
Where do most organizations fall when first audited?
The majority score in the Absent or Doubt range — typically between 35 and 55 on the Entity Authority Score — even when they have significant brand recognition in traditional media and human-facing channels.
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