LLMrefs vs Moz Pro: what AI actually recommends
The same buying questions, run after run, to ChatGPT, Claude, Gemini, and Perplexity: the record of which of these two they name first. No opinions, no scores we invented: what the models said.
AI currently favors LLMrefs. Ahead in 1 of 1 shared category on consensus rank.
That is the latest close, not a verdict for all time. The model-by-model board below shows where they agree, where they split, and how both brands moved.
At the latest close, LLMrefs leads 1 and Moz Pro leads 0 across the 1 category they both appear in.
Beyond this pairing, LLMrefs is ranked in 1 category; Moz Pro is ranked in 1 category. The board below is the shared slice, where the four models place these two side by side.
The record, category by category.
Consensus rank · latest close- #19LLMrefsNew entry at the last closespread 10PPLX#10
- #20Moz ProNew entry at the last closespread 10Gemini#10
On consensus rank, LLMrefs leads here, #19 to Moz Pro's #20. Every model that separates the two ranks LLMrefs ahead. LLMrefs is new to the board at this close.
What the models actually said.
The ranking is the answer; these are the words behind it. Every quote is from a recorded model answer — follow the category to read it whole.
LLMrefs
LLMrefs: Best low-cost dedicated AI visibility tracker for smaller businesses, giving focused monitoring of brand mentions in LLMs and AI search with lean, budget-conscious functionality.
Perplexity
Moz Pro
Moz Pro: Delivers solid traditional search monitoring while increasingly leveraging proprietary AI insights to help you understand the semantic landscape AI engines pull from.
Gemini
Where the models split.
Across the 1 category LLMrefs and Moz Pro share, the models line up cleanly in 0 and split in the 0 that remain.
Model by model, Perplexity is LLMrefs's strongest backer, placing it ahead in 1 of the 1; Gemini leans the other way, favoring Moz Pro in 1.
- ChatGPTsplit 0-0
- Claudesplit 0-0
- Geminifavors Moz Pro 1-0
- Perplexityfavors LLMrefs 1-0