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SEO tools

Lighthouse vs Rank Math

as AI assistants see them, week of 2026-10-12

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Lighthouse and Rank Math land in roughly the same spot when AI assistants talk SEO tools, with overall scores of 5 out of 100 each. Lighthouse is named in 6 of 75 answers, Rank Math in 5 of 75, and across 25 shared questions they're tied 18 times, with Lighthouse ahead on 4 and Rank Math ahead on 3. Lighthouse shows up most for "What are the best SEO tools?" (2 of 3 answers), while Rank Math's strongest showing is "What tool should I use to optimize blog posts so they rank?" (also 2 of 3). Both go unmentioned for Semrush alternatives, technical audits, rank tracking, and value-for-money questions.

Head to head

metricLighthouseRank Math
score55
questions won54

By assistant

Lighthouse

assistantscorenamed in, this weekusual spot, this week
ChatGPT10% of answers
Claude920% of answers#8.8
Gemininot sampled this week
Perplexity410% of answers#8.0

Rank Math

assistantscorenamed in, this weekusual spot, this week
ChatGPT10% of answers
Claude610% of answers#13.5
Gemininot sampled this week
Perplexity615% of answers#8.3

Where they differ

Only Lighthouse gets named for

  • What are the best SEO tools?
  • What are the best free or low-cost SEO tools?
  • What are the top SEO tools in 2026?
  • Which SEO tools have the most accurate data?

Only Rank Math gets named for

  • What tool should I use to optimize blog posts so they rank?
  • What SEO tools should a beginner start with?
  • What are the best SEO tools for a small business?

More comparisons

Not sold on either?

Scores count how often each assistant names a product, weighted by position. How the score works · Full SEO tools leaderboard