[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Mozilla
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

69

Strong Presence

Avg Prompt Score

64

across 16 prompts

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
2 brand-level
Cited100%2/2
Share of voice100%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
6 brand-level
Cited100%6/6
Share of voice100%avg
Engine consensus—
Competitors1.2avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus—
Competitors1.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited75%3/4
Share of voice75%avg
Engine consensus—
Competitors1.3avg/cited
Sentiment—no data

Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.

Executive summary

Mozilla.org is highly likely to be cited by AI engines for “what is Firefox/Mozilla VPN” and “alternatives” style queries because it has strong third-party review authority (e.g., G2 and TrustRadius for Mozilla Firefox) and clear product positioning on its own site. The biggest citation risk is evaluation/conversion-style queries that require crawlable, structured product metadata (SoftwareApplication/FAQPage) and first-party comparison/pricing surfaces; the single highest-ROI fix is to ensure product pages (especially Firefox/VPN) have complete, crawlable structured data and evaluation-focused FAQ blocks.

Based on audit of mozilla.org · Jun 23, 2026

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