Track unlinked brand mentions for AI visibility
geo-brand-mentionsskillsetup L2★7,300
zubair-trabzada/geo-seo-claude ↗Causal-lift measurements
sentiment-analysis0pp vs no-skill baselinewith-skill 100% · baseline 100%
Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.
What it does
Scan unlinked brand mentions across AI-indexed platforms
Best for
When GEO audits show low citation rates and you need to understand brand authority signals across platforms where AI models train.
Inputs
- · brand name
- · platform list (YouTube/Reddit/Wikipedia)
- · query terms
Outputs
- · mention volume per platform
- · sentiment assessment
- · citation probability score
Requires
- · YouTube API
- · Reddit API
- · Wikipedia
- · LinkedIn search
Preconditions
- · Brand name defined
- · Platforms scoped
Failure modes
- · Misses mentions with brand misspellings
- · Doesn't weight platform importance equally
- · Can't distinguish positive vs negative sentiment
Trust signals
- · Ahrefs Dec 2025 study: brand mentions 3x stronger than backlinks for AI
- · Platform importance ranking (YouTube #1 at 0.737 correlation)