AI-generated visibility summary
AI visibility summary for Guangming Bio
Guangming Bio registers a 22.2% mention rate and 11.1% citation rate across three engines and three prompts, yielding an overall score of 19.0. Performance is uneven by engine: ChatGPT is the strongest, with 33.3% mention and 33.3% citation rates and a score of 29.9. Google AI Overview matches the 33.3% mention rate but cites the brand in none of its answers, scoring 20.0. Google Search is the weakest, with zero mentions and zero citations and a score of 0.0. Competitor pressure is substantial. Aviagen (63.5), Hubbard (61.6), Cobb (40.6) and Cobbgenetics (29.5) all outscore Guangming Bio; Aviagen and Hubbard each reach 66.7% mention rates. The citation gap is pronounced: Guangming Bio records 5 citations against 23 for cobbgenetics.com, 19 for hubbardbreeders.com and 18 for usda.gov, and its domain does not appear among the leading cited domains. The brand is mentioned in only two of the nine answers and cited in one. A practical implication is that the single citation, tied to the discovery prompt estimated at 720 searches, represents the brand's only demonstrated foothold in AI answers, while the how-to and comparison prompts produced neither mentions nor citations.
Prompt search volumes in this report are AI estimates, not measured keyword data.
