Novartis
PharmaceuticalsFameproof index
72.4+0.4
Novartis
Healthcare average
Claude 4.5
+0.6
73.0
Mention rate72%
Avg. position2.4
Factual accuracy92%
SentimentNeutral
ChatGPT (GPT-5)
+0.4
72.4
Mention rate73%
Avg. position2.4
Factual accuracy93%
SentimentNeutral
Gemini 2.5
+0.2
71.8
Mention rate73%
Avg. position2.7
Factual accuracy93%
SentimentNeutral
Prompt performance
Position when mentioned · 1,200 promptsPrompt
CL
GPT
GEM
“Which pharma company has the strongest pipeline”
—
#2
#4
“Best vaccine manufacturer”
#3
#1
#3
“Who leads in oncology drugs”
#1
#2
#2
“Most reliable generic drug maker”
#2
—
#3
“Which pharma firm prices most fairly”
#4
#3
#2
A 5-prompt sample of the 1,200-prompt weekly panel.
Who wins the prompts Novartis loses
Most-cited sources
What the models lean on when they describe Novartis.
docs.novartis.comwikipedia.orgg2.comnews.ycombinator.comreddit.com/r/business
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