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Novartis

Novartis

Pharmaceuticals
Rank 67 of 186 · novartis.com · tracked weekly
Within pharmaceuticals
72.7
The market it competes in. Fair question, not comparable with other markets.
Fameproof index · healthcare
29.7−2.0
The wide pool every company on the board answers. This is what ranks.
Novartis Healthcare average
Claude
27.0
Mention rate17%
Prominence7%
Topic coverage75%
Consistency65%
Samples96/96
ChatGPT
20.0
Mention rate7%
Prominence2%
Topic coverage50%
Consistency80%
Samples96/96
Gemini
42.0
Mention rate40%
Prominence14%
Topic coverage100%
Consistency55%
Samples96/96

Prompt performance

Position when mentioned · grouped by stage
Prompt
CL
GPT
GEM
Named first
OverviewWho the models name when asked about the field · named in 6 of 6
“Name 10 notable companies in pharmaceuticals.”
#4
#4
#4
Pfizer
“Which companies lead the pharmaceuticals market? List up to 10.”
#4
#7
#6
Pfizer
“Give a concise primer on the pharmaceuticals industry, naming no more than 10 companies.”
#3
named
#6
Pfizer
“Who are the main players in pharmaceuticals that someone new to the sector should know? Give 10 names.”
#4
#7
#6
Pfizer
“List 10 influential companies operating in pharmaceuticals today.”
#4
#5
#6
Pfizer
“Name a balanced set of 10 pharmaceuticals companies worth knowing about.”
#3
#4
#5
Locked
ReputationWho they credit with shaping it · named in 6 of 6
“Which companies have shaped pharmaceuticals over the last decade? List 10.”
#4
#8
#6
Locked
“Name 10 companies known for technical strength in pharmaceuticals.”
#2
#2
#3
Locked
“Which 10 companies in pharmaceuticals are most often cited as innovators?”
#2
#3
#3
Locked
“If explaining how the pharmaceuticals sector works, which 10 companies would you reference?”
#4
#5
#3
Locked
“Give 10 examples of pharmaceuticals companies with sustained relevance.”
#3
#4
#3
Locked
“Which 10 companies are most associated with quality in pharmaceuticals?”
#3
#2
#3
Locked
ShortlistWho they put in front of a buyer comparing options · named in 5 of 6
“Which pharmaceuticals providers should a buyer compare before deciding? Name 10.”
#3
—
#7
Locked
“What are the main alternatives available in pharmaceuticals? List 10.”
—
—
—
Locked
“Compare the leading options in pharmaceuticals, naming up to 10 companies.”
#4
named
#5
Locked
“Which 10 companies in pharmaceuticals would appear on a serious evaluation shortlist?”
#3
#6
#6
Locked
“Name 10 pharmaceuticals companies suitable for a mid-sized organisation.”
—
—
#6
Locked
“Which 10 pharmaceuticals vendors are worth requesting a quote from?”
—
—
#5
Locked
RecommendationWho they tell the reader to pick or follow · named in 6 of 6
“Recommend 10 companies in pharmaceuticals to follow.”
#3
#7
#4
Locked
“Build a starter list of 10 companies to know in pharmaceuticals.”
#4
#5
#6
Locked
“Suggest 10 pharmaceuticals companies for an industry briefing.”
#4
#6
#6
Locked
“Which 10 pharmaceuticals companies would you name in a sector overview for investors?”
#3
#6
#6
Locked
“Which 10 companies give a useful cross-section of pharmaceuticals today?”
#3
#7
#4
Locked
“Give a ranked list of 10 companies in pharmaceuticals for a general-interest reader.”
#4
#5
#6
Locked
Who was named first on the other 19 prompts — and what each model said instead of Novartis — is in the audit. Unlock the full table
The full 24-prompt panel. “—” means the model did not name Novartis in that answer. “Named first” is the tracked entity placed highest across the models.

Head to head

Who the models name more often, side by side.

vs Eli Lillyvs Merckvs AstraZenecavs Pfizer

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What the models cite in healthcare

The pages the models lean on when they answer — and the ones naming a competitor instead of Novartis.

In the auditSee a worked example →

Ranked either side

Healthcare, nearest on the index.

38 Pfizer 55.7 39 CVS Health 53.7 49 Eli Lilly 44.3 50 Abbott 44.3 52 Merck 41.0 88 AstraZeneca 16.7
See all healthcare and pharmaceutical companies →

What the numbers say

Novartis scores 29.7 out of 100 on the Fameproof index, ranking 67 of 186 companies measured in the run of 26 October 2026. The index is the mean of the per-model scores below.

Visibility is uneven across models: Gemini scores it 42.0 while ChatGPT scores it 20.0, a gap of 22.0 points. A brand that is strong on one model and weak on another has a different problem from one that is mid-table everywhere.

Gemini names Novartis in 40% of answers and places it early enough to score 14% on prominence; ChatGPT names it in 7%.

Across the 24-prompt panel there are 4 prompts where at least one model does not name Novartis at all — those are the answers a competitor is winning instead, and the prompt table above shows which.

Measured inside pharmaceuticals rather than the wide healthcare pool, Novartis scores 72.7 — the fairer question for a buyer already shopping that market, though it cannot be compared across markets.

Questions about this score

What is Novartis's AI visibility score?

Novartis scores 29.7 out of 100 on the Fameproof index, ranked 67 of 186 companies, measured on 26 October 2026 across Claude and ChatGPT and Gemini.

Which AI model mentions Novartis most?

Gemini, at 42.0 out of 100, naming Novartis in 40% of the answers in its panel. The per-model breakdown is above.

How is Novartis's score measured?

With a panel of 24 category questions asked 4 times per model — never questions that name Novartis, because a prompt that names you guarantees a mention. The score combines how often it is named, how early in the answer, how much of the topic it covers, and how consistent the result is between repetitions. Full methodology.