What LLMs cite
How to avoid costly strategic errors in the CPG market
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Claude, Gemini, Perplexity, and ChatGPT. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
McKinsey & Company
Leads across all key metrics
AI engines mentioning
3 of 4
McKinsey & Company appears in 3 of 4 AI engines
#1 recommendations
2
McKinsey & Company was the #1 recommendation twice.
AI answer share
75%
McKinsey & Company appears in 75% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | McKinsey & Company Claim your company | 3 of 4 | 2 | 75% |
| 2 | Coca-Cola Claim | 1 of 4 | 1 | 25% |
| 3 | Procter & Gamble Claim | 1 of 4 | 1 | 25% |
| 4 | Boston Consulting Group (BCG) Claim | 2 of 4 | 0 | 50% |
| 5 | Nielsen IQ Claim | 1 of 4 | 0 | 25% |
| 6 | Power Digital Claim | 1 of 4 | 0 | 25% |
| 7 | Unilever Claim | 1 of 4 | 0 | 25% |
| 8 | Bain & Company Claim | 1 of 4 | 0 | 25% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. Procter & Gamble
- 2. Unilever
- 3. Nestlé
- 4. The Coca-Cola Company
- 5. PepsiCo
- 6. Kraft Heinz
+5 more in this answer
Gemini
+5 more in this answer
Perplexity
- 1. Coca-Cola
- 2. Power Digital
- 3. Hangar12
- 4. Cognizant
- 5. McKinsey & Company
- 20. Clarity CPG
Claude
- 1. McKinsey & Company
- 2. Nielsen IQ
- 3. Bain & Company
- 4. Kantar
- 5. Boston Consulting Group (BCG)
- 6. IRI (Circana)
+5 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- hangar-12.com 7 CPG New Product Mistakes and How to Avoid Them
- powerdigitalmarketing.com 10 CPG Marketing Mistakes to Avoid - Power Digital
- accenture.com Accenture CPG Strategy & Technology
- bain.com Bain & Company Consumer Products Practice
- bcg.com BCG Consumer Products Strategy
- circana.com Circana (formerly IRI) CPG Analytics
- coca-colacompany.com The Coca-Cola Company
- cognizant.com 5 ways to protect CPG margins with a RGM strategy - Cognizant
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
McKinsey & Company currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
McKinsey & Company currently leads this conversation.
- #1
- #2 Coca-Cola 25%
- #3 Procter & Gamble 25%
- #4
- #5 Nielsen IQ 25%
- #6 Power Digital 25%
- #7 Unilever 25%
- #8 Bain & Company 25%
Get ahead of the competition
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 4 independent AI observations.
- Question tested
- How to avoid costly strategic errors in the CPG market
- Market
- United States
- AI engines
- Claude, Gemini, Perplexity, and ChatGPT
- Research date
- November 3, 2026