What LLMs cite
Best Natural CPG operations consultant
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Claude, Gemini, ChatGPT, and Perplexity. 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
2 of 4
McKinsey & Company appears in 2 of 4 AI engines
#1 recommendations
2
McKinsey & Company was the #1 recommendation twice.
AI answer share
50%
McKinsey & Company appears in 50% 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 | 2 of 4 | 2 | 50% |
| 2 | Kearney Claim | 2 of 4 | 1 | 50% |
| 3 | Presence Marketing Claim | 1 of 4 | 1 | 25% |
| 4 | Boston Consulting Group (BCG) Claim | 2 of 4 | 0 | 50% |
| 5 | SPINS Claim | 1 of 4 | 0 | 25% |
| 6 | McKinsey Claim | 1 of 4 | 0 | 25% |
| 7 | Accenture Claim | 3 of 4 | 0 | 75% |
| 8 | New Hope Network Claim | 1 of 4 | 0 | 25% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
+15 more in this answer
Gemini
- 1. McKinsey & Company
- 2. Boston Consulting Group (BCG)
- 3. Accenture
- 4. Deloitte
- 5. Clarkston Consulting
- 6. PwC
+7 more in this answer
Perplexity
+5 more in this answer
Claude
- 1. Presence Marketing
- 2. SPINS
- 3. New Hope Network
- 4. Naturally Boulder
- 5. Category Partners
- 6. Acosta Sales & Marketing
+15 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- casebasix.com Top CPG Consulting Firms - Experts in Consumer Strategy
- kearney.com A.T. Kearney
- lek.com LEK Consulting
- managementconsulted.com Top CPG Consulting Firms of 2026 - Management Consulted
- accenture.com Accenture
- acosta.com Acosta - CPG Sales & Operations Consulting
- alixpartners.com AlixPartners
- bain.com Bain & Company
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 Kearney 50%
- #3
- #4
- #5 SPINS 25%
- #6 McKinsey 25%
- #7 Accenture 75%
- #8 New Hope Network 25%
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
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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
- Best Natural CPG operations consultant
- Market
- United States
- AI engines
- Claude, Gemini, ChatGPT, and Perplexity
- Research date
- November 3, 2026