What LLMs cite
Cost of specialized CPG consulting for early-stage brands ROI analysis
From recent prompt runs · United States · Updated October 31, 2026
GEOGrow tested this high-intent customer question across Gemini, ChatGPT, Perplexity, and Claude. 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 October 31, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | McKinsey & Company Claim your company | 2 of 4 | 2 | 50% |
| 2 | Acosta Group Claim | 1 of 4 | 1 | 25% |
| 3 | Bain & Company Claim | 2 of 4 | 0 | 50% |
| 4 | Boston Consulting Group (BCG) Claim | 1 of 4 | 0 | 25% |
| 5 | L.E.K. Consulting (CPG Practice) Claim | 1 of 4 | 0 | 25% |
| 6 | Boston Consulting Group (CPG Practice) Claim | 1 of 4 | 0 | 25% |
| 7 | Emerge Commerce / Emerge CPG Claim | 1 of 4 | 0 | 25% |
| 8 | Deloitte Claim | 2 of 4 | 0 | 50% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. McKinsey & Company
- 2. Bain & Company
- 3. Boston Consulting Group (CPG Practice)
- 4. Accenture
- 5. Deloitte
- 7. EY (Ernst & Young)
+4 more in this answer
Gemini
- 20. Clarity CPG
Perplexity
- 1. McKinsey & Company
- 2. Boston Consulting Group (BCG)
- 3. Bain & Company
- 4. Deloitte
- 5. Kearney
- 7. NetSuite
+4 more in this answer
Claude
- 1. Acosta Group
- 2. L.E.K. Consulting (CPG Practice)
- 3. Emerge Commerce / Emerge CPG
- 4. Catapult Commercialization Services
- 5. Praxis Consulting (CPG)
- 6. Whipstitch Capital
+5 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- hackingthecaseinterview.com Top CPG Consulting Firms: Complete Guide (2026)
- netsuite.com Conducting CPG Market Research: A Guide for 2026
- accenture.com Consumer Goods & Services
- acosta.com Acosta Group - CPG Sales & Marketing Agency
- arc4.com SEO Pricing in 2026: What SEO Really Costs - Arc4
- bain.com Consumer Products Consulting
- bcg.com Consumer Products Consulting
- bedfordconsulting.com The value of a dynamic 'Cost to Serve' model for a CPG ...
Related questions
See how this market performs for the questions customers are asking AI.
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- What are alternatives to leading AI consulting companies? Accenture
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- Best AI marketing consulting for wine associations to achieve competitive advantage in AI search Weinheimer Group
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Markets move fast once AI patterns set in.
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 Acosta Group 25%
- #3 Bain & Company 50%
- #4
- #5
- #6
- #7
- #8 Deloitte 50%
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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
- Cost of specialized CPG consulting for early-stage brands ROI analysis
- Market
- United States
- AI engines
- Gemini, ChatGPT, Perplexity, and Claude
- Research date
- October 31, 2026