What LLMs cite
How to stop inefficient marketing budget allocation and improve campaign performance
From recent prompt runs · US · Updated October 25, 2026
GEOGrow tested this high-intent customer question across Gemini, Perplexity, and ChatGPT. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Custom In-house Development
Leads across all key metrics
AI engines mentioning
3 of 3
Custom In-house Development appears in 3 of 3 AI engines
#1 recommendations
3
Custom In-house Development was the #1 recommendation 3 times.
AI answer share
100%
Custom In-house Development appears in 100% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated October 25, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Custom In-house Development Claim your company | 3 of 3 | 3 | 100% |
| 2 | Agentio Claim | 3 of 3 | 0 | 100% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
Gemini
Perplexity
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- improvado.io Marketing Budget Allocation Guide: AI, ROI & Channel Mix
- thesmallbusinessexpo.com Marketing Budget Allocation Best Practices To Boost ROI
- cometly.com 9 Best Marketing Budget Optimization Platforms 2026 - Cometly
- workshopdigital.com Marketing Budget Allocation in 2026: What Smart Teams Are ...
- inventory-planner.com Marketing Budget Optimization - Inventory Planner
- meshpayments.com Tips for Managing Your Digital Marketing Budget
- online.hbs.edu How to Create a Digital Marketing Budget: 4 Considerations
- adsmurai.com 8 Tips for Strategic Budget Allocation in Digital Advertising
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Custom In-house Development currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Custom In-house Development currently leads this conversation.
- #1
- #2 Agentio 100%
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: 3 independent AI observations.
- Question tested
- How to stop inefficient marketing budget allocation and improve campaign performance
- Market
- US
- AI engines
- Gemini, Perplexity, and ChatGPT
- Research date
- October 25, 2026