Query & Intent Intelligence
Identify the high-intent questions customers ask when choosing products, services or institutions.
Practice 01 — AI Visibility & AEO
Be the brand AI recommends.
And know exactly why.
BrandTribe benchmarks how AI systems surface, describe, cite and recommend your brand, diagnoses why competitors appear instead, and strengthens the evidence those systems rely on.
Prompt
“What are the best private universities in Delhi NCR?”
AI answer
Based on accreditation, research output and recent independent coverage, the leading private university is most consistently recommended, followed by two regional alternatives with thinner supporting evidence.
Brands surfaced
Evidence strength
What we measure
Six signals that decide whether AI recommends you.
Every signal is benchmarked against a fixed prompt set, engine set and competitive set, so change over time is comparable.
- AI Visibility
- Whether, and how often, the brand appears across a fixed set of tracked AI-generated answers.
- AI Share of Voice
- How much of the tracked answer space the brand occupies relative to its defined competitive set.
- Citation Authority
- How strongly the brand's appearances are supported by credible, independent sources rather than only its own website.
- Citation Rate
- The proportion of brand appearances that are supported by a citation.
- Competitive Position
- Where the brand appears relative to alternatives inside recommendation contexts, tracked as an average position.
- Brand Sentiment
- How AI systems describe, frame and contextualize the brand when it is mentioned.
Example brand profile
Illustrative consumer brand
- Engines tracked
- ChatGPT · Gemini · Perplexity · Google AI
- Benchmark window
- Rolling 30-day benchmark · 40 high-intent prompts
AI Visibility
62%
25 of 40 tracked prompts
How often the brand appears across tracked high-intent AI responses.
AI Share of Voice
31%
Against 4 tracked competitors
The brand's presence relative to its competitive set.
Citation Authority
Moderate
Owned sources over-represented
How strongly AI answers support the brand using credible external evidence.
Citation Rate
44%
11 of 25 appearances cited
The proportion of brand appearances supported by citations.
Competitive Position
#2.8
Average recommendation position
Where the brand appears relative to alternatives inside recommendation contexts.
Brand Sentiment
Positive
Framed on value, not premium quality
How AI systems describe, frame and contextualize the brand.
Competitive intelligence
See who AI recommends instead of you — and why.
BrandTribe compares your visibility, recommendation position and citation evidence against the brands competing for the same customer decision.
Competitive set · tracked benchmark
| Brand | AI Visibility | Share of Voice | Citation Rate | Avg. Position | Sentiment |
|---|---|---|---|---|---|
| Your Brand | 62% | 31% | 44% | #2.8 | Positive |
| Competitor A | 88% | 41% | 71% | #1.4 | Strongly positive |
| Competitor B | 74% | 19% | 52% | #2.1 | Positive |
| Competitor C | 35% | 9% | 28% | #4.2 | Neutral |
Your Brand
- AI Visibility
- 62%
- Share of Voice
- 31%
- Citation Rate
- 44%
- Avg. Position
- #2.8
- Sentiment
- Positive
Competitor A
- AI Visibility
- 88%
- Share of Voice
- 41%
- Citation Rate
- 71%
- Avg. Position
- #1.4
- Sentiment
- Strongly positive
Competitor B
- AI Visibility
- 74%
- Share of Voice
- 19%
- Citation Rate
- 52%
- Avg. Position
- #2.1
- Sentiment
- Positive
Competitor C
- AI Visibility
- 35%
- Share of Voice
- 9%
- Citation Rate
- 28%
- Avg. Position
- #4.2
- Sentiment
- Neutral
Prompt
“What are the best premium audio brands in India?”
Recommendation order
- #1Competitor ACited by 6 independent reviews
- #2Competitor BCited by 4 independent reviews
- #3Your BrandCited by 1 independent review
Why Competitor A is winning
- Stronger third-party evidence
- More recommendation-context coverage
- Higher citation diversity
- Better entity association with the query category
Opportunity
Strengthen independent product comparisons and authoritative category references.
Understand
Establish where the brand actually stands inside AI discovery.
AI Visibility Benchmarking
Measure whether, where and how frequently the brand appears across relevant AI-generated answers.
Competitive Intelligence
Identify which competitors AI recommends instead and what signals may be contributing to that advantage.
Influence
Strengthen the evidence ecosystem AI systems draw recommendations from.
Entity Optimization
Strengthen the associations AI systems can discover between the brand, its products, categories, attributes, credentials and proof.
AEO / GEO Content
Create useful decision-oriented content around the real questions customers ask AI systems.
Citation Ecosystem Development
Strengthen the quantity, quality and relevance of independent sources that can validate brand claims.
Digital PR & Publisher Authority
Increase credible third-party evidence through relevant publisher and media coverage.
Community & Reddit Intelligence
Understand and responsibly strengthen brand presence in relevant public communities and discussion environments.
Measure
Prove what changed and decide what to do next.
AI Visibility Monitoring
Track changes in mentions, recommendation position, competitive share and citation behaviour.
Citation & Source Intelligence
Identify the sources being used to support AI-generated recommendations.
Continuous Optimization
Use observed gaps and competitor movement to determine the next highest-impact intervention.
The BrandTribe operating system
A measurement loop, not a one-off project.
Measure, diagnose, influence, prove, optimize — repeated against the same benchmark.
- 01
Measure
Benchmark how AI systems surface your brand.
- 02
Diagnose
Find query, citation and competitor gaps.
- 03
Influence
Strengthen content, entities and trusted evidence.
- 04
Prove
Track visibility, citations and recommendation position.
- 05
Optimize
Prioritize the next highest-impact opportunity.
AI visibility case studies
Measured outcomes, not AEO theory.
Both case studies below demonstrate AI Visibility & AEO work. Client names are withheld.
University Brand*
Higher education
From limited AI visibility to #1 citation authority.
2,214
AI Mentions
1,328
AI Citations
48.88%
AI Share of Voice
The university used structured query targeting, entity optimization, third-party evidence, comparison content and continuous measurement to build citation authority across high-intent education discovery queries.
View University Brand Case StudyHeadphone Brand*
Consumer audio
Five optimized articles. 84.2% higher AI visibility.
+84.2%
AI Visibility Improvement
90.20%
Final Tracked Visibility
#1.9
Average AI Position
The program mapped high-intent consumer queries, created LLM-oriented content, tracked AI visibility and used competitive citation gaps to prioritize further optimization.
View Headphone Brand Case StudyEach engagement is measured separately. Metrics are never combined across clients.
Reddit & AEO
Connected when useful.
Separate when they are not.
Brands can work with BrandTribe for AI Visibility & AEO, Reddit Reputation & Community, or both. Reddit can contribute to the broader authority and source ecosystem influencing search and AI discovery, but BrandTribe does not treat Reddit as the entire AEO strategy.
Read about the Reddit Reputation & Community practice.