AI Brand Gap™ Research
The AI Brand Gap™
How AI understands brands. And where it gets them wrong.
For decades, companies have invested in defining what their brands should mean to customers. Artificial intelligence introduces a new intermediary. AI draws on official communications, historical associations, third-party sources and competing narratives. The result can be a disconnect between intended positioning and the way AI understands and considers a brand.
Being known by AI is not the same as being understood. And being understood is not the same as being recommended.
What are we measuring?
Intended Brand Understanding
How brand owners want the brand to be understood: category, positioning, value proposition, differentiation, capabilities and intended associations.
AI Brand Understanding and Consideration
How AI systems describe, associate, compare and consider a brand within relevant customer scenarios.
Read Our Research Methodology
Research is conducted at Brand × Industry × Country level. Country means the assessment market, not corporate headquarters. Consumer-facing, B2B and hybrid brands are eligible.
Official communications may serve as a provisional positioning proxy until brand-owner validation. Assessments require documented AI responses and reviewed evaluations.
Results reflect specific markets, models, prompts and dates. They are not universal rankings of brand quality. Comparable reviewed cohorts must use compatible protocols.
Exploratory legacy estimates remain separate from validated assessments. Numerical research scores are not published. Public categories are reviewed classifications, not numerical rankings.
The State of the AI Brand Gap™
Our research is building an international picture of how brands are understood and considered by artificial intelligence. The first milestone is 1,000 qualified customer-facing brands. Coverage is not the same as completed assessment.
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Brands in Research Universe
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Industries Covered
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Countries Covered
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Brands Assessed
No research release published yet
The AI Brand Gap™ Quadrant
Brands Assessed: 0
Understood but Overlooked
AI Brand Gap Danger Zone
AI Aligned
Misunderstood but Considered
Lower Consideration Gap
Validated AI Brand Gap™ assessments are being prepared. Explore the research methodology and subscribe to receive the first results.
Reviewed cohort
Brands Assessed: 0 · No research release published yet
| Industry | Country | The AI Brand Gap™ Quadrant |
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What the Research Reveals
Evidence-backed findings will appear with approved research releases.
Research Updates
The first approved research release is being prepared.
Research Notes & Limitations
- Research is conducted at Brand × Industry × Country level. Country means the assessment market, not corporate headquarters. Consumer-facing, B2B and hybrid brands are eligible.
- Official communications may serve as a provisional positioning proxy until brand-owner validation. Assessments require documented AI responses and reviewed evaluations.
- Results reflect specific markets, models, prompts and dates. They are not universal rankings of brand quality. Comparable reviewed cohorts must use compatible protocols.
- Exploratory legacy estimates remain separate from validated assessments. Numerical research scores are not published. Public categories are reviewed classifications, not numerical rankings.
Understanding the Gap Is Only the Beginning
Closing the gap requires clarity about what a brand should mean, consistency across its information environment and a coordinated strategic program.