The AI Brand Gap™ by KVD
Discover how AI understands your brand, whether and how it considers your brand in its recommendations, and where the gaps lie between your intended positioning and how AI represents you.
The AI Brand Gap™ Quadrant
Why Brand Visibility Is No Longer Enough
Being found by artificial intelligence is one thing. Being understood and recommended for the right reasons is quite another.
The AI Brand Gap™ reveals the difference between how a brand intends to be understood and how artificial intelligence actually understands and considers it.
Some brands are accurately understood but overlooked in recommendations. Others are recommended despite being inaccurately positioned. Some struggle with both.
The objective is alignment: ensuring that AI understands your brand accurately and considers it when relevant.
How accurately AI understands a brand's identity, category, capabilities, value proposition and differentiation relative to its intended positioning.
How consistently AI includes a brand in relevant recommendations, comparisons and consideration sets.
Both are scored as positive performance from low to high. The Understanding Gap and Consideration Gap describe the distance to full alignment on each dimension, and the AI Brand Gap™ Index combines the two gaps. Its weighting remains provisional until empirically validated.
Enter your brand and establish its intended positioning.
Assess how AI understands and considers your brand.
Discover your position in the AI Brand Gap™ Quadrant and where to start closing the gap.
Every assessed brand lands in one of four positions, with ALIGNED in the top right as the strategic destination.
OVERLOOKED
AI understands your brand but does not include it in relevant recommendations or consideration sets.
Strategic priority: Improve consideration without compromising accurate positioning.
ALIGNED
AI understands your brand accurately and includes it in relevant recommendations and consideration sets.
Strategic priority: Maintain and strengthen understanding and consideration.
EXCLUDED
AI does not adequately understand your brand and rarely includes it in relevant recommendations or consideration sets.
Strategic priority: Establish accurate understanding and improve relevant consideration.
MISPOSITIONED
AI includes your brand in recommendations, but its understanding is incomplete, inaccurate, outdated or inconsistent with intended positioning.
Strategic priority: Correct how AI represents the brand while maintaining relevant consideration.
Research status: October 21, 2026
Brand coverage and positioning profiles are documented research activity, not completed AI model assessments.
Individual brand placements, AI Brand Gap™ scores and industry benchmarks will be published when supported by captured AI responses and independent validation.
KVD is developing independently validated AI Brand Gap™ industry benchmarks through its ongoing international research programme. Industry comparisons will become available when sufficient comparable AI assessments have been completed and reviewed.
Is your brand accurately understood by AI? Is it considered when customers ask for recommendations? Or is there a gap between your intended positioning and AI's interpretation?
Discover how KVD can help define, assess and address your AI Brand Gap™. Learn more at kvd.one.
