A behavioural brand equity system that measures how strongly a brand connects with its audience — cognitively, emotionally, and contextually.
Brand growth doesn't come from chasing loyalty — it comes from earning resonance: that layered mix of recognition, relevance, emotional connection, and decision-making power.
Does your brand stand out and come to mind in relevant moments? We measure mental availability and salience — how easily your brand surfaces when category needs arise.
Does the brand meet the consumer's needs and values? We assess alignment between what you offer and what matters to your audience — the foundation of relevance.
How strongly and positively does the consumer feel about the brand? We measure emotional connection — the warmth, trust, and attachment that builds over time.
How much does brand actually drive choice within the category? We quantify purchase influence — the pull your brand exerts when decisions are made.
Each consumer is classified based on their brand relationship — with clear strategic actions for each zone
Deeply aligned; emotionally and behaviourally connected brand advocates.
Nurture loyalty and amplify advocacy through exclusivity programs, personalized experiences, and community-led storytelling.
Functionally engaged but emotionally neutral; occasional usage or low commitment.
Strengthen brand salience and emotional affinity via targeted messaging, tailored offers, and experience alignment.
Latent brand interest; low current usage but high conversion potential.
Drive trial and consideration with sharp value propositions, relevance framing, and clear category positioning.
Minimal awareness or interaction with the brand, representing an untapped opportunity for growth.
Use educational content, brand storytelling, and channel visibility to build familiarity and spark recognition.
Turn resonance insights into actionable brand strategy
Just because a brand is noticed doesn't mean it resonates. Traditional awareness metrics often overestimate brand connection.
Action: Use Resonance Affinity Index and Brand Resonance Index to distinguish signal strength from signal stickiness.
Emergent Resonators are in a state of perceptual flux. They're not loyal, but they're listening. This is the conversion frontier.
Action: Deploy sharp, clarifying messaging to shift into Core resonance.
High tension indicates internal conflict in how the brand is perceived. It precedes either brand erosion or brand ignition.
Action: Diagnose which attributes drive the tension and resolve with focused storytelling.
Partial Resonators show some usage but are exposed to drift if another brand offers stronger alignment.
Action: Use reinforcement tactics — personalized CX, loyalty mechanics, and distinctive brand assets.
South Africa's passenger car market is being reshaped by value-focused Chinese brands claiming over 21% market share. We applied the Resonance Engine to understand which brands have real emotional connection vs. those just chosen on price.
Built for long-term leadership. If it continues to refresh its emotional signal, it will remain the brand to beat.
Must turn familiarity into preference by deepening emotional resonance and sharpening brand distinctiveness.
If Haval fails to deepen engagement, it may be overtaken by new value challengers. Those who build resonance sustain their lead.
Can convert mental salience into growth — if it moves quickly!
To apply the Resonance Engine in this case study, we used a synthetic dataset of n=2,000 South African passenger car owners, designed to reflect realistic brand perception and usage dynamics in the automotive category. The dataset was constructed using:
This approach mirrors how the Resonance Engine would be deployed in a live human study. Knowsis offers synthetic data generation services for market simulation, concept testing, and analytical prototyping.
Discover where your brand truly stands — not just in awareness, but in emotional connection and purchase influence.
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