Why Share of Model is not enough
A brand appearing in AI answers raises a harder question: what does that presence actually tell us?
WATCH / ORIGINAL PERSPECTIVES
Ideas on AI, advertising and marketing from Anil Pandit. Each video plays here on ADVantage Insights.
FEATURED / THE LONGER VIEW · 5:34 MIN
A longer conversation about the questions marketers should ask before accepting an AI visibility score at face value.
The measure is only as useful as the questions behind it.
Explore AI visibility advisory →AI DISCOVERY & MODEL INFLUENCE
FRAMEWORK DEMONSTRATION / 2:22 MIN
Share of Model can show where a brand appears. AIMI asks a harder question: does that presence influence how AI describes, considers and recommends it? See the proposed index and interface in motion.
The film presents an illustrative demonstration, not verified client performance.
Explore the framework →A brand appearing in AI answers raises a harder question: what does that presence actually tell us?
A companion perspective on the metric and the decisions brands might try to make from it.
ATTENTION / CREATIVE / MEASUREMENT / COMMERCE
ADCRITIQ / CREATIVE INTELLIGENCE · 1:10 MIN
AdCritIQ asks what a creative is likely to communicate before the spend begins. Watch how its diagnostic approach brings attention, memory and emotion into the conversation.
The product is in development. A conversation can establish whether a creative diagnostic fits your brief.
Human attention and machine attention each demand their own evidence.
Why an ad may need more than an immediate response to be judged fairly.
When a campaign underperforms, test whether the creative is the problem before abandoning the channel.
What a measurement system should help you decide while the campaign can still change.
A closer look at what the rise of quick commerce asks of advertising and marketing.
A closer look at the decisions brands can learn from each local dark store.
COMMERCIAL MODELS & GOVERNANCE
FRAMEWORK DEMONSTRATION / 1:08 MIN
An outcome fee needs more than a target. This framework brings proof standards, counterfactuals, guardrails and a shared scorecard into the commercial conversation, including AI service engagements.
The simulator and scorecard show illustrative figures, not client results or a ready-made contract.
Explore the framework →FROM THE STAGE / GOOGLE THINK PLATFORMS ’26
Watch a short excerpt without leaving ADVantage Insights, then see more moments from Anil’s speaking engagements.
Explore the speaking moments →FIVE SECONDS · ONE IDEA
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