food
Ranked #2 of 8 in food
ShelfIQ AI Visibility Audit
Pip & Nut's AI Visibility Score: 61/100
ShelfIQ Score
Visible but missing key queries
Tested across ChatGPT, Perplexity & Claude · food category
01
Where Pip & Nut appears (and disappears) in AI search
Live buyer prompts tested across ChatGPT, Perplexity, and Claude. These are the queries your customers use before deciding where to buy.
"healthy snacks delivered UK"
✓ Appears
"organic food subscription boxes"
✗ Not cited
"best meal kit services UK"
✗ Not cited
02
Top gaps costing Pip & Nut AI visibility
1
Missing category-specific FAQ schema
Buyers searching for specific product attributes get directed to competitors with structured content.
2
No comparison or buying guide content
High-intent comparison queries route buyers to review sites instead of your brand page.
3
Sparse AggregateRating markup
Customer reviews exist but aren't schema-marked — AI platforms can't extract or cite them.
03
Pip & Nut vs Category Leader
Pip & Nut · This brand
Pip & Nut
61
Rank #2 in food
Category leader · food
Granola
67
Rank #1 in food
Granola is scoring 6 points higher than Pip & Nut. The full audit shows exactly which AI queries Granola is winning that Pip & Nut isn't.
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