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Cocoa Puffs

Latest three-month snapshot through 2026-07-29 · 1 wave. Use the controls above to change the window.

3%share of voice · 2 of 72 recommendation answers
0%named first in recommendation answers
0%positive tone · 0 of 10 coded mentions

Healthy Cereal · 1 wave · n=72 answers, pooled

By model

How often each model brings the brand up in recommendation answers.

modelshare of voiceanswers
ChatGPT0%0 of 24
Claude0%0 of 24
Gemini8%2 of 24

Share of recommendations over time

Wave-by-wave share of recommendation answers that named this brand.

waveshare of voiceanswerschange
2026-07-293%2 of 72

What they call it

Recurring descriptions in the models' own words, grouped by theme.

In their words

10 exact quoted mentions in this snapshot, grouped by coded tone. Recent quotes are deduplicated and mixed across models.

Where they hedge

“*Cocoa* tastes like Cocoa Puffs”
Gemini · 2026-07-29 · Healthy Cereal
“mimics puffed cereals like Kix or Cocoa Puffs”
Gemini · 2026-07-29 · Healthy Cereal
“Probably skip: if you want the cheapest protein, a whole-food breakfast, or expect it to taste exactly like Froot Loops/Cocoa Puffs.”
ChatGPT · 2026-07-29 · Healthy Cereal
“mimic the sugary tastes of your childhood (like Cocoa Puffs or Cinnamon Toast Crunch)”
Gemini · 2026-07-29 · Healthy Cereal
“It has a light, puffy, and airy texture that realistically mimics classic cereals like Froot Loops, Cocoa Puffs, or Reese's Puffs.”
Gemini · 2026-07-29 · Healthy Cereal

The substitution map

Which competitors models suggest when shoppers ask for something cheaper.

Cocoa Puffs suggested as the cheaper alternative to
  • magic spoon ×2

Where this comes from

5 of 10 mentions appear alongside an identifiable web citation. Citation does not establish causation.

cited sourcementions
magicspoon.com3
nutriscan.app1
target.com1
thespoon.tech1
reddit.com1

Method: fixed shopper questions asked repeatedly to Claude, OpenAI GPT and Gemini with web search on. Shares are the percentage of recommendation answers mentioning the brand. Quotes are AI outputs; full transcripts are kept as receipts.