Finding #3
Do ChatGPT and Gemini Recommend Different Food Brands for GLP-1 Users?
Engine-by-engine brand performance across both study conditions. The two platforms have fundamentally different GLP-1 food personalities — and they diverge further when memory is active.
Cold User — No Memory Context
“Mainstream nutritional authority — favors established brands and trusted food categories. Cheerios dominates.”
1Cheerios
7× mentionsscore 100
2Magic Spoon
4× mentionsscore 92.5
3Fairlife
3× mentionsscore 85
4ALOHA
2× mentionsscore 100
“DTC-forward and category-specific — surfaces challenger brands, niche DTC players, and functional food brands over mainstream CPG.”
1Oikos
6× mentionsscore 65
2ALOHA
3× mentionsscore 100
3Fiber One
3× mentionsscore 60
4Kashi
3× mentionsscore 100
With GLP-1 Persona — Memory Active
Gemini
GLP-1 memory active
“With memory, Gemini amplifies its existing preferences — Magic Spoon surges to 9 mentions while retaining Cheerios. More concentrated, less diverse.”
1Magic Spoon
9× mentionsscore 73.3
2Cheerios
6× mentionsscore 92.5
3Fairlife
4× mentionsscore 85
4Oikos
2× mentionsscore 100
ChatGPT
GLP-1 memory active
“With memory, ChatGPT becomes more DTC-specialist. Premier Protein enters. :ratio disappears. Recommendations are more granular and protein-focused.”
1ALOHA
3× mentionsscore 100
2Catalina Crunch
3× mentionsscore 70
3Kashi
3× mentionsscore 90
4Magic Spoon
3× mentionsscore 100
The Only Cross-Platform Consensus Brand
ALOHA is the only brand that appears consistently across both ChatGPT and Gemini in both study conditions — with a perfect 100.0 visibility score, always recommended first when mentioned. This suggests ALOHA has built genuine cross-platform AI authority in the GLP-1 nutrition space, not platform-specific visibility.
Engine-Specific Strategy Required
A brand visible on Gemini but absent from ChatGPT is missing an entirely different audience segment. Gemini's GLP-1 food output resembles mainstream nutritional authority. ChatGPT's resembles a DTC-forward health influencer. The content signals each engine rewards are not the same — a single “AI optimization” effort will not reach both audiences.