Exploratory Study • March 11, 2026

GLP-1 & AI Food Visibility: Which Brands Does AI Recommend — and Does Memory Change the Answer?

12% of U.S. adults are on GLP-1 medications and turning to AI for food guidance. We ran 120 queries across ChatGPT and Gemini — with and without GLP-1 user memory context — to find out which food brands AI recommends, and whether memory changes everything.

Research Scope

120
Total Queries
2
Study Conditions
2
AI Engines
21
Brands Tracked
3×
Runs Per Prompt
TL;DR

Key Takeaways

We ran 120 queries across ChatGPT and Gemini — half with a simulated GLP-1 user persona, half without. Here's what we found.

AI Engines Tested — Memory-Capable Platforms Only
ChatGPT
60.4% U.S. market share; memory features active
Gemini
15.2% U.S. market share; memory features active
Perplexity excluded — no memory feature; citation-search behavior differs from conversational recommendation
Exploratory study — all findings are directional (10 prompts per condition)

The Bottom Line

Brand awareness does not translate to AI visibility in the GLP-1 nutrition category. The brands winning AI recommendations aren't the most recognized — they have more AI-legible content, more cited sources in medical media, and a clearer GLP-1 narrative. As ChatGPT and Gemini expand persistent memory, this gap will compound. The window to establish AI authority in this category is open now.

Finding #1

Which Food Brands Do AI Platforms Recommend to GLP-1 Users?

Brand rankings across 60 queries per condition. Left: with GLP-1 persona context active. Right: cold user with no prior AI memory. The same 10 prompts, two very different recommendation sets.

Directional Findings — 10 Prompts Per Condition

Brand-level mention counts are small (highest: 12). Treat rankings as directional, not statistically definitive. The direction of differences between conditions is consistent across both engines and across all 3 runs — which is the signal we're measuring.
Mention Rate

% of 60 queries where AI cited this brand

Visibility Score

Position-weighted score. 1st = 100, 2nd = 80, 3rd = 60... Higher = better placement

Avg Position

Average list position when mentioned. Lower = recommended earlier

Study A — With GLP-1 Persona
AI "remembers" user is on Ozempic
Top 8 brands by mentions
1Magic SpoonDTC
80
vis score
12 mentionsavg pos 2.42
2CheeriosLegacy CPG
92.5
vis score
6 mentionsavg pos 2
3OikosLegacy CPG
82
vis score
5 mentionsavg pos 2.2
4ALOHADTC
100
vis score
4 mentionsavg pos 1.25

Always recommended first when mentioned

5FairlifeLegacy CPG
85
vis score
4 mentionsavg pos 2.25
6KashiChallenger
90
vis score
3 mentionsavg pos 2.33
7Catalina CrunchDTC
70
vis score
3 mentionsavg pos 3.33
8Premier ProteinChallenger
70
vis score
2 mentionsavg pos 3
Study B — Cold User
No prior AI context
Top 8 brands by mentions
1CheeriosLegacy CPG
92.5
vis score
8 mentionsavg pos 2
2OikosLegacy CPG
63.6
vis score
7 mentionsavg pos 3.57
3ALOHADTC
100
vis score
5 mentionsavg pos 1

Always recommended first when mentioned

4KashiChallenger
88.8
vis score
4 mentionsavg pos 2.25
5Magic SpoonDTC
92.5
vis score
4 mentionsavg pos 1.5
6FairlifeLegacy CPG
85
vis score
3 mentionsavg pos 2.33
7Fiber OneLegacy CPG
60
vis score
3 mentionsavg pos 3.67
8Three WishesDTC
70
vis score
2 mentionsavg pos 3
The Invisibility Cluster — Zero Mentions in Both Conditions
YoplaitAnnie'sEpic ProvisionsOrgainQuestBuilt Bar

These brands have zero AI mentions across 120 total queries. Despite relevant product portfolios, they are completely absent from GLP-1 food guidance conversations — invisible in the channel where GLP-1 consumers actively seek purchase guidance.

The DTC Advantage

DTC brands built with explicit GLP-1 narratives and AI-legible content (Magic Spoon, ALOHA, Catalina Crunch) consistently outperform legacy CPG brands despite lower overall brand awareness. The winning brands aren't more nutritious — they're more AI-legible.
Finding #2

Does AI Memory of a User's GLP-1 Status Change Which Food Brands Get Recommended?

The same 10 prompts, the same two engines — but one condition includes a simulated GLP-1 user persona (female, 38, 3 months on Ozempic). The composition of recommendations shifts dramatically.

DTC Brand Share of Voice
Cold User
37.2%
+17.6pp
With Persona
54.8%
Legacy CPG Brand Share of Voice
Cold User
48.8%
-8.3pp
With Persona
40.5%
Brand-Level Mention Delta: Persona vs Cold
Magic SpoonDTC
4
cold
12
persona
+8
+200%
Catalina CrunchDTC
1
cold
3
persona
+2
+200%
Premier ProteinChallenger
0
cold
2
persona
+2
new
OikosLegacy CPG
7
cold
5
persona
-2
-29%
CheeriosLegacy CPG
8
cold
6
persona
-2
-25%
Fiber OneLegacy CPG
3
cold
1
persona
-2
-67%
:ratioLegacy CPG

Disappears completely with persona context despite high-protein positioning

2
cold
0
persona
-2
-100%
Three WishesDTC
2
cold
0
persona
-2
-100%
FairlifeLegacy CPG
3
cold
4
persona
+1
+33%
ALOHADTC

Stable across conditions — consistent AI authority

5
cold
4
persona
-1
-20%
KashiNatural/Challenger
4
cold
3
persona
-1
-25%

The Memory Compounding Effect

As ChatGPT and Gemini expand persistent memory — and as GLP-1 users build months of food guidance conversation history — the AI becomes an increasingly personalized advisor. Brands that establish AI authority now (content, citations, narrative) will be reinforced by memory. Brands absent now will face compounding invisibility. The window to enter the GLP-1 AI conversation is open today — not after memory becomes permanent.
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
Gemini
No memory

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
ChatGPT
No memory

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.
Finding #4

Which Sources Do AI Platforms Cite When Recommending Food to GLP-1 Users?

487 citations extracted across 120 queries (avg 4.1 per query). The sources AI trusts to inform food recommendations reveal the citation pathway brands need to build.

thegentleplate.comRecipe/Nutrition Blog
20
citations
health.clevelandclinic.orgMedical Authority
20
citations
eatingwell.comNutrition Media
18
citations
health.comHealth Media
17
citations
trimrx.comGLP-1 Specialist Clinic
16
citations
healthline.comMedical Authority
13
citations
reddit.comCommunity/UGC
10
citations
cleaneatzkitchen.comRecipe/Nutrition Blog
10
citations
ap.orgNews Media
9
citations
axios.comNews Media
9
citations
youtube.comVideo/Social
8
citations
thatsallprotein.comBrand Content
8
citations
doctronic.aiAI Health Tool
8
citations
foodnetwork.comFood Media
7
citations
joinmidi.comGLP-1 Specialist Clinic
7
citations
magicspoon.comBrand Domain
6
citations
Citation Source Breakdown by Category
Medical Authority
14%
Cleveland Clinic, Healthline, Health.com
Nutrition Media
14%
EatingWell, Real Simple, Food Network
Recipe/Nutrition Blog
12%
thegentleplate.com, cleaneatzkitchen.com
GLP-1 Specialist
9%
Trimrx, Midi, Doctronic AI
News Media
7%
AP News, Axios, Yahoo
Community/UGC
5%
Reddit, YouTube
Brand Content
2%
Magic Spoon only
AI Health Tools
2%
Doctronic.ai

The Citation Moat — Medical Authority Over Brand Content

AI platforms source GLP-1 food guidance from medical publishers and specialist clinics — not food brand content. Brands without earned placements on Cleveland Clinic, EatingWell, Healthline, or GLP-1 specialist sites (Trimrx, Midi) have no citation pathway to AI recommendation. The one exception: magicspoon.com appears in 6 citations — the only brand domain with meaningful AI citation presence, suggesting a content strategy designed to earn authority signals that AI trusts.
Context

Why Does GLP-1 AI Visibility Matter?

12%

of U.S. adults have tried a GLP-1 medication

Up from 6% in May 2024 — adoption doubled in 18 months

KFF Health Tracking PollNovember 2025

65%

of GLP-1 users report their entire household's diet has changed

FleishmanHillard, 'Understanding the GLP-1 Consumer'October 2025

5.3%

average decline in household grocery spending within 6 months of GLP-1 adoption

Numerator household panel of ~150,000 U.S. households

Hristakeva, Liaukonytė & Feler, Journal of Marketing ResearchDecember 2025

Yogurt, bars & meat snacks

are the only food categories showing spending increases among GLP-1 users

Hristakeva, Liaukonytė & Feler, Journal of Marketing ResearchDecember 2025

Methodology

How Was This Study Conducted?

Exploratory Study — Statistical Disclosure

Directional — 10 prompts per condition; below 50-prompt standard for full benchmark. All findings labeled accordingly.

This is an exploratory pilot study. The A/B design is methodologically novel; the memory effect direction is consistent across both engines. Brand-level findings are directional only. A full-scale GLP-1 benchmark with 80–150 prompts and 3+ platforms would yield publishable high-confidence findings.

Study Design
Study type
A/B memory study — two parallel conditions
Total queries
120 (10 prompts × 2 engines × 3 runs × 2 conditions)
Study dates
March 10–11, 2026
Brands tracked
21 brands across 3 categories
Citations extracted
487
Platform Selection Rationale

ChatGPT and Gemini selected because they are the only major AI platforms with production memory features. Together they represent ~75% of U.S. AI market share. Perplexity excluded (no memory feature; citation-heavy search behavior differs from conversational recommendation).

Visibility Score Formula
1st
100
2nd
80
3rd
60
4th
40
5th
20
6th+
10
Study Conditions
Condition A — With Persona

Female, 38, 3 months on Ozempic (0.5–1mg), 14 lbs lost, protein-focused diet, nausea and constipation concerns, grab-and-go food preference, prior cereal affinity. Designed to simulate the memory state a returning GLP-1 user would have built in ChatGPT or Gemini after 3 months of food guidance conversations.

Condition B — Cold User

No system prompt. Each query treated as a new user with no prior relationship to the AI platform. Baseline for uncontextualized GLP-1 food recommendations.

Prompt Categories (10 Total)
High-Protein Cereal3 prompts

e.g. “What are the best high-protein cereals I can eat while on Ozempic?

On-the-Go Snacking3 prompts

e.g. “What's a good on-the-go snack bar for GLP-1 users that's high in fiber and protein?

Side-Effect Management2 prompts

e.g. “I'm dealing with constipation from my GLP-1 medication. What high-fiber snacks do you recommend?

Meal Planning2 prompts

e.g. “Give me a simple one-week high-protein meal plan for someone on a GLP-1 drug.

Brands Tracked
Legacy CPG (10)
CheeriosFiber One:ratioYoplaitNature ValleyLärabarOikosAnnie'sEpic ProvisionsFairlife
DTC / Challenger (7)
Magic SpoonALOHACatalina CrunchThree WishesBuilt BarOrgainQuest
Natural / Challenger (4)
KashiRXBarKindPremier Protein

Ready to benchmark your brand's AI visibility?

Get a personalized analysis of how your brand performs across ChatGPT, Google AI, and Perplexity— plus actionable recommendations to improve your visibility.

View More Research
Free 30-minute consultation
Custom benchmark report
No commitment required