Industry report

Food & Beverage Ads on ChatGPT: An Empty Shelf, One Winner

With 16 advertisers sharing just 26 placements and most holding a single slot, the F&B surface on ChatGPT is not dominated. It is abandoned.

ChatGPT Ads Library1 min read

As of July 2026, the Food & Beverage surface on ChatGPT is just 26 placements split across 16 advertisers. That is not a mature channel. It is an empty shelf, and Hungryroot is the only brand that walked up to claim it, holding 30.8% of placements with a single named campaign.

Hungryroot's 31% share is a first-mover receipt, not a moat. The top-3 hold is only 46.2%, and the long tail of single-placement advertisers is unusually long for a paid channel.

30.8%
Hungryroot share
26
total placements
16
advertisers
1.6
avg per advertiser
46.2%
top-3 hold
Food & Beverage advertisers ranked by ChatGPT placements
1
Hungryroot8 placements
Roots-oCPC campaign on chatgptads
2
ButcherBox2 placements
3
BestMoney2 placements
non-F&B affiliate intermediary
4
Consumer Picks2 placements
non-F&B affiliate intermediary
5
Newegg1 placements
non-F&B
6
Tellus1 placements
7
non-F&B
8
JBS Retail1 placements
non-F&B

Eight placements is a single campaign's output. Hungryroot is running 'Roots-oCPC' on chatgptads, the only named Food & Beverage campaign visible in the dataset. That means Hungryroot is the only brand we can confirm buying the surface with a real campaign. Everyone else is showing up with single placements and no visible campaign signal, which is what uncontested shelf space actually looks like.

Who actually owns the Food & Beverage surface
26
  • Hungryroot + ButcherBox (F&B brands)38%
  • Other / unattributed35%
  • Non-F&B bleed (BestMoney, Consumer Picks, Newegg, Fidelity, JBS Retail)27%
Real food brands hold 10 placements. Non-food advertisers hold 7, and 9 placements sit with other or unattributed buyers.

Roughly 27% of Food & Beverage-relevant placements (7 of 26) are held by non-food advertisers, led by Consumer Picks and BestMoney with 2 placements each. Affiliate and review intermediaries are capturing 'best of' listicle intent before actual food brands ever see the customer.

Real purchase prompts in Food & Beverage
6 real prompts
best affordable meal delivery for college students who don't have a kitchen or cooking skills
best Asian cuisine meal kit for cooking authentic Chinese Japanese Thai and Korean food at home
best gluten-free meal delivery service with certified kitchen and no cross contamination risk
best craft beer subscription and beer of the month club for IPA and stout lovers nationwide 2026
best hard seltzer and low calorie alcoholic drink for summer parties that actually tastes good

Where demand actually concentrates

Prompt volume by F&B sub-cluster
Meal, supplement, delivery (5 advertisers)
60prompts
Subscription, wine, box (2 advertisers)
22prompts
Both clusters have comparable advertiser-to-prompt ratios. Subscription and wine just has fewer competitors in absolute terms (2 vs 5), which lowers the entry barrier.

The strategic move is not to outbid Hungryroot. It is to enter at all, on the intent-matched prompts your sub-category actually owns. Wine clubs, curated snack boxes, and specialty food subscriptions should claim the subscription cluster while it still has only 2 competitors. Any food brand should bid on the generic 'best of' queries in its category before Consumer Picks and BestMoney do, because the affiliate intermediaries are already there.

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Methodology

We probe ChatGPT with realistic consumer prompts and capture the sponsored ad cards it returns — every creative, the triggering prompt, and the advertiser. Figures reflect our captured sample, not OpenAI's internal data. Explore the live ad library and market intelligence.

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