Category AI Visibility Report
Prepared Meals AI Visibility Report 2026: Top Brands & Buyer Topics in AI Search
Data updated 2026-08-27 · 30-day window · ChatGPT · Google AI Mode · Google AI Overviews
≈12,834
Est. AI queries / month
12
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 12 buyer topics in Prepared Meals across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 12,834 AI queries per month.
- CookUnity leads the AI shelf with 12.8% of brand mentions, followed by Factor (12.6%) and Healthy Choice (6.5%). The top three hold 31.9% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “anti inflammatory prepared meals” (top keyword “anti inflammatory meals”, ~8,100 searches/mo).
- AI answers lean on healthline.com most (17.8% of citations) — earning presence on these sources is the shortest path to being recommended.
Brands AI recommends most
Share of brand mentions across AI answers in the last 30 days (Share of Model).
| # | Brand | AI mentions | Share |
|---|---|---|---|
| 1 | CookUnity | 817 | 12.8% |
| 2 | Factor | 801 | 12.6% |
| 3 | Healthy Choice | 412 | 6.5% |
| 4 | Sunbasket | 376 | 5.9% |
| 5 | Amy's | 248 | 3.9% |
| 6 | Trifecta | 245 | 3.8% |
| 7 | BistroMD | 177 | 2.8% |
| 8 | Purple Carrot | 169 | 2.7% |
| 9 | Mosaic Foods | 156 | 2.4% |
| 10 | Daily Harvest | 143 | 2.2% |
What shoppers ask AI
Buyer topics monitored in this category, with estimated monthly AI queries and the top Google keyword behind each topic.
| Topic | Est. AI queries / mo | Top keyword | Search volume / mo |
|---|---|---|---|
| anti inflammatory prepared meals | ≈5,069 | anti inflammatory meals | 8,100 |
| chef prepared meals | ≈5,012 | chef prepared meals | 5,400 |
| low sodium prepared meals | ≈2,753 | low sodium meal delivery | 3,600 |
| weight loss prepared meals | — | low calorie meals | 27,100 |
| vegan prepared meals | — | vegan meals | 9,900 |
| mediterranean prepared meals | — | mediterranean diet food delivery | 5,400 |
| family prepared meals | — | whole foods family meals | 22,200 |
| keto prepared meals | — | keto meals | 33,100 |
| prepared meals for seniors | — | mom's meals | 90,500 |
| prepared meals delivery | — | factor meals | 450,000 |
| gluten free prepared meals | — | gluten free meals | 12,100 |
| frozen prepared meals | — | frozen meals | 27,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| healthline.com | 235 | 17.8% |
| reddit.com | 208 | 15.8% |
| goodhousekeeping.com | 107 | 8.1% |
| mealfan.com | 104 | 7.9% |
| nbcnews.com | 98 | 7.4% |
| bonappetit.com | 98 | 7.4% |
| cookunity.com | 51 | 3.9% |
| aarp.org | 36 | 2.7% |
Related category reports
FAQ
Which brands do AI assistants recommend most for prepared meals?
Over the last 30 days the top brands by AI mention share are: CookUnity (12.8%), Factor (12.6%), Healthy Choice (6.5%), Sunbasket (5.9%), Amy's (3.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about prepared meals?
GEOly estimates ~12,834 AI queries per month in this category across 12 buyer topics, led by “anti inflammatory prepared meals”.
Which sources do AI engines cite for prepared meals?
The most-cited domains are: healthline.com, reddit.com, goodhousekeeping.com, mealfan.com, nbcnews.com. Building brand presence on these sources is the most direct way to win AI recommendations.
Methodology
GEOly continuously runs category buyer prompts across ChatGPT, Google AI Mode, Google AI Overviews and records which brands are mentioned and which sources are cited. Figures aggregate a 30-day window; AI query volumes are modeled estimates from keyword demand and AI-adoption share. Data: GEOly MCP Server, updated 2026-08-27.
See your brand inside this category
GEOly tracks how ChatGPT, Google AI Mode and Google AI Overviews mention, rank and cite your brand against every competitor above — and what to fix to win the AI shelf.