Data as of Aug 25, 2026 · Based on 335 AI responses · Shares cover the last 30 days · See how Parse measures this
The U.S. Food and Drug Administration (FDA) currently holds the top position in Food Labeling Compliance Services. The competitive landscape for providing consumer guidance on nutrition panels remains closely contested between federal standards and public Health organizations.
Food Labeling Compliance Services
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| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Serves as the primary authority for standardized nutrition facts panel labeling guidelines. | 18% | |
| 2 | Provides authoritative advice on limiting sugars, sodium, and trans fats in diets. | 12% | |
| 3 | Frequently referenced for high-level nutritional science and structured label-reading guides. | 7% | |
| 4 | 7% | ||
| 5 | Frequently cited for its practical guidance on reading traffic-light style food labels. | 7% | |
| 6 | 6% | ||
| 7 | 6% | ||
| 8 | 5% | ||
| 9 | 4% | ||
| 10 | 4% | ||
| 11 | 4% | ||
| 12 | 4% | ||
| 13 | 4% | ||
| 14 | 3% | ||
| 15 | 3% | ||
| 16 | 3% | ||
| 17 | 3% | ||
| 18 | 3% | ||
| 19 | 2% | ||
| 20 | 2% | ||
| 21 | 2% | ||
| 22 | 2% | ||
| 23 | 2% | ||
| 24 | 1% | ||
| 25 | 1% |
Who wins on each AI
Google AI Overviews frequently prioritizes the American Heart Association for health-specific context whereas ChatGPT often defaults to general regulatory information.
Sources AI cited
fda.gov is the page AI reaches for most here, cited in 76% of analyzed answers.
Dropped from 52% mention rate in 2025-12 to 13% in 2026-01.
Went from unranked to #15 by June 2026.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 8% | 13% | ||
| 0% | 9% | ||
| 0% | 9% |
AI responses initially leaned heavily on federal FDA documentation to explain label basics. By mid-2026, the guidance evolved to emphasize practical scanning habits and mobile application utilities like Yuka for real-time label decoding.
What's the best way to understand food labels at the grocery store?
AI responses initially leaned heavily on federal FDA documentation to explain label basics. By mid-2026, the guidance evolved to emphasize practical scanning habits and mobile application utilities like Yuka for real-time label decoding.
Across 335 AI responses, U.S. Food and Drug Administration (FDA) is mentioned most, named in 18% of them, followed by American Heart Association (12%) and Harvard University (7%).
Parse measures each brand's mention rate — the share of answers naming it — across 335 AI responses to this market's buyer questions over the last 30 days. Answers are collected daily and the ranking is re-measured on the same 30-day window.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.