Weight loss and metabolic: company visibility research
Read company-level analysis of mentions, recommendations, competitor comparisons, and cited sources within a defined research sample.
This is public research, not a client engagement and not an endorsement of any company named. Dates, samples, and limitations are documented in each report.
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Join Found AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Found is gaining AI recommendation coverage in weight loss and metabolic health, but still trails leaders on first-position placement.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
Vitamin Shoppe AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Vitamin Shoppe appears in AI answers on weight loss and metabolic health, but rarely makes the recommendation shortlist.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
Hims AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Hims appears in 30.20% of qualified AI responses in weight loss and metabolic health, but converts only 21.18% into valid recommendations.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
WeightWatchers AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
WeightWatchers leads AI recommendation visibility in weight loss and metabolic health, but Noom and Ro are closing in.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
Noom AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Noom appears in nearly half of qualified recommendation shortlists in weight loss and metabolic health, but its rank-one rate has fallen since July 2026. The.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
Ro AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Ro holds 49.4% valid recommendation coverage in Weight Loss and Metabolic Health, with strong results on ChatGPT and Gemini but a weak rank-one rate on Google.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
LifeMD AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
LifeMD appears in AI answers for weight loss and metabolic health, but it is recommended far less often than it is mentioned.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
Herbalife AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
Herbalife shows minimal presence in AI answers for weight loss and metabolic health, with 4 mentions but no valid recommendations.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
GNC AI Visibility Market Strategy Report - Weight Loss and Metabolic Health
GNC appears in AI responses about weight loss and metabolic health, but most mentions are neutral references rather than recommendations.
- Type
- AI Visibility Company Market Strategy Report
- Source
- LLM Authority Index benchmark data
- Status
- Independent market analysis
How to read these reports
Check the date and sample
Read the observation dates, questions, and platforms before comparing one report with another.
Separate a mention from a qualified recommendation
Being named in an answer is not the same as being recommended for a specific buying question.
Know what a public sample can answer
Public research frames the questions; a company-specific brief is agreed with you before any work starts.
Give your next visibility decision a clearer starting point.
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