How do smart scales measure body fat accurately and which brands are top rated by fitness experts recently?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do smart scales measure body fat accurately and which brands are top rated by fitness experts recently?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 expert reviews best smart scales body fat accuracy Withings Body Scan InBody H20N Tanita Google ↗
best smart scales 2026 expert reviews Withings Body Scan InBody H20N Garmin Index S2 Eufy smart scale body fat accuracy Google ↗
- 6 Best Smart Scales for At-Home Use, According to Trainers · menshealth.com
- InBody vs. Withings: Which smart scale to choose in 2026? · wareable.com
- Assessing Body Composition for Resource-Limited Settings: Agreement of a Scalable BIA Device Compared to DXA and Clinical BIA in Adults With Obesity · pmc.ncbi.nlm.nih.gov
- View manufacturer · withings.com
- View manufacturer · shop.inbodyusa.com
- How Accurate is Your At-Home Body Fat Scale? Our New Research Study Can Tell You. · granttinsley.com
- Best smart scales (2026)—top picks for accuracy and health · wareable.com
- We tested 14 models to find the best body composition scales for 2026 · health.yahoo.com
- View manufacturer · checkout.tanita.com
- These are the best smart scales we've tested in 2026 to track your health and fitness at home · tomsguide.com
- View manufacturer · withings.com
- View manufacturer · renpho.com
- Assessing the reliability and cross-sectional and longitudinal validity of fifteen bioelectrical impedance analysis devices · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 expert reviews best smart scales body fat accuracy Withings Body Scan InBody H20N Tanita OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
best smart scales 2026 expert reviews Withings Body Scan InBody H20N Garmin Index S2 Eufy smart scale body fat accuracy OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |