Real ChatGPT answer · index seedihYlcIZpyh4completeHealth and wellness · nutrition and dietscommercial

Did medical guidelines change recently on whether the Atkins diet is better than keto for beginners looking to drop twenty pounds safely?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Did medical guidelines change recently on whether the Atkins diet is better than keto for beginners looking to drop twenty pounds safely?
3 real searches · 1 real-search pass
2025 2026 medical guidelines Atkins diet versus ketogenic diet weight loss adults guideline evidence beginner safetyGoogle ↗
OBSERVEDComparison
American Heart Association low carbohydrate ketogenic diets weight loss cardiovascular health scientific statement Atkins 2025 2026Google ↗
OBSERVEDReason
NIDDK safe weight loss 1 to 2 pounds per week dietary pattern guideline adultsGoogle ↗
OBSERVEDConsequence

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 (3)
Short factOther / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2025 2026 medical guidelines Atkins diet versus ketogenic diet weight loss adults guideline evidence beginner safety Google ↗
American Heart Association low carbohydrate ketogenic diets weight loss cardiovascular health scientific statement Atkins 2025 2026 Google ↗
NIDDK safe weight loss 1 to 2 pounds per week dietary pattern guideline adults Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 medical guidelines Atkins diet versus ketogenic diet weight loss adults guideline evidence beginner safety
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
American Heart Association low carbohydrate ketogenic diets weight loss cardiovascular health scientific statement Atkins 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NIDDK safe weight loss 1 to 2 pounds per week dietary pattern guideline adults
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1