Real ChatGPT answer · index seedCTazRijB9HQcompletePets · dog foodcomparison

Contrast the glycation end products produced during the extrusion of Canidae All Life Stages with the gentle dehydration or freezing methods of raw dog food brands.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Contrast the glycation end products produced during the extrusion of Canidae All Life Stages with the gentle dehydration or freezing methods of raw dog food brands.
3 real searches · 1 real-search pass
Canidae All Life Stages dog food extrusion processing ingredients temperature manufacturingGoogle ↗
OBSERVEDReason
advanced glycation end products dog food extrusion kibble freeze dried raw dehydrated pet food study AGEsGoogle ↗
OBSERVEDReason
Maillard reaction advanced glycation end products pet food extrusion freeze drying dehydration dog foodGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%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
Canidae All Life Stages dog food extrusion processing ingredients temperature manufacturing Google ↗
advanced glycation end products dog food extrusion kibble freeze dried raw dehydrated pet food study AGEs Google ↗
Maillard reaction advanced glycation end products pet food extrusion freeze drying dehydration dog food Google ↗
  1. Association of four differently processed diets with plasma and urine advanced glycation end products and serum soluble receptor for advanced glycation end products concentration in healthy dogs · pmc.ncbi.nlm.nih.gov
  2. Association of four differently processed diets with plasma and urine advanced glycation end products and serum soluble receptor for advanced glycation end products concentration in healthy dogs - Bridglalsingh - 2024 - Journal of Animal Physiology and Animal Nutrition · onlinelibrary.wiley.com
  3. Association of four differently processed diets with plasma and urine advanced glycation end products and serum soluble receptor for advanced glycation end products concentration in healthy dogs. · pubmed.ncbi.nlm.nih.gov
  4. A Comparative Analysis of Maillard‐Derived α‐Dicarbonyl Compounds and Advanced Glycation End Products in Fresh, Wet, Kibble, and Freeze‐Dried Dog Foods · pmc.ncbi.nlm.nih.gov
  5. A Comparative Analysis of Maillard-Derived α-Dicarbonyl Compounds and Advanced Glycation End Products in Fresh, Wet, Kibble, and Freeze-Dried Dog Foods · pubmed.ncbi.nlm.nih.gov
  6. A Comparative Analysis of Maillard‐Derived α‐Dicarbonyl Compounds and Advanced Glycation End Products in Fresh, Wet, Kibble, and Freeze‐Dried Dog Foods - Kocadağlı - 2026 - Journal of Animal Physiology and Animal Nutrition · onlinelibrary.wiley.com
  7. Immunomodulation by Processed Animal Feed: The Role of Maillard Reaction Products and Advanced Glycation End-Products (AGEs) · pmc.ncbi.nlm.nih.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Canidae All Life Stages dog food extrusion processing ingredients temperature manufacturing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
advanced glycation end products dog food extrusion kibble freeze dried raw dehydrated pet food study AGEs
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Maillard reaction advanced glycation end products pet food extrusion freeze drying dehydration dog food
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1