How does the cooking process used for commercial dry kibble affect the natural vitamins and minerals compared to freeze dried or organic alternatives
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The searches the AI actually ran for this prompt.
SEED QUERY
How does the cooking process used for commercial dry kibble affect the natural vitamins and minerals compared to freeze dried or organic alternatives
3 real searches · 1 real-search pass
pet food extrusion processing effects vitamin retention thiamine lysine Maillard reaction study reviewGoogle ↗
OBSERVEDReason
freeze dried pet food nutrient retention vitamins minerals comparison heat processing scientific studyGoogle ↗
OBSERVEDReason
organic pet food nutritional adequacy does organic mean more nutrients vitamins mineralsGoogle ↗
OBSERVEDComparison
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)
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
pet food extrusion processing effects vitamin retention thiamine lysine Maillard reaction study review Google ↗
freeze dried pet food nutrient retention vitamins minerals comparison heat processing scientific study Google ↗
organic pet food nutritional adequacy does organic mean more nutrients vitamins minerals Google ↗
- A literature review on vitamin retention during the extrusion of dry pet food · sciencedirect.com
- The Maillard reaction and pet food processing: effects on nutritive value and pet health · pubmed.ncbi.nlm.nih.gov
- 129 Protein and Amino Acid Modifications During Extrusion · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
pet food extrusion processing effects vitamin retention thiamine lysine Maillard reaction study review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
freeze dried pet food nutrient retention vitamins minerals comparison heat processing scientific study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
organic pet food nutritional adequacy does organic mean more nutrients vitamins minerals OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |