Real ChatGPT answer · index seedbK5wBn7qkwQcompleteHealth and wellness · nutrition and dietsinformational
Are there any commercial baking techniques that allow me to reduce sugar by thirty percent without changing the shelf life of our products?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any commercial baking techniques that allow me to reduce sugar by thirty percent without changing the shelf life of our products?
3 real searches · 1 real-search pass
commercial bakery sugar reduction 30 percent shelf life water activity humectants formulation studyGoogle ↗
OBSERVED
bakery sugar reduction reformulation bulking agents polydextrose maltitol shelf life water activity reviewGoogle ↗
OBSERVED
FDA water activity bakery products microbial stability sugar humectants guidanceGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
commercial bakery sugar reduction 30 percent shelf life water activity humectants formulation study Google ↗
bakery sugar reduction reformulation bulking agents polydextrose maltitol shelf life water activity review Google ↗
FDA water activity bakery products microbial stability sugar humectants guidance Google ↗
- | · actiononsugar.org
- Polyols in Baking · asbe.org
- Sugar replacement in sweetened bakery goods | International Journal of Food Science and Technology · academic.oup.com
- Sugar reduction in bakery products: Current strategies and sourdough technology as a potential novel approach · pubmed.ncbi.nlm.nih.gov
- Polydextrose as a sugar replacement in pound cake production: impact on water activity, colour, texture, and consumer acceptability | International Journal of Food Science and Technology · academic.oup.com
- Evaluation of the risk of fungal spoilage when substituting sucrose with commercial purified Stevia glycosides in sweetened bakery products · pubmed.ncbi.nlm.nih.gov
- HKU Scholars Hub: A review of food reformulation of baked products to reduce added sugar intake · hub.hku.hk
- Water Activity (aw) in Foods · fda.gov
- Draft Guidance for Industry: Hazard Analysis and Risk-Based Preventive Controls for Human Food (FULL) · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial bakery sugar reduction 30 percent shelf life water activity humectants formulation study OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
bakery sugar reduction reformulation bulking agents polydextrose maltitol shelf life water activity review OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
FDA water activity bakery products microbial stability sugar humectants guidance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |