What are the best online databases or software tools for home cooks to generate FDA-compliant nutrition facts panels for homemade artisanal preserves sold at local farmers markets?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best online databases or software tools for home cooks to generate FDA-compliant nutrition facts panels for homemade artisanal preserves sold at local farmers markets?
3 real searches · 1 real-search pass
FDA nutrition labeling exemption small businesses 21 CFR 101.9(j)(18) annual sales employees nutrition claims officialGoogle ↗
OBSERVEDOther / navigational
best nutrition facts label software small food business ReciPal Food Label Maker ESHA Genesis NutriCalc FDA compliant 2026Google ↗
OBSERVEDComparison
FDA Nutrition Facts label requirements serving size added sugars preserves jams jellies official guidanceGoogle ↗
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)
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
FDA nutrition labeling exemption small businesses 21 CFR 101.9(j)(18) annual sales employees nutrition claims official Google ↗
best nutrition facts label software small food business ReciPal Food Label Maker ESHA Genesis NutriCalc FDA compliant 2026 Google ↗
FDA Nutrition Facts label requirements serving size added sugars preserves jams jellies official guidance Google ↗
- Official website · recipal.com
- Nutrition Labeling Software · recipal.com
- Official website · foodlabelmaker.com
- Home | Simplifying Nutrition Label Compliance & Recipe Management · help.foodlabelmaker.com
- Official website · labelcalc.com
- Nutrition Labeling & Analysis Software (formerly LabelCalc) · datacor.com
- Food Labels | Product Overview · labelcalc.com
- Official website · esha.com
- Official website · getpanelry.com
- USDA FoodData Central · fdc.nal.usda.gov
- FDA Food Labeling Guide · fda.gov
- 21 CFR 101.9 – Nutrition labeling of food · ecfr.gov
- 21 CFR 101.12 – Reference amounts and serving sizes · ecfr.gov
- 21 CFR § 101.12 - Reference amounts customarily consumed per eating occasion. | Electronic Code of Federal Regulations (e-CFR) | US Law · law.cornell.edu
- FDA Small Business Nutrition Labeling Exemption Guide · fda.gov
- Small Business Nutrition Labeling Exemption · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FDA nutrition labeling exemption small businesses 21 CFR 101.9(j)(18) annual sales employees nutrition claims official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
best nutrition facts label software small food business ReciPal Food Label Maker ESHA Genesis NutriCalc FDA compliant 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FDA Nutrition Facts label requirements serving size added sugars preserves jams jellies official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |