Real ChatGPT answer · index seednz7A5eo5yjocompleteBeauty and personal care · cosmeticslocal

My downtown Atlanta makeup studio needs a reliable wholesale supplier for organic lipstick ingredient safety testing documentation.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My downtown Atlanta makeup studio needs a reliable wholesale supplier for organic lipstick ingredient safety testing documentation.
1 real search · 1 real-search pass
Atlanta Georgia wholesale organic cosmetic ingredients supplier COA SDS heavy metals microbial testing documentation lipstick ingredientsGoogle ↗
OBSERVEDOther / navigational

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 (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Atlanta Georgia wholesale organic cosmetic ingredients supplier COA SDS heavy metals microbial testing documentation lipstick ingredients Google ↗
  1. Crafting Cosmetics · craftingcosmetics.com
  2. Essential Ingredients · essentialingredients.com
  3. SoapGoods · soapgoods.com
  4. MakingCosmetics · makingcosmetics.com
  5. Document Service · makingcosmetics.com
  6. Cosmetics & U.S. Law · fda.gov
  7. Product Testing of Cosmetics · fda.gov
  8. Modernization of Cosmetics Regulation Act of 2022 (MoCRA) · fda.gov
  9. Small Businesses & Homemade Cosmetics: Fact Sheet · fda.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Atlanta Georgia wholesale organic cosmetic ingredients supplier COA SDS heavy metals microbial testing documentation lipstick ingredients
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1