Real ChatGPT answer · index seedMILku42TpcAcompleteBeauty and personal care · clean beautycommercial
Do Tata Harper products have a shorter shelf life than conventional luxury skincare because of their high percentage of natural botanicals?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do Tata Harper products have a shorter shelf life than conventional luxury skincare because of their high percentage of natural botanicals?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Tata Harper product shelf life expiration period PAO official FAQ natural skincare preservatives Google ↗
Tata Harper expiration date shelf life opened products official Google ↗
- Hydrating Floral Essence · tataharperskincare.com
- Tata Harper Skincare Review · honestbrandreviews.com
- 'Do I want to put gasoline around my eye every day?' Why Tata Harper built the world's leading clean beauty brand · thenationalnews.com
- Our Formulas · staging-tata-harper-skincare.myshopify.com
- Ingredients · tataharperskincare.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Tata Harper product shelf life expiration period PAO official FAQ natural skincare preservatives OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Tata Harper expiration date shelf life opened products official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |