Real ChatGPT answer · index seed7mYOcwnjDTYcompleteBeauty and personal care · nail carebrand

Has Butter London changed the formula for their popular nail hardener recently because recent reviews seem kind of mixed?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Has Butter London changed the formula for their popular nail hardener recently because recent reviews seem kind of mixed?
2 real searches · 1 real-search pass
Butter London nail hardener formula changed reformulated recent reviews ingredients 2025 2026Google ↗
OBSERVEDReason
Butter London Horse Power Nail Rescue Basecoat formula ingredients reformulation reviews recentGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Butter London nail hardener formula changed reformulated recent reviews ingredients 2025 2026 Google ↗
Butter London Horse Power Nail Rescue Basecoat formula ingredients reformulation reviews recent Google ↗
  1. Nail Strengtheners · butterlondon.com
  2. Horse Power Nail Rescue Basecoat · butterlondon.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Butter London nail hardener formula changed reformulated recent reviews ingredients 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Butter London Horse Power Nail Rescue Basecoat formula ingredients reformulation reviews recent
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1