Real ChatGPT answer · index seedhlO2SglFYDQcompleteRetail and ecommerce · luxury goodsinformational

I need to know if bringing an older Montblanc fountain pen for repairs to an authorized boutique is usually more cost effective than using an independent nib specialist.

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to know if bringing an older Montblanc fountain pen for repairs to an authorized boutique is usually more cost effective than using an independent nib specialist.
2 real searches · 1 real-search pass
Montblanc official fountain pen repair service vintage pen repair service prices nib replacementGoogle ↗
OBSERVEDOther / navigational
independent Montblanc fountain pen repair nib specialist pricing repair vintageGoogle ↗
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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

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
Montblanc official fountain pen repair service vintage pen repair service prices nib replacement Google ↗
independent Montblanc fountain pen repair nib specialist pricing repair vintage Google ↗
  1. fast-qua.montblanc.com · fast-qua.montblanc.com
  2. Montblanc Authorized Repair Services · myjewelryrepair.com
  3. Montblanc Fountain Pen General Repair Service · gcmurphy.com
  4. Nib Services · indypendance.com
  5. Repairs · ink-pen.com
  6. montblanc.com · montblanc.com
  7. fast-qua.montblanc.com · fast-qua.montblanc.com
  8. Montblanc Repair Services · montblanc.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Montblanc official fountain pen repair service vintage pen repair service prices nib replacement
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
independent Montblanc fountain pen repair nib specialist pricing repair vintage
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1