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Is Firsthand formerly known as Vault actually helpful for getting insider advice on investment banking firms, or is it a waste of time?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Firsthand formerly known as Vault actually helpful for getting insider advice on investment banking firms, or is it a waste of time?
1 real search · 1 real-search pass
Firsthand formerly Vault investment banking reviews insider advice firm profiles user value career researchGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
Firsthand formerly Vault investment banking reviews insider advice firm profiles user value career research Google ↗
  1. Best Banking Firms to Work For · legacy.vault.com
  2. Best Banking Firms to Work For · vault.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Firsthand formerly Vault investment banking reviews insider advice firm profiles user value career research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1