Real ChatGPT answer · index seedZ72QH2cPya4completeCareers and HR · interviewscomparison

Are Glassdoor salary estimates or levels.fyi data more accurate for negotiating an incoming software engineering offer right now?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are Glassdoor salary estimates or levels.fyi data more accurate for negotiating an incoming software engineering offer right now?
1 real search · 1 real-search pass
Levels.fyi compensation data methodology salary submissions verification 2026 Glassdoor salary estimates methodology software engineer compensation comparisonGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
Levels.fyi compensation data methodology salary submissions verification 2026 Glassdoor salary estimates methodology software engineer compensation comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Levels.fyi compensation data methodology salary submissions verification 2026 Glassdoor salary estimates methodology software engineer compensation comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1