Real ChatGPT answer · index seedpQKVgaOl1BQcompleteCareers and HR · job searchbrand

Why do so many applicants say the Google Jobs salary estimator is way off for remote software engineering roles compared to Levels.fyi data?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why do so many applicants say the Google Jobs salary estimator is way off for remote software engineering roles compared to Levels.fyi data?
3 real searches · 1 real-search pass
Google Jobs salary estimates methodology salary range job postings estimated salaries Google Jobs software engineerGoogle ↗
OBSERVEDOther / navigational
Levels.fyi compensation data methodology self reported total compensation base salary stock bonus software engineersGoogle ↗
OBSERVEDReason
Google for Jobs salary estimates remote jobs salary location estimates methodologyGoogle ↗
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 (3)
Short factOther / navigational33%Comparison33%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Google Jobs salary estimates methodology salary range job postings estimated salaries Google Jobs software engineer Google ↗
Levels.fyi compensation data methodology self reported total compensation base salary stock bonus software engineers Google ↗
Google for Jobs salary estimates remote jobs salary location estimates methodology Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Jobs salary estimates methodology salary range job postings estimated salaries Google Jobs software engineer
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Levels.fyi compensation data methodology self reported total compensation base salary stock bonus software engineers
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google for Jobs salary estimates remote jobs salary location estimates methodology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1