Real ChatGPT answer · index seed2HEy8qMKZ3gcompleteCareers and HR · interviewscomparison

Which platform provides more accurate salary data for handling counter offers professionally, Levels fyi or H1B Salary Database?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which platform provides more accurate salary data for handling counter offers professionally, Levels fyi or H1B Salary Database?
1 real search · 1 real-search pass
Levels.fyi salary data methodology verified salaries compensation total compensation H1B salary database LCA data limitations actual wage salaryGoogle ↗
OBSERVEDShort fact

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 fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / 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 salary data methodology verified salaries compensation total compensation H1B salary database LCA data limitations actual wage salary Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Levels.fyi salary data methodology verified salaries compensation total compensation H1B salary database LCA data limitations actual wage salary
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1