Real ChatGPT answer · index seediD9RYd4iv3scompleteCareers and HR · employee managementcomparison

Can you compare Radford and Mercer for conducting urgent salary benchmarking research on software engineering roles before we send out offers this afternoon?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Radford and Mercer for conducting urgent salary benchmarking research on software engineering roles before we send out offers this afternoon?
3 real searches · 1 real-search pass
Radford compensation survey technology software engineering job matching methodology Aon 2026Google ↗
OBSERVEDReason
Mercer compensation surveys technology software engineering benchmark methodology 2026Google ↗
OBSERVEDReason
Radford vs Mercer salary survey technology compensation benchmarking 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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
Radford compensation survey technology software engineering job matching methodology Aon 2026 Google ↗
Mercer compensation surveys technology software engineering benchmark methodology 2026 Google ↗
Radford vs Mercer salary survey technology compensation benchmarking comparison Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Radford compensation survey technology software engineering job matching methodology Aon 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Mercer compensation surveys technology software engineering benchmark methodology 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Radford vs Mercer salary survey technology compensation benchmarking comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1