Real ChatGPT answer · index seed9yrGsNttn0QcompleteCareers and HR · employee managementcommercial

What are the top rated consulting firms or tools for conducting salary benchmarking research in the tech startup sector this year?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the top rated consulting firms or tools for conducting salary benchmarking research in the tech startup sector this year?
2 real searches · 1 real-search pass
2026 tech startup compensation benchmarking salary survey providers Radford Pave Carta Mercer AonGoogle ↗
OBSERVEDComparison
2026 salary benchmarking tools tech startups Radford Pave Carta Comp Levels.fyi Mercer startup compensation survey consulting firmsGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2026 tech startup compensation benchmarking salary survey providers Radford Pave Carta Mercer Aon Google ↗
2026 salary benchmarking tools tech startups Radford Pave Carta Comp Levels.fyi Mercer startup compensation survey consulting firms Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 tech startup compensation benchmarking salary survey providers Radford Pave Carta Mercer Aon
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 salary benchmarking tools tech startups Radford Pave Carta Comp Levels.fyi Mercer startup compensation survey consulting firms
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1