Real ChatGPT answer · index seed82G7MUwyPSwcompleteCareers and HR · job searchcommercial

how do I find the best compensation consultants to help us structure competitive equity offers for tech startups

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
how do I find the best compensation consultants to help us structure competitive equity offers for tech startups
2 real searches · 1 real-search pass
best startup executive compensation consulting firms equity compensation benchmarking technology startups Radford Comptryx Aon MercerGoogle ↗
OBSERVEDComparison
boutique compensation consultants venture backed startups equity compensation design startup compensation consultingGoogle ↗
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). 2 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
best startup executive compensation consulting firms equity compensation benchmarking technology startups Radford Comptryx Aon Mercer Google ↗
boutique compensation consultants venture backed startups equity compensation design startup compensation consulting Google ↗
  1. Aon Radford · aon.com
  2. Pave · pave.com
  3. Carta · carta.com
  4. Mercer · mercer.com
  5. Korn Ferry · kornferry.com
  6. Compensation Data · pillar.vc
  7. Executive Compensation · a16z.com
  8. Executive compensation · mercer.com
  9. Survey Partners · bettercomp.com
  10. Wailea Consulting · shelbywolpaconsulting.com
  11. Compensation Planning with Precision - Use Market Data and Tools that Scale · shelbywolpaconsulting.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best startup executive compensation consulting firms equity compensation benchmarking technology startups Radford Comptryx Aon Mercer
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
boutique compensation consultants venture backed startups equity compensation design startup compensation consulting
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1