Which career advisory websites provide the most accurate benchmarks for software engineer compensation packages at mid-sized tech companies right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which career advisory websites provide the most accurate benchmarks for software engineer compensation packages at mid-sized tech companies right now
4 real searches · 1 real-search pass
2026 software engineer compensation benchmarks mid-sized technology companies Levels.fyi Pave Carta Radford data methodology equity total compensationGoogle ↗
OBSERVEDComparison
Levels.fyi compensation data methodology salary bonus stock software engineer 2026Google ↗
OBSERVEDOther / navigational
Pave compensation benchmark data methodology technology companies private company compensation 2026Google ↗
OBSERVEDReason
Carta compensation data startup private company salary equity benchmarks 2026Google ↗
OBSERVEDOther / navigational
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 software engineer compensation benchmarks mid-sized technology companies Levels.fyi Pave Carta Radford data methodology equity total compensation Google ↗
Levels.fyi compensation data methodology salary bonus stock software engineer 2026 Google ↗
Pave compensation benchmark data methodology technology companies private company compensation 2026 Google ↗
Carta compensation data startup private company salary equity benchmarks 2026 Google ↗
- Real-time Compensation Benchmarking, API and MCP · levels.fyi
- About Levels.fyi · levels.fyi
- Compensation Data Methodology · pave.com
- Carta Release Notes - Product Updates · releasenotes.carta.com
- State of Startup Compensation: H1 2026 · carta.com
- How to build a compensation philosophy · charthop.com
- How to find and evaluate reliable tech salary benchmarks · ravio.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 software engineer compensation benchmarks mid-sized technology companies Levels.fyi Pave Carta Radford data methodology equity total compensation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Levels.fyi compensation data methodology salary bonus stock software engineer 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Pave compensation benchmark data methodology technology companies private company compensation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Carta compensation data startup private company salary equity benchmarks 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |