How do Gun.io fees compare against Toptal for a freelance software engineer looking to maximize net take home pay?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do Gun.io fees compare against Toptal for a freelance software engineer looking to maximize net take home pay?
2 real searches · 1 real-search pass
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)
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
Gun.io freelancer fees commission contractor payment fees 2026 Google ↗
Toptal freelancer fees commission payment rate contractor 2026 Google ↗
- developer FAQ · gun.io
- freelancer information · gun.io
- talent FAQ · toptal.com
- Find Work · gun.io
- Pricing · gun.io
- Why Software Engineers Should Work with Gun.io · gun.io
- Toptal Fees for Freelance Developers: Who Pays What · billable.dev
Queries
2 queries · click a column to sort