Should I use LinkedIn ProFinder or Toptal to find remote software developer contracts now that I am retired from my full time corporate job?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should I use LinkedIn ProFinder or Toptal to find remote software developer contracts now that I am retired from my full time corporate job?
1 real search · 1 real-search pass
LinkedIn ProFinder current status 2026 LinkedIn Services Marketplace freelancers; Toptal talent screening freelance software developers contracts 2026Google ↗
OBSERVEDConsequence
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
LinkedIn ProFinder current status 2026 LinkedIn Services Marketplace freelancers; Toptal talent screening freelance software developers contracts 2026 Google ↗
- LinkedIn service provider matching for former Profinder Pros will no longer be available · linkedin.com
- LinkedIn Service Pages for Freelancers in 2026 · beingguru.com
- 6 Toptal Alternatives in 2026 for Tech Freelancers and Jobs · upwork.com
- 30 best freelance websites to find work in 2026 · hostinger.com
- Upwork vs. Toptal: An In-Depth Comparison · upwork.com
- The 10 Best Linkedin Alternatives for Hiring and Finding work in 2026 · upwork.com