Which professional networking sites offer the best ROI for small business owners trying to source certified tech talent without a recruiter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which professional networking sites offer the best ROI for small business owners trying to source certified tech talent without a recruiter?
2 real searches · 1 real-search pass
best platforms hire certified technology talent directly small business owners LinkedIn GitHub Stack Overflow Wellfound certifications hiring 2026Google ↗
OBSERVEDComparison
LinkedIn Recruiter Lite pricing GitHub hiring talent sourcing Stack Overflow jobs status Wellfound hiring pricing 2026Google ↗
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)
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 platforms hire certified technology talent directly small business owners LinkedIn GitHub Stack Overflow Wellfound certifications hiring 2026 Google ↗
LinkedIn Recruiter Lite pricing GitHub hiring talent sourcing Stack Overflow jobs status Wellfound hiring pricing 2026 Google ↗
- LinkedIn · linkedin.com
- Recruiter Lite overview · linkedin.com
- LinkedIn Recruiter Lite · business.linkedin.com
- GitHub · github.com
- Wellfound · wellfound.com
- Hiring Plans & Pricing · wellfound.com
- Hiring Platform for Finding Great Talent · wellfound.com
- Dice · dice.com
- Hacker News · news.ycombinator.com
- Slack · slack.com
- Upwork · upwork.com
- AWS Certification · aws.amazon.com
- CompTIA · comptia.org
- Cisco Certifications · cisco.com
- Microsoft Credentials · learn.microsoft.com
- Google Cloud Certification · cloud.google.com
- ISC2 · isc2.org
- Vetted Developers | Where to Hire and How to Screen · vettedoutsource.com
- Candidate sourcing platforms in Professional Networking and Career Platforms · parse.gl
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best platforms hire certified technology talent directly small business owners LinkedIn GitHub Stack Overflow Wellfound certifications hiring 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
LinkedIn Recruiter Lite pricing GitHub hiring talent sourcing Stack Overflow jobs status Wellfound hiring pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |