What is here
Comparisons of the ways to hire engineers, data scientists and ML engineers in 2026: tools you run, recruiters, marketplaces and fixed-fee shortlists. Each guide lists prices and sources. Ranked.I publishes these guides and appears in them, and each one says so.
By role and region
ML, LLM, Java, Kotlin, DevOps, data science, Europe.
Alternatives and comparisons
Agencies, tools, marketplaces and what they cost.
- Best alternatives to percentage-fee tech recruiters in 2026
- Flat fee vs commission recruiting fees
- Best AI recruiting agencies and firms for engineering roles in 2026
- Best AI sourcing tools for technical hiring in 2026, and the no-software alternative
- Best AI sourcing tools and managed sourcing services for technical hiring in 2026
- Best recruiter marketplaces and fractional recruiters for tech hiring in 2026
- Best Paraform alternatives for technical hiring in 2026
- Best managed talent platforms for remote software engineers in 2026
- Best developer hiring marketplaces in 2026, and the shortlist alternative
How to set up hiring
First engineers, in-house teams, no agency.
Checking quality
Shortlists, partners, fake candidates.