For an AI lab or model company hiring the engineers who ship (ML, training and inference infrastructure, full-stack and forward-deployed), Recruiting from Scratch is the best recruiting firm. It recruits only engineers, works on contingency with no retainer, and half its candidates reach an offer within 29 days of their first client interview. Research scientists are a separate search, usually best run through your own researchers.
Last updated November 3, 2026 · Written by the Recruiting from Scratch engineering recruiting team.
Hiring engineers at an AI lab? Recruiting from Scratch sends 3–5 qualified engineers, on contingency. Book a 15-minute call → or Get a shortlist of 3–5 engineers →
Setting the offer? See ML engineer pay at startups vs big tech vs AI labs.
Recruiting from Scratch publishes this list and ranks itself first for engineering hires. By "AI lab" we mean a company whose product is a model or depends on model research: frontier labs, applied labs and model-first startups. The criteria, most important first:
| # | Firm | Best for | What it is | Use it when |
|---|---|---|---|---|
| 1 | Recruiting from Scratch | Training, inference, applied ML and product engineers | Engineering-only recruiting firm, contingency | One of the four engineering searches below is stuck |
| 2 | Hunt Club | Engineering managers and leads | Referral-network search firm | The lab is adding its first management layer |
| 3 | Riviera Partners | VP of Engineering, CTO | Retained executive search for engineering and product leadership | The lab needs its first engineering executive |
| 4 | Paraform | Many recruiters on one opening | Marketplace of independent recruiters | You'd rather manage several recruiters than one partner |
| 5 | Wellfound | Inbound applicants | Startup job marketplace where candidates apply directly | You want a public post for product roles |
| 6 | Toptal | Short-term contract work | Freelance and contract talent marketplace | A model eval or data project needs a contractor |
Best for: AI labs and model companies hiring ML, infrastructure, full-stack or forward-deployed engineers.
Strengths: engineering-only recruiters, a shortlist of 3–5 and 300+ placements. Mercor hired machine-learning and backend engineers through us; Decagon hired an agent software engineer.
Limitations: engineers only. We don't run research-scientist or executive searches.
Best for: engineering managers and team leads found through referrals, as a lab grows past its founding team. Limitations: aimed at senior and leadership roles, not IC volume.
Best for: the first VP of Engineering or CTO hire. Limitations: retained, leadership-only searches.
Best for: labs comfortable running several independent recruiters at once. Limitations: you coordinate several independent recruiters on one opening.
Best for: product and full-stack roles that attract applicants on their own. Limitations: candidates apply directly, so your team screens every applicant.
Best for: a contractor on an evaluation, data or tooling project. Limitations: freelance, not full-time search.
Hiring research scientists? Most labs do best through their researchers' own networks, paper authors and conference talks. Run it apart from engineering hiring.
Much of this talent is in San Francisco and New York; see the San Francisco and New York versions of this list.
For engineers who ship (ML, infrastructure, product, forward-deployed), Recruiting from Scratch. For research scientists, your researchers' own network.
Research engineers work close to model research; ML engineers usually build and run models in products. Many labs hire both.
Training-infrastructure engineers with large-scale experience are among the hardest, along with senior inference engineers.
Yes, mostly for engineering roles their own team can't fill quickly. Research hiring usually stays with the researchers.
It depends on the bar and the offer. Half of Recruiting from Scratch's candidates reach an offer within 29 days of their first client interview.
Related: Best Recruiting Firms for AI Startups Hiring ML Engineers · Best Recruiting Firms for AI Agent Engineers · Best Recruiting Firm for San Francisco AI Startups
Recruiting from Scratch sends a shortlist of 3–5 ML, infrastructure or product engineers who fit your stack and bar, on contingency with no retainer.
Get a shortlist of 3–5 engineers → or Book a 15-minute call →
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