Define quality
Task-specific rubrics, representative datasets and baseline scores.
SPECIALIST RECRUITING / 08
Hire AI Evaluation Engineers.
With a focused search.
Turn AI quality into a repeatable release decision, with datasets, scorecards and regression checks. Connect the role with recruiters who understand the discipline and the evidence of a strong candidate.
Europe-based candidates · US overlap agreed before introductions · Success-based permanent placements.
AI Evaluation Engineers
ROLE CONTEXT → RECRUITER EXPERTISE → CANDIDATE FITSTART WITH THE OUTCOME
Know the work.
Find the right experience.
A clear role brief gives specialist recruiters a better starting point for the search.
Find regressions
Automated evaluations for model, prompt and retrieval changes.
Connect to users
Human review and production feedback that expose real failure modes.
CANDIDATE EVIDENCE
Give the search
a shared hiring bar.
Use these signals to align the recruiter’s search and your interview conversations around the same evidence.
Our assessment approachEvaluation design grounded in the task and risk
Understanding of dataset leakage and judge-model bias
A release decision informed by measured failures
Ability to connect offline scores to production behavior
THE FIRST CONVERSATION
Make the role
specific from day one.
Discuss these possible outcomes with your hiring team and recruiter. Adapt them to the scope and seniority of the role.
- 01Task-specific rubrics, representative datasets and baseline scores.
- 02Automated evaluations for model, prompt and retrieval changes.
- 03Human review and production feedback that expose real failure modes.
THE RECRUITING PROCESS
Your role.
A connected search.
Define the brief
Agree the scope, relevant experience, compensation context and the first useful outcome.
Align the expertise
Connect the search with recruiting knowledge relevant to this discipline.
Meet and evaluate
Review the evidence, interview consistently and share clear feedback.
THE BUSINESS CASE
Great AI talent.
A different cost base.
Explore the economics for your specialty. Compare first-year employee costs, including recruiting, employer-cost allowances and an EOR service.
02 / POTENTIAL FIRST-YEAR SAVING
$109,64748.5% lower modeled EU cost in year one
Includes the 15% placement fee and EOR allowance at the default settings. Your actual costs may differ.
| Included cost | US | Europe |
|---|---|---|
| Base salary | $174,000 | $77,252 |
| Taxes + benefits allowance | $52,200 | $19,313 |
| EOR service / year | $0 | $8,400 |
| One-time recruitment | $0 | $11,588 |
| Other annual costs | $0 | $0 |
Following-year modeled difference: $121,235. Same salaries and recurring costs; no repeat placement fee.
Discuss this hiring budgetSalary references, currency conversion & calculation method
One reference market, not a European average. The model uses US salaries and Poland as the European reference market. Pearson Carter’s 2026 guide provides medium-market base-pay figures, excluding bonuses and incentives. They do not establish matched candidate quality or a seniority-specific quote. Salary guide ↗
| Reference family | US annual base | Reference gross / month |
|---|---|---|
| AI Engineer | $165,000 | PLN 26,000 |
| MLOps Engineer | $171,000 | PLN 25,000 |
| Data Engineer | $167,000 | PLN 26,000 |
| Machine Learning Engineer | $174,000 | PLN 25,000 |
Specialty mapping. Agentic AI, Applied AI / LLM, Forward Deployed AI, AI Product, AI Security and AI Automation use the AI Engineer reference. Infrastructure uses MLOps; Data / RAG uses Data Engineer; Evaluation and GPU Inference use Machine Learning Engineer. These are planning proxies for specialist roles, not ten separately measured market medians.
Currency conversion. ECB reference rates dated October 16, 2026: €1 = $1.1253 and PLN 4.3700. Annual European salary = monthly PLN × 12 × 0.25750572, rounded to the nearest dollar. This is a fixed snapshot, not a live FX feed. ECB reference rates ↗
The full formula. First-year cost = annual base salary + employer-cost allowance + annual EOR fee (if applicable) + one-time recruitment fee + other annual costs. Multiply each side by the number of identical hires. Saving = US cost − European cost; percentage = saving ÷ US cost. A negative result means the European scenario costs more.
Employer costs and EOR. The editable 30% / 25% allowances cover employer taxes and benefits for planning. They are not a country-specific payroll calculation. The $700 EOR allowance rounds Remote’s $699 standard monthly service fee; salary, benefits and other charges are separate. This does not imply a partnership. EOR pricing reference ↗
Checked October 19, 2026. CrewContract’s introductory permanent placement fee is 15% of first-year gross base salary, subject to written engagement terms. Confirm country, compensation, current exchange rate, employment route and all fees before making a hiring decision. Contractor invoices need a separate model.
THE DETAILS
Your questions,
answered.
Should developers own evaluation too?
Yes. A dedicated evaluation engineer adds depth when teams need shared datasets, consistent rubrics and reliable quality gates across multiple AI features.
Is CrewContract for companies or recruiters?
Both. Companies use the model to connect a hiring need with specialist recruiting expertise. Independent recruiters and agencies explore partnerships built around relevant client searches and placements.
How are timing and commercial terms agreed?
Confirm the search scope, required expertise, availability, fees and payment milestones before work starts. Permanent placements use a success-based model; contract engagements are scoped separately. See engagements and fees for the details to agree.
RELATED SPECIALTIES
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