Skip to main content
RecruoRecruo

DACH engineering hire

Hire AI evals engineers for your DACH team.

Find an engineer who can show whether an AI change improves your product. We assess test design, human review, model-based grading and regression analysis against the decisions your team needs to make.

Standard recruitment

Your search at a glance

Standard: 18% of first-year salary. $2,000 is paid at launch and credited toward that total; the balance is due when your hire starts. We agree the salary basis and search scope before payment.

60-day search, launch-payment refund and replacement terms

Seniority
Mid-level · Senior · Staff / Tech Lead
Compensation guide
€56–76K indicative annual CEE contractor budget for senior.
Search markets
CEE candidates for DACH teams; working-hour overlap and work location agreed in your brief.

Compensation is indicative. We agree the salary band, locations and working-hour overlap before search; the placement fee is separate.

Focus your engineers’ interview time

We assess technical and soft skills before introducing candidates, so your engineers meet people who have passed the agreed requirements. Review the evidence, run your own technical and team interviews, and choose who to hire. We support coordination and the offer process.

DACH-specific hiring context

Hire someone who can turn model scores into release decisions.

An evals engineer is useful when model changes are hard to compare, failures reach customers or teams disagree about what acceptable quality means. Start with the decision the evaluation must support: releasing a new model, changing retrieval, expanding to German-speaking users or limiting an agent’s actions. The role needs a clear owner and access to the people who understand the domain.

We assess how candidates build a representative test set, define a rubric, separate development data from evaluation data and explain uncertainty. Ask them to review an evaluation that shows an improvement overall but a regression for an important user group. Their response should connect the evidence to a release decision and further investigation.

When using an LLM as a judge, ask how its scores are checked against human judgements and how disagreements are investigated. Versioned test cases and repeatable comparisons help make changes reviewable. These are practical assessment areas consistent with OpenAI’s evaluation guidance; a tool name alone does not demonstrate them.

For a DACH product, include the languages, document formats and workflows your users encounter. Evaluation work may contribute technical evidence to a wider governance review, but the engineer does not replace your legal or compliance owners. We review job-relevant evidence, including confidential-work alternatives, rather than requiring a particular academic background or public benchmark score.

Across Recruo searches

Our recruitment results so far

Company-wide observations reported by Recruo’s founder on 11 September 2026. These describe our overall experience, rather than a separate cohort for this role or region.

Pass every client assessment stage

≈9/10

Presented candidates who successfully pass the client’s full assessment process, including technical interviews.

Candidates the client would offer to

≈4/5

Client willingness to make an offer after assessment. Offers sent, accepted and hires are separate outcomes.

Completed probation periods passed

100%

All placed candidates whose probation has concluded have passed so far. Ongoing probation periods are excluded.

How to read these results

Pass every client assessment stage: Candidates who pass all client assessment stages, relative to candidates presented. Around 9 in 10 is an approximate company-wide observation, not a published sample of exactly ten people. Offers, acceptance and starts are separate outcomes; sample size, reporting period and treatment of ongoing assessments are not yet published.

Candidates the client would offer to: Presented candidates the client considers suitable for an offer, divided by candidates presented. Around 4 in 5 describes willingness to offer; it does not mean four offers or hires for every five candidates.

Completed probation periods passed: Placed candidates who passed probation, divided by placements whose probation period has ended. Probation lengths vary by engagement; this is not a 90-day retention measure or a guarantee of future outcomes.

Sample sizes and the reporting period are not yet published. The candidate ratios are approximate; none of these results is a forecast for your vacancy.

Germany budget guide

Plan the salary, contract budget and placement fee.

Swipe across to compare placement fees →

DACH salary bands by seniority: local salary, Recruo CEE-equivalent, Recruo fee, Personalberatung fee and illustrative fee difference
SeniorityGermany employee salaryCEE contractor budget18% of CEE contract budget25% of Germany salary (example)Illustrative fee difference
Mid-level€68–88K€40–55K€7.2–9.9K€17–22K€9.8–12.1K
Senior€98–125K€56–76K€10.08–13.68K€24.5–31.3K€14.42–17.62K
Staff / Tech Lead€125–155K€76–102K€13.68–18.36K€31.3–38.8K€17.62–20.44K

Indicative planning ranges for Germany employee base salaries and CEE annual contractor budgets, not measured market medians or a Switzerland/Austria benchmark. Total recruitment fee: 18% of the CEE contractor budget shown versus 25% of the Germany salary shown. $2,000 is paid at launch and credited toward the total; the balance is due when your hire starts. The difference combines two effects: different compensation bases and different fee rates. It is not a like-for-like saving on the same salary. Employer taxes, benefits, EOR costs and other engagement costs are excluded. The comparison agency rate is an assumption, not a market-wide standard. Figures are rounded; the fee difference on the same salary is 7 percentage points.

Budget assumptions

Budget the placement fee and the engagement separately.

These ranges are indicative planning estimates, not a measured salary survey or a candidate quote. The local column describes annual employee salary; the CEE column describes annual B2B contract fees. They are different engagement models. Compare employer contributions, benefits, leave, equipment, tax treatment and any EOR fees before comparing total costs. The figures are not a country-specific quote for Austria or Switzerland.

Illustrative fee example: on the same €100,000 first annual salary, Recruo Standard at 18% is €18,000. A hypothetical agency fee of 25% is €25,000, a €7,000 difference. The 25% is a comparison assumption, not a claimed market standard. Table fee differences also reflect different compensation bases; they are not savings from the fee rate alone. For B2B engagements, agree the annual fee basis in the mandate.

Search timeline

First qualifying finalist: First qualifying finalist by business day 15, or stop for a full $2,000 refund; 60-calendar-day search

Finalists have passed the agreed assessment stages. The 60-calendar-day search begins on the agreed launch date; your team makes the final hiring decision.

What affects the start date

No directly comparable market benchmark is presented

Final conversations, offer decisions and notice periods affect the hire’s start date.

Recruo service commitment for the first shortlist. Interviews, notice periods and the start date follow a separate timeline.

Work-authorisation patterns

  • • Confirm the hiring entity, candidate’s actual work location and engagement model before agreeing terms.
  • • Review local employment, contracting and work-authorisation requirements for the planned arrangement with the relevant advisers or provider.
  • • Germany, Austria and Switzerland need separate country review; a German rule or an EU-region hosting choice is not a DACH-wide clearance.

Level of ownership

Choose a senior engineer to own evaluation design and release evidence. Staff scope can include standards used by several teams, reviewer workflows and resolving trade-offs between product, engineering and domain experts.

Remote setup

Define how the engineer works with domain reviewers, who can label sensitive examples and which environments they may access. Agree meeting hours and the working language before sourcing so evaluation feedback can happen within your team’s process.

Contracting and candidate data: what to agree before search

DACH contracting review

Choose the contracting structure for the actual engagement.

B2B contracting and employment through an EOR are different arrangements. Review employment status, payroll, worker-leasing and local requirements with qualified advisers before the role starts. A foreign registered business is not a blanket exemption from employment obligations.

Privacy and human oversight

Human-in-the-loop is the default, not a retrofit.

A human recruiter reviews shortlist evidence before client handoff. Data-processing roles, notices, retention, hosting and transfer arrangements need to match the engagement. Ask our team for the applicable terms and documentation for your review.

Technical perspective

Oleh Datskiv

Oleh Datskiv

CEO & Co-founder

Oleh leads Recruo and contributes technical review to the search, helping the recruitment team assess relevant engineering experience against your role brief.

FAQ

Frequently asked questions

An LLM engineer primarily builds model-powered behaviour. An evals engineer primarily builds the measurement and review process used to assess it. The roles can overlap; a dedicated evals hire makes sense when that measurement work needs sustained ownership.

No. The role can produce repeatable tests, documented limitations and technical evidence for your review. Applicable obligations and an audit outcome depend on the system, its use and the organisation’s broader controls.

We ask how they chose a rubric, compared judge outputs with human labels and handled inconsistent or biased scores. A job-relevant exercise can ask them to identify weaknesses in an existing evaluation and explain what evidence would justify a release.

That depends on access to examples, domain reviewers and a clear decision to support. Set the first milestone around one representative workflow, an agreed rubric and a repeatable comparison. We do not present a universal delivery timeline as a measured placement result.

The search runs for 60 calendar days from the agreed launch date. If no qualifying finalist is introduced by the end of business day 15, you can stop the search and receive a full $2,000 refund. Finalists have passed all agreed technical and soft-skill stages, with interest, compensation expectations and availability confirmed. Final conversations, offer acceptance and notice periods affect the start date. See Standard terms.

Standard is 18% of the first-year salary. A $2,000 launch payment is credited toward that total; the balance is due when your hire starts. If the business-day-15 finalist milestone is met but no hire starts, the launch payment covers the work and no remaining fee is due. If your hire leaves or is let go within 90 days of starting, we provide one replacement search of up to 60 days at no additional recruitment fee, under the conditions agreed before launch. For B2B engagements, agree the annual fee basis before launch. See Standard terms.

Get started

Tell us about your open role

Share your DACH AI evals engineer brief. We agree assessment criteria, budget, launch date and the 60-day search scope before you commit.

$2,000 to launch

Fully credited toward the 18% Standard fee

90-day guarantee

One replacement search under agreed conditions

Human review

Recruiters review the screening evidence

Your hiring request

We use these details to respond to your request. Read our Privacy Policy.