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DACH engineering hire

Hire RAG engineers for your DACH team.

Find an engineer who can make your knowledge product retrieve the right information and explain where an answer came from. We assess retrieval, evaluation and access boundaries against your documents, languages and operating requirements.

Standard recruitment

Your search at a glance

Standard: 18% of first-year salary, paid on placement. No upfront fee; 90-day replacement guarantee. We confirm the fee basis for contractor engagements in your mandate.

Seniority
Mid-level · Senior · Staff / Tech Lead
Compensation guide
€56–78K 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.

Evidence for your hiring decision

CV evidence, a role-specific technical interview and recruiter notes, with a human review before the shortlist reaches your team.

DACH-specific hiring context

Make retrieval quality the centre of the brief.

A RAG hire fits when your product depends on finding reliable information across documents, records or internal knowledge. Define the corpus, update frequency, user permissions and failure you need to fix. A search tool for German technical manuals needs a different assessment from a customer-support assistant over short English articles.

We review ingestion and document parsing, chunking, metadata, search, reranking and evaluation as connected decisions. Ask the candidate to diagnose a missed answer: was the relevant document absent, parsed incorrectly, excluded by a filter, ranked too low or ignored during generation? A useful interview reveals how they isolate the problem before changing the model.

For German or multilingual retrieval, include representative documents and queries in the exercise. Assess terminology, document structure and how quality differs between languages. Keep product-language capability separate from the language used by your engineering team; neither follows automatically from a candidate’s home country.

The shortlist should identify what the candidate personally built, how retrieval quality was checked and which gaps need your interviewer’s attention. For permission-sensitive products, include a scenario where two users must see different source documents. Sanitised examples can support this discussion without exposing your production data or a former employer’s confidential materials.

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 client technical interviews

≈9/10

Among shortlisted candidates who reach the client’s technical interview stage.

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 client technical interviews: Candidates who pass the client technical interview stage, divided by shortlisted candidates assessed at that stage. Around 9 in 10 is an approximate general observation, not a published sample of exactly ten people.

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€100–130K€56–78K€10.08–14.04K€25–32.5K€14.92–18.46K
Staff / Tech Lead€130–160K€78–105K€14.04–18.9K€32.5–40K€18.46–21.1K

Indicative planning ranges for Germany employee base salaries and CEE annual contractor budgets, not measured market medians or a Switzerland/Austria benchmark. Fees are paid once: 18% of the CEE contractor budget shown versus 25% of the Germany salary shown. 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.

First-shortlist timing

Recruo first shortlist: First shortlist in 5 business days after an approved brief and signed mandate

The shortlist starts your interviews; a signed offer is a later milestone. Timing begins after the approved JD and signed mandate.

What affects the start date

No directly comparable market benchmark is presented

Client interviews, offer decisions and notice periods follow the shortlist.

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

A senior RAG engineer can own retrieval quality and the ingestion lifecycle. A staff-level hire fits shared search infrastructure or architecture across products. Choose the scope before setting the title or a fixed experience threshold.

Remote setup

Agree permitted access locations, collaboration hours and document-handling requirements before shortlisting. Hosting a system in an EU region and allowing a person to access its data are separate design and policy decisions.

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

Use a small, representative set of your document types and queries, with confidential content removed. Ask the candidate to explain the retrieval errors, their measurement approach and language-specific trade-offs. An English-only demo does not by itself establish German-language retrieval quality.

Tool familiarity is one signal. The assessment should also cover document ingestion, ranking decisions, access filters, evaluation and maintaining the corpus as content changes. We map that evidence to the system your team actually needs to operate.

Yes. Share the permitted locations and access conditions from your security team. We screen the search against those requirements and identify points for your review. Citizenship, residence, work authorisation and permission to access a dataset are separate facts.

Your responsible product, security and legal teams define the requirements. The engineer should be able to implement and explain the agreed controls, such as document permissions, data minimisation and retention. Hiring a RAG engineer does not certify the resulting system.

After the role brief is approved and the mandate is signed. We confirm the scope and requirements first. The commitment concerns the first shortlist, not a completed hire; interviews, any additional checks and the candidate’s notice period affect the start date.

Standard is a fixed 18% of the first annual salary, with the fee basis agreed in the mandate. It includes a 90-day replacement guarantee under the written terms. Replacement cover and the hire’s probation period are separate; review the agreement for the covered circumstances.

Get started

Tell us about your open role

Share your DACH RAG engineer brief. We agree scope, budget and timing with you; the 5-business-day first-shortlist timeline starts after the brief is approved and the mandate is signed.

Pay on placement

No upfront fee on the Standard plan

90-day guarantee

On Standard: free re-search if hire leaves

Human review

Recruiters review the screening evidence

Your hiring request

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