An embodied AI startup has made little progress on a core technical appointment for six months. The founder hires a search firm or RPO provider, signs the contract and pays an advance. Three months later, more than a dozen CVs have arrived, but the interviews still miss the mark. Some candidates work in industrial robot control, others in service-robot algorithms, and some have no meaningful understanding of vision-language-action models.
The founder thought outsourcing would take the problem off the company's hands. The missing element was often the work the company itself still had to do.
Keep ownership of the role definition
“Embodied AI engineer” is not a standard assignment. Depending on the company, it may mean VLA model training, whole-body motion control, hardware integration or technical team leadership.
If the employer has not decided which problem the hire must solve, a recruitment provider can only infer the requirement. Even a competent search can then produce the wrong people.
China Daily's coverage of Liepin's RPO service stresses quality and efficiency at every stage rather than simply bringing people into the organisation. That starts with a brief the employer can explain.
Define the capability requirements together with the provider, using the product roadmap, R&D team and project stage. The consultant can help translate those needs into market terms. Technical direction, the role's position in the team and its decision-making authority still belong to the employer.
Retain the final assessment and appointment decision
An industry analysis attributed to CKHR describes RPO as outsourcing some or all recruitment activities while retaining the final hiring decision. The distinction becomes important when a founder is unsure how to compare candidates.
Repeatedly asking for five or six more profiles does not create an assessment method. Nor should an employer rely entirely on a provider's positive description of a candidate. The provider can supply market context, compensation advice and background information; the employer must decide whether the person can solve the team's problem.
Examples include a Moka HR case in which a SaaS company spent RMB 200,000 on RPO but only RMB 8,000 on interviewer training. Probation-period departures reportedly reached 41%, while business-team satisfaction with HR fell from 8.2 to 5.6. Three interview rounds produced contradictory evaluations because technical interviewers were working to different criteria.
The case makes an important distinction: access to candidates and the ability to assess them are separate capabilities. Outsourcing the first does not remove the need to develop the second.
Decide compensation and offers internally
A provider can research market pay, compare compensation structures and discuss expectations with candidates. The employer must decide the offer, equity allocation, level and balance between cash and long-term incentives.
Those choices reveal how the business sees the role: a short-term project requirement or a long-term technical partner. They also depend on cash flow, funding plans and internal pay relationships that an external recruiter cannot own.
An article attributed to Tianzhu Knowledge Sharing describes HR's role after outsourcing as moving from transaction processing towards supplier management, while retaining service oversight and final hiring authority. That oversight matters during negotiation: bringing a process to completion and making the right long-term appointment are not automatically the same objective.
Assess the working relationship directly
In a startup of a dozen or so people, the founder works closely with every core hire. Technical interviews and project evidence can establish important skills, but the company also needs to understand how the person communicates, collaborates and responds to the demands of an early-stage business.
An external consultant may have several calls and one or two meetings with the candidate. That is useful, but it cannot fully reproduce the team's actual working environment or the founder's management style.
The provider can raise matters worth exploring, such as a pattern of short tenures or a difficult previous reporting relationship. The employer should examine the context and assess the working relationship for itself, rather than treat a warning sign as an automatic verdict.
Lead changes in hiring direction
Three months can change an embodied AI company's priorities. A role initially centred on VLA training may become a simulation-to-reality challenge; an algorithm search may reveal that engineering delivery is the more urgent need.
The employer must initiate that change with the provider. Waiting until another dozen unsuitable CVs arrive wastes time on both sides.
An Elabour article argues that each recruitment state should have an identifiable source, owner and next action. In an outsourced relationship, that means reviewing recommendation quality, technical fit and delays, then deciding together what to change.
Give the provider the work it can do well
Targeted approaches to passive candidates, Talent Mapping, initial screening, interview coordination, compensation research, candidate follow-up and pre-joining administration can all absorb substantial internal time. A specialist team can bring reach and a more consistent process to that work.
RPO is evolving from high-volume manual screening towards a combination of algorithm-assisted screening, consultant judgement and ongoing candidate communication. The potential benefit includes quality, Candidate Experience and a consistent employer message, as well as speed.
The working division is straightforward:
- Employer-owned: role definition, final interviews and appointment, compensation and equity, the working relationship, and changes in strategy.
- Provider-led: sourcing, initial contact and screening, market-pay research, interview logistics and pre-joining follow-up.
- Joint: reviews of candidate quality, adjustments based on market feedback, and improvements to interviews and assessment criteria.
Before signing an outsourcing agreement, clarify the technical route, team structure, authority, budget and problem the appointment must solve. UB hunter uses that discussion at the start of both RPO and executive-search work in embodied AI. A clear brief gives the external team something precise to execute.