Collaborate and Conquer: Strategies for Lasting Partnerships in Recruitment

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    Mbinu Bora za Kujenga Ushirikiano wa Muda Mrefu••By ELEC Team

    Learn how agencies in the ELEC network build long-term recruitment partnerships that deliver speed, quality, and compliance. This detailed playbook covers partner selection, SLAs, pricing, Romania salary examples, cross-border hiring, and day-to-day operations.

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    Collaborate and Conquer: Strategies for Lasting Partnerships in Recruitment

    Engaging introduction

    In a market where skills are scarce, timelines are tight, and hiring volumes spike unpredictably, going it alone is a risky bet. Partnerships are how recruitment teams deliver speed, quality, and scale without breaking compliance or budgets. Long-term partnerships - not one-off transactions - are the engine behind sustainable growth in the ELEC network across Europe and the Middle East.

    This article outlines a proven playbook for building and maintaining long-term agency-to-agency partnerships that deliver measurable value. Whether you are a specialist boutique in Cluj-Napoca, a high-volume staffing firm in Bucharest, a technical recruiter in Timisoara, or a cross-border sourcing partner delivering talent to Iasi, Dubai, or Riyadh, you will find practical steps, templates, and examples you can apply immediately.

    You will learn how to select partners, structure agreements, operationalize collaboration, share data safely, measure performance, align incentives, and resolve disputes before they escalate. We will also share salary and employer examples from key Romanian cities and typical fee models used across ELEC collaborations. The goal is simple: help you collaborate and conquer with strategies that stand the test of time.


    Why long-term partnerships beat ad-hoc deals

    1) Higher fill rates and faster cycle times

    • Familiar partners qualify roles faster, share calibrated talent pools, and mobilize resources on day 1.
    • Repeated collaboration enables pattern recognition: what a client actually accepts, how to avoid rework, and where to find the right candidates quickly.

    2) Better quality and lower fall-offs

    • Joint screening standards and feedback loops reduce mismatches.
    • Shared interview coaching and offer management decrease reneges and first-90-day attrition.

    3) Lower compliance and reputational risk

    • Trusted partners follow agreed data and brand guidelines, reducing GDPR issues and miscommunication with candidates.
    • One ELEC-aligned message to market strengthens brand equity and candidate trust.

    4) More predictable revenue and planning

    • Stable pipelines, standard margins, and split-fee models allow better forecasting and headcount planning.
    • Repeatable collaboration process reduces onboarding costs for each new role or market.

    Laying the foundation: select the right partner

    The fastest way to ruin a partnership is to start with the wrong fit. Use a structured due diligence approach.

    Capability and coverage matrix

    List your must-haves and nice-to-haves:

    • Sector specialisms: IT, engineering, finance, healthcare, construction, BPO/SSC.
    • Role levels: entry, specialist, management, executive.
    • Geography: Romania (Bucharest, Cluj-Napoca, Timisoara, Iasi), EU markets, GCC (UAE, KSA, Qatar).
    • Delivery models: perm, contract, RPO, project hiring, executive search.
    • Languages: Romanian, English, German, French, Arabic.
    • Tools: ATS compatibility, sourcing tools, assessment platforms.

    Build a simple 2-axis matrix:

    • X-axis: Role families and levels you need.
    • Y-axis: Regions you hire for.

    Map each potential partner against this matrix to spot complementarity and overlap. Aim for 70-80% complementary capabilities and a shared sweet spot where you can co-deliver quickly.

    Diligence checklist

    • References: 3 recent client testimonials, preferably in your target markets.
    • Metrics: last 12 months fill rate, average time-to-shortlist, interview-to-offer ratio, 90-day retention.
    • Compliance: GDPR processes, data retention policy, consent capture, cross-border data measures.
    • Finance: solvency check, billing cycle, credit terms, currency handling.
    • Team: named consultants with CVs and LinkedIn profiles.
    • Cultural fit: responsiveness, transparency, problem-solving style.

    Red flags to avoid

    • Overpromising with no evidence (e.g., guaranteeing 24-hour delivery on niche roles).
    • Reluctance to share processes or references.
    • No written data protection procedures.
    • Unclear escalation or single point of contact.

    Put it in writing: partnership architecture that lasts

    Handshake agreements are fine to start a conversation, not to build a business. Create a layered documentation stack to prevent ambiguity.

    1) Master collaboration framework (MCF)

    A high-level document that defines the relationship and the ground rules:

    • Purpose and scope: which markets, role types, and delivery models are in-scope.
    • Term and review cadence: 12-24 months with quarterly reviews.
    • Confidentiality and data privacy: GDPR, DPA, cross-border data transfer safeguards.
    • Non-solicitation: mutual non-poaching of each other's staff and clients for 12 months.
    • Branding and candidate communication rules.

    2) Service level agreement (SLA)

    Specific operational performance metrics and timelines:

    • Intake: co-hosted intake call within 24-48 hours of new role.
    • Shortlist: first 2-3 candidates within 3-5 business days for standard roles; 7-10 days for niche.
    • Quality bar: 80%+ of submitted candidates pass internal screen; 50%+ invited to client interview.
    • Feedback loop: feedback to candidate and partner within 48 hours of receipt from client.
    • Interview support: structured prep within 24 hours of interview scheduling.
    • Offer management: deliver verbal acceptance within 24 hours; written confirm within 72 hours.
    • Reporting: weekly pipeline report by Friday 12:00 local time.

    3) Commercial schedule

    Clear money rules prevent friction later:

    • Placement fees: 12-18% of annual gross base salary for standard permanent roles, up to 20-25% for niche or executive.
    • Contract/temporary markup: 18-35% on top of pay rate, depending on seniority and scarcity.
    • Split-fee models:
      • 50/50: common for equal contribution.
      • 60/40: sourcing vs. account ownership.
      • 70/30: niche sourcing partner premium.
    • Payment terms: 30 days from invoice unless otherwise agreed.
    • Replacement/guarantee: 60-90 days for junior-mid, 90-120 days for senior; 1 free replacement or pro-rata refund.
    • Currency: invoicing currency, FX rate source (e.g., ECB close on offer date), and FX risk owner.

    4) Role-specific work orders (WSO)

    A per-vacancy addendum that captures unique details:

    • Hiring manager profile, top 3 must-haves, top 3 nice-to-haves.
    • Submission format and scorecard criteria.
    • Diversity or language requirements.
    • Interview structure, decision makers, and ideal timeline.

    5) Governance map (RACI)

    • Responsible: who sources, who screens, who submits.
    • Accountable: who owns the client relationship and final sign-off.
    • Consulted: compliance, payroll, legal.
    • Informed: finance, marketing, operations.

    Operationalizing collaboration: your day-to-day playbook

    Standardized intake that prevents rework

    Run a 45-minute intake call for every new role with both agencies and, where possible, the client hiring manager. Use this agenda:

    1. Business context: why the role matters, success outcomes in 6 and 12 months.
    2. Must-have skills: skills, years, tools, and must-have industry exposure.
    3. Deal-breakers: visas, languages, work model, shift schedules.
    4. Compensation: target range, flexibility, and benefits.
    5. Sourcing lanes: direct, referrals, job boards, talent pools, relocation.
    6. Interview process: steps, assessors, scoring rubrics.
    7. Timeline: target shortlist date, offer target date, start date.
    8. Risks: known constraints, scarce skills, market feedback.

    Document the call. Circulate a one-page Role Blueprint within 24 hours with these sections: Elevator Pitch, 5 Screening Questions, Disqualifiers, Submission Checklist, and Notable Competitors.

    Candidate ownership and submission rules

    • Ownership trigger: the partner who first submits a complete and qualified profile to the shared ATS within the last 6 months claims ownership.
    • Completeness: CV, screening notes, salary expectations, availability, consent confirmation, and candidate ID per naming convention.
    • Time-boxed exclusivity: 10-14 calendar days per role, renewed if active process continues.
    • Conflict resolution: timestamp priority, then quality review by the account owner; if still disputed, split ownership or senior leadership decision in 48 hours.

    Quality standards and scorecards

    Implement a 3-layer quality bar:

    • Fit screening: 5 must-have questions answered with evidence.
    • Assessment: skills test, code sample, case study, or portfolio depending on role.
    • Structured reference: at least 1 reference before offer for senior roles.

    Use a standard scorecard with 1-5 ratings on Skills, Culture, Motivation, and Compensation Fit, plus a hire/no-hire recommendation.

    Communication rhythms

    • Daily: Slack or Teams updates in a shared channel for hot roles and candidate developments.
    • Weekly: 30-minute pipeline review to cover aging roles, bottlenecks, and next actions.
    • Monthly: data review with conversion metrics and candidate feedback themes.
    • Quarterly: QBR to revisit strategy, fee models, geographic priorities, and innovation ideas.

    Data sharing and tools

    • ATS integration: use shared ATS or establish API-based sync between systems for candidates, notes, and activity logs.
    • Naming conventions: CandidateName_City_Role_YYYYMMDD to avoid duplicates.
    • GDPR compliance: record clear candidate consent, use role-specific privacy notices, and minimize data fields when sharing cross-border.
    • Reporting dashboard: build a live dashboard that shows submissions, interviews, offers, starts, time-to-submit, and 90-day retention by partner.

    Pricing, margins, and examples from Romania

    Transparent commercials are a partnership superpower. Here is a practical guide with Romania-focused examples and salary context in EUR and RON. For rough conversions, consider 1 EUR ~ 5 RON for simplicity. Salaries vary by employer, experience, and whether figures are net or gross; the examples below refer to monthly gross ranges unless stated otherwise.

    Typical employers and roles by city

    • Bucharest: multinational HQs, banks and fintech, telecom, SaaS, consulting, pharma, energy. Roles: software engineers, finance controllers, product managers, HRBPs, construction PMs, sales leaders.
    • Cluj-Napoca: IT product companies, SSC/BPO, R&D hubs, medtech, gaming studios. Roles: Java/QA engineers, data analysts, customer support with German or French, DevOps, UX designers.
    • Timisoara: automotive and industrial manufacturing, electronics, logistics, embedded engineering. Roles: mechanical engineers, electronics engineers, CNC operators, supply chain analysts.
    • Iasi: SSC/BPO, healthcare admin, fintech ops, academic spin-offs. Roles: L1-L2 support, back-office specialists, junior developers, AML/KYC analysts.

    Market salary snapshots (monthly gross)

    • Software Developer (mid-level)
      • Bucharest: EUR 3,000 - 5,500 (RON 15,000 - 27,500)
      • Cluj-Napoca: EUR 2,800 - 5,000 (RON 14,000 - 25,000)
    • QA Engineer (mid-level)
      • Cluj-Napoca: EUR 2,400 - 4,000 (RON 12,000 - 20,000)
      • Iasi: EUR 2,000 - 3,500 (RON 10,000 - 17,500)
    • Electrical/Embedded Engineer
      • Timisoara: EUR 2,200 - 4,200 (RON 11,000 - 21,000)
      • Bucharest: EUR 2,800 - 4,800 (RON 14,000 - 24,000)
    • CNC Operator
      • Timisoara: EUR 800 - 1,400 (RON 4,000 - 7,000)
    • Finance Controller (mid-senior)
      • Bucharest: EUR 2,500 - 4,500 (RON 12,500 - 22,500)
    • Customer Support with English + German
      • Cluj-Napoca: EUR 1,000 - 1,600 (RON 5,000 - 8,000)
      • Iasi: EUR 900 - 1,400 (RON 4,500 - 7,000)
    • HR Business Partner
      • Bucharest: EUR 1,500 - 2,800 (RON 7,500 - 14,000)
    • Construction Project Manager
      • Bucharest: EUR 3,000 - 5,000 (RON 15,000 - 25,000)

    These figures are directional. Always confirm client budgets and clarify gross vs. net.

    Placement fee examples

    • Permanent standard role at EUR 3,500 monthly gross (EUR 42,000 annually):

      • 15% fee = EUR 6,300.
      • Split model 60/40: sourcing partner EUR 3,780; account owner EUR 2,520.
    • Niche embedded engineer at EUR 4,200 monthly (EUR 50,400 annually):

      • 20% fee = EUR 10,080.
      • Split model 70/30: sourcing partner EUR 7,056; account owner EUR 3,024.
    • High-volume bilingual customer support at EUR 1,400 monthly (EUR 16,800 annually):

      • 12% fee = EUR 2,016 per hire; batch invoices per 5 hires to reduce admin.

    Contract staffing markup example

    • Timisoara electronics technician pay rate: RON 7,000 per month.
    • Markup 25% = RON 1,750 margin.
    • Bill rate: RON 8,750 per month per technician.
    • If 15 technicians are deployed for 6 months: total margin ~ RON 157,500.

    FX and currency handling

    • Invoicing currency: define whether you bill in EUR or RON; for cross-border, default to EUR.
    • FX rate: agree to use ECB closing rate on the candidate's signed offer date.
    • FX risk: specify which partner holds the risk between offer and invoice payment date.

    Cross-border collaboration: Europe to the Middle East

    Many ELEC network partnerships deliver candidates from Romania and wider Europe to Middle East clients, especially in UAE, KSA, and Qatar. Align early on relocation and compliance.

    Offer and relocation timeline (illustrative for UAE)

    1. Candidate accepts offer: week 0.
    2. Background checks and degree attestation: 1-3 weeks, depending on country of origin.
    3. Employment visa application: 1-2 weeks after documents verified.
    4. Entry permit issuance: 1 week typical.
    5. Travel and onboarding: 1-2 weeks.

    Agree who does what:

    • Sourcing partner: candidate pre-screen, expectations management on cost of living, documentation guidance.
    • Account owner: client coordination, visa pack, relocation support, and onboarding schedule.
    • Cost responsibility: clarify if the client covers flights, initial accommodation, and dependents.

    Compensation and cost-of-living coaching

    When moving candidates from Bucharest or Cluj-Napoca to Dubai or Riyadh, build a simple bridge for expectations:

    • Taxes: UAE and KSA have no income tax on salaries; Romania has personal income taxes and social contributions. Show net-of-tax comparisons.
    • Housing: present sample rent ranges for target city; explain allowances or housing budgets if applicable.
    • Benefits: medical insurance, schooling, flights, and end-of-service benefits are key levers in GCC.

    Compliance and data privacy

    • GDPR: ensure lawful basis and explicit consent when transferring EU candidate data outside the EEA. Use SCCs or an adequate safeguards clause.
    • Document trail: save candidate consent, privacy notice delivery, and cross-border transfer logs in the ATS.

    Protect the brand: candidate and client experience standards

    In a multi-agency delivery model, a single inconsistent message can derail trust. Standardize how you appear externally.

    One voice to market

    • Use a shared job brief with unified positioning and EVP statements.
    • Co-brand outreach templates that include both agencies' names, single point of contact, and the ELEC network affiliation (if agreed with client).
    • Avoid duplicate job ads on the same boards; designate the posting owner.

    Candidate communication SLAs

    • Acknowledge application within 24 hours.
    • Provide interview feedback within 48 hours of receipt.
    • Give outcome updates at least weekly during active processes.
    • Share offer details in writing within 24-48 hours of verbal.

    Onboarding handover

    • Create a Day 1 pack: contract summary, point of contact list, onboarding schedule, and FAQs.
    • Run a post-start check-in at day 7, 30, and 90; log satisfaction notes.

    Measure what matters: partnership KPIs

    Do not wait for gut feel. Use a compact scorecard to run the partnership like a product.

    Core KPIs

    • Time-to-shortlist: days from intake to first 3 qualified CVs.
    • Submission-to-interview ratio: target 50%+.
    • Interview-to-offer ratio: target 20-33% depending on role.
    • Offer acceptance rate: target 85%+.
    • 90-day retention: target 95%+ for permanent placements.
    • Fill rate: target 70%+ on exclusive roles.
    • Feedback SLA adherence: 90%+ on-time responses.

    Partner health metrics

    • Communication score: average satisfaction from weekly calls (1-5 scale).
    • Data hygiene: % submissions with complete documentation.
    • Billing accuracy: % invoices right first time.
    • Innovation index: number of new sourcing tactics, tools, or markets tried per quarter.

    Publish a shared dashboard and review monthly. Celebrate wins and fix misses quickly.


    Handling disputes like pros

    Even great partners disagree. What matters is speed and fairness in resolution.

    Pre-agree an escalation ladder

    1. Working level: consultants discuss within 24 hours; share evidence in ATS.
    2. Team leads: 48 hours to mediate and decide.
    3. Executive sponsors: 72 hours for final determination; apply the contract.
    4. Mediation: if unresolved, seek independent mediation before legal steps.

    Typical conflicts and prevention

    • Candidate ownership: solve with timestamps and quality checks. Prevention: clear ownership window and complete-submission requirement.
    • Replacement disputes: refer to guarantee clause and candidate performance logs. Prevention: agree on objective triggers (e.g., resignation, performance PIP) and prorated refunds.
    • Late payments: institute service pause triggers and early-payment discounts. Prevention: e-invoicing, PO requirements clarified upfront.

    Document decisions and feed learnings into the SLA.


    Scale through enablement: training, marketing, and talent pools

    Joint training and calibration

    • Quarterly calibration sessions: review 10 placed candidates, dissect what right-fit looked like.
    • Skill deep-dives: invite a partner's senior recruiter to present a 45-minute workshop on a hot role family (e.g., embedded C in Timisoara, product analytics in Cluj-Napoca).
    • Interview training for clients: co-host sessions to reduce bias and drop-offs.

    Shared talent pools

    • Build city-based talent communities: Bucharest Product Leaders, Cluj Data Guild, Timisoara Embedded Club, Iasi BPO Pros.
    • Use opt-in newsletters with market insights, salary snapshots, and events.
    • Tag talent in the ATS by skills, city, and relocation willingness.

    Co-marketing

    • Publish joint success stories with measurable outcomes.
    • Host webinars on cross-border hiring between Romania and the GCC.
    • Co-sponsor local meetups or hackathons in Bucharest and Cluj-Napoca.

    Real-world scenarios and templates

    Scenario A: Cluj-Napoca partner supports a Dubai fintech scale-up

    • Context: A Dubai fintech needs 8 mid-senior Java and QA engineers in 90 days.
    • Partners: Dubai account owner + Cluj sourcing specialist.
    • Commercials: 18% fee, 70/30 split in favor of sourcing.
    • Process:
      1. Intake clarifies must-haves: Java 11+, Spring, microservices, AWS; QA with test automation.
      2. Salary bridge: Dubai offers AED packages; Cluj partner maps equivalence with EUR to align expectations.
      3. Screening: coding test plus portfolio review.
      4. Timeline: shortlist within 7 days; total process 3 weeks per hire.
      5. Outcome: 9 offers, 8 starts, one backup. Acceptance rate 89%, 90-day retention 100%.
    • Lessons: Clear relocation playbook cut drop-offs; SLA adherence increased trust.

    Scenario B: Timisoara manufacturing surge staffing

    • Context: An automotive electronics plant in Timisoara ramps 30 technicians and 10 engineers in 12 weeks.
    • Partners: Bucharest high-volume staffing firm + Timisoara industrial specialist.
    • Commercials: Contract markup 28%, performance bonus on on-time starts.
    • Process:
      1. Joint job fairs and local outreach.
      2. Skills test on soldering; safety induction pre-hire.
      3. Staggered onboarding in 3 waves.
      4. Housing coordination for out-of-town hires.
    • Outcome: 40 hires on time, 95% attendance in first 60 days; client extends contract by 6 months.

    Scenario C: Iasi SSC language hiring with quality constraints

    • Context: SSC in Iasi needs 20 German-speaking customer support agents.
    • Partners: Iasi BPO recruiter + Cluj language-talent sourcer.
    • Commercials: 12% perm fee, batch invoicing.
    • Process:
      1. Language verification through certified testing.
      2. Group interviews to speed decisions.
      3. Retention bonus structured into offer.
    • Outcome: 22 hires in 8 weeks; attrition 7% in first 90 days vs. 15% market average.

    Practical, actionable checklists

    Partnership kick-off (first 30 days)

    • Exchange org charts, escalation contacts, and holiday calendars.
    • Sign the MCF, SLA, and Commercial Schedule.
    • Align on ATS access, data fields, and naming conventions.
    • Define the top 3 shared role families and cities to target first.
    • Launch a warm pipeline campaign to previously silver-medaled candidates.

    Role intake checklist

    • Success metrics and deliverables for the first 90 and 180 days.
    • 5 non-negotiable skills and 3 differentiators.
    • Compensation bandwidth and walk-away points.
    • Interview panel names, availability blocks, and decision SLAs.
    • Candidate must-knows: shift, travel, on-site vs. hybrid, visa.

    Submission checklist

    • CV in agreed template and language.
    • Screening notes addressing must-haves.
    • Salary expectation in EUR and RON; location and notice period.
    • Consent confirmed and logged in ATS.
    • Portfolio, code sample, or certification links.

    Weekly pipeline meeting agenda

    1. Review KPIs vs. SLA for the last 7 days.
    2. Discuss aging roles and remove blockers.
    3. Confirm interview slots and panel readiness.
    4. Market feedback: salary trends, talent availability.
    5. Action list with owners and deadlines.

    QBR agenda

    • Data review: quarter's conversion metrics.
    • Win-loss analysis: 5 successful and 5 unsuccessful roles.
    • Commercials: fee model effectiveness and any adjustments.
    • Roadmap: new markets, roles, tools, and co-marketing.
    • Risk register: top 3 risks and mitigations.

    Compliance essentials without the legalese

    • Candidate consent: obtain explicit, role-specific consent; store timestamp and privacy notice version.
    • Data minimization: share only what is needed for each stage; avoid sensitive data unless necessary.
    • Retention policy: standard 12-24 months for active talent pools; anonymize or delete on request.
    • Subprocessor clarity: list any third-party tools in the DPA.
    • Cross-border transfer: use SCCs for transfers outside EEA; document lawful basis.
    • Brand compliance: get client approval before public job ads and co-branded outreach.

    Continuous improvement: make the partnership smarter every month

    • Post-mortems: after major projects, run a 60-minute review to log 3 keeps and 3 changes.
    • Candidate NPS: measure candidate experience; aim for 60+.
    • Interview calibration: shadow 2 client interviews per quarter to refine profiles.
    • Automation: template repetitive tasks and integrate calendars and e-signatures.
    • Market intelligence: publish a quarterly city snapshot for Bucharest, Cluj-Napoca, Timisoara, and Iasi with salary deltas and hiring outlook.

    Conclusion: collaborate to conquer your market

    Long-term partnerships are the backbone of reliable, high-impact recruitment. When agencies in the ELEC network align on purpose, codify working rules, maintain tight operational rhythms, keep data clean, and share credit fairly, they move faster, win bigger mandates, and create better outcomes for clients and candidates.

    Start with fit, write it down, run the playbook, and measure relentlessly. The results compound with each hire.

    Call to action: If you want to build or upgrade a partnership that consistently fills niche roles in Romania, the EU, or the Middle East, contact ELEC's partnership team. We will share templates, introduce complementary partners in our network, and help you launch a co-delivery model that scales.


    FAQs

    1) How do we start a partnership within the ELEC network?

    Begin with a discovery call covering markets, role families, and capacity. If there is clear overlap, we exchange due diligence packs, sign a Master Collaboration Framework and DPA, then pilot on 1-2 roles with an agreed SLA. A 30-day review determines expansion.

    2) What split-fee models work best?

    For equal contribution, 50/50 is standard. If one partner provides niche sourcing or owns the harder deliverable, use 60/40 or 70/30. For contract staffing, splits often reflect who holds payroll and worker risk, with a higher share for the payroller. Always align splits with value and risk.

    3) How do we resolve candidate ownership conflicts?

    Use ATS timestamps, a complete-submission rule, and a 10-14 day ownership window. If two partners submit the same candidate, the earlier complete submission wins; if quality differs materially, the account owner adjudicates within 48 hours. Document the decision and update the role.

    4) How do we handle GDPR in cross-border hiring to the Middle East?

    Capture explicit candidate consent for cross-border data transfer, reference your privacy notice, and use Standard Contractual Clauses. Limit shared data to what is necessary, encrypt files in transit, and record who accessed what, when. Keep a transfer log in the ATS.

    5) What KPIs should we track first?

    Focus on time-to-shortlist, submission-to-interview ratio, interview-to-offer ratio, offer acceptance rate, and 90-day retention. Add feedback SLA adherence and data hygiene as partnership health indicators. Review weekly for active roles and monthly for trends.

    6) How can we keep commercials fair with salary inflation?

    Index fees to salary bands or use a base-percentage plus success bonus for scarce skills. Revisit the Commercial Schedule quarterly. For cross-border roles, define FX rate sources and who carries FX risk. Publish a simple calculator to avoid surprises.

    7) What is the fastest way to improve fill rate in a new partnership?

    Run a deep, structured intake, pilot on roles where one partner is native to the talent pool, co-own candidate messaging, and tighten the feedback loop to 24-48 hours. Share 5 placed-candidate profiles from recent wins to calibrate quickly and eliminate guesswork.

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