Top 7 Talent Management System in UAE 2026

Let's be real for a second hiring in the UAE has never been a walk in the park. You're going up against hundreds of companies for the same candidates, your team probably includes people from fifteen different countries, and the compliance rulebook keeps getting thicker every year. If you're still juggling CVs in a shared folder and tracking interviews through WhatsApp threads, 2026 is going to be a rough year.​ That's not meant to alarm you. It's just the honest picture of what most UAE HR teams are dealing with, and the good news is that the right talent management system in the UAE can fix most of it not in a theoretical, someday-when-we-scale kind of way, but in a very practical, your-team-will-notice-the-difference-by-next-month kind of way.​The best talent management software UAE businesses are actually using in 2026 isn't just a fancier version of an applicant tracking system. It's a full HR ecosystem one that handles Emiratization tracking, WPS-compliant payroll, multilingual onboarding, performance reviews, and AI-powered recruitment, all sitting under one roof. Getting that choice wrong costs you time, money, and good people. Getting it right is genuinely one of the highest-leverage decisions an HR leader can make this year.​This guide is a real breakdown not a generic global list with "UAE" added to the title. We're talking about what actually works here, what the UAE-specific compliance requirements mean for your platform choice, and which tool fits which kind of organization. Whether you're running HR for a 35-person company in JLT or managing talent strategy across a multi-thousand-employee group with entities in Dubai, Abu Dhabi, and Sharjah, there's an answer in here for you. And if you've been searching for the best talent management software UAE vendors actually recommend to their peers, you'll find those names here too along with an honest take on who each one is really built for. 

What is a Talent Management System in UAE?

Think of a talent management system in the UAE as the single place where everything related to your people lives from the day someone applies for a job at your company to the day they eventually move on, and everything in between.​That covers recruitment and shortlisting, offer management, employee onboarding, goal setting, performance reviews, learning programs, payroll, and succession planning. The best talent management platform Dubai and Abu Dhabi organizations have deployed in recent years pulls all of this into one connected system, so your HR team isn't copy-pasting employee data between five different tools every time someone changes roles, gets a promotion, or joins a new department.​In practical terms, a solid talent management system in the UAE today covers:​

• A proper Applicant Tracking System (ATS) for end-to-end recruitment
• Employee onboarding software UAE new hires can actually navigate on their own
• Performance management tools that support ongoing feedback, not just annual reviews
• Learning and development modules tied to career paths
• Payroll management system UAE companies need including WPS compliance.
• Emiratization tracking and automated reporting
• HR analytics dashboards that give leadership real visibility into workforce health
• HRMS software UAE teams rely on for day-to-day employee management

The thing that separates a genuine talent management platform from a collection of disconnected tools is data continuity. When your recruitment data, performance records, payroll, and engagement scores all connect to the same employee profile, you stop making decisions based on incomplete pictures. That's when HR starts feeling less reactive and more strategic.

Why UAE Companies Can't Afford to Ignore This in 2026

There are still HR managers who treat talent management software as a nice to have. By 2026, that position is quietly becoming an expensive one to hold. Here's what's actually driving the urgency.

1. Emiratization Requirements Have Real Consequences Now

The Nafis program has moved well past the announcement phase. Private companies with 50 or more employees now face binding Emiratization quotas with penalties that have grown steeper year over year since 2024. Tracking your UAE national headcount manually with Excel trackers or ad-hoc reports is a compliance risk that just isn't worth taking. Proper Emiratisation software built into your HR platform tracks your progress automatically, generates the reports you need for government submissions, and gives you enough notice when you're trending behind quota to actually do something about it.​Emiratization software that's well-integrated with your HRMS software in the UAE also helps you go beyond just counting heads it helps you build genuine career development pathways for UAE nationals, which is what the program actually intends. Companies that approach Emiratization as a workforce strategy rather than a compliance checkbox tend to hit their numbers more consistently and with far less stress.

2. WPS Compliance Isn't Something You Can Manually Manage at Scale

The Wage Protection System is the UAE's way of making sure every employee gets paid properly and on time. Miss a payment, process it through the wrong channel, or fail to generate the right SIF file, and you're looking at fines and potential business disruption. A platform with proper WPS compliance, UAE payroll functionality, generates those SIF files automatically, ties salary transfers to the right reporting structure, and gives your finance and HR teams a clear audit trail without someone spending half their month reconciling data by hand.​This is especially important for organizations with large headcounts or complex payroll structures variable pay, shift allowances, multi-entity payroll runs. WPS compliance UAE payroll handling that's built natively into your platform is genuinely one of those features you don't appreciate until you see what it's like without it.

3. Workforce Diversity Needs Real Tools to Support It

More than 90% of the UAE private sector workforce is expatriate. Managing a team that spans 50-plus nationalities means your HR tools need to support multi-language interfaces, culturally adaptive onboarding, international job board access, and communication templates that don't assume a single cultural context. A good talent management platform, a Dubai or Abu Dhabi-based organization deploys, handles this as a core feature, not a workaround. Workforce management software UAE companies in diverse sectors hospitality, construction, tech, finance have found that the right multilingual capabilities alone reduce onboarding errors and early attrition significantly.

4. Slow Hiring Is Costing You, Candidates You Wanted to Keep

Every UAE hiring manager has a version of this story: a strong candidate applies, sits in someone's inbox for a few days, gets a call late in the week, and by the time you're ready to make an offer, they've already accepted somewhere else. A proper recruitment management system Dubai and wider UAE businesses use today doesn't wait for recruiters to manually progress candidates. AI scoring surfaces the best profiles immediately, automated follow-ups keep candidates warm, and the whole process moves at a pace that matches what candidates actually expect. Cutting time-to-hire by 30–40% isn't a stretch when the right system is in place it's a normal outcome.​The right recruitment management system Dubai organizations are adopting also connects directly to regional and global job boards, giving your sourcing team access they couldn't get from manually posting across multiple platforms.

5. Your People Deserve a Better Experience from Day One

There's a direct correlation between how an employee experiences their first few weeks and whether they stay past the six-month mark. Employee onboarding software on UAE platforms integrates with your HR system so that the moment someone is hired, they're already in the system documents sent, IT requests queued, their first-week schedule populated, and their manager notified. It sounds like a small thing, but a chaotic Day 1 experience loses you the talent you just spent three months recruiting.

6. Cloud-First Is the Baseline Now, Not the Future

The shift to remote and hybrid work across the UAE means your HR team needs to access the full system from anywhere not just from the office. A cloud-based HR system in the in the UAE removes infrastructure dependency, automatically keeps software updated, and gives employees self-service access to their pay slips, leave balances, and HR requests without calling or emailing the HR department. Cloud-based HR system UAE adoption has also made it far easier to manage teams spread across multiple Emirates or with employees working from home in different locations.​

What Your Team Actually Gains — In Practical Terms

Before the platform list, it's worth being specific about what better actually looks like day-to-day. Because the marketing language around HR software all sounds identical.​Your recruiters get their time back. Resume filtering, interview scheduling, candidate communication, and offer letter generation when these run automatically, your recruiters stop spending the majority of their day on admin and start spending it on the conversations that matter.​ Your HR team stops being the compliance bottleneck. UAE labor law requirements annual leave entitlements, probation rules, end-of-service gratuity calculations, WPS submission, Emiratization reporting are built into the system. Your team isn't cross-referencing a PDF of the Labor Law every time a manager asks a routine HR question.​Managers make better decisions about their people. When employee performance management data, training history, and engagement signals are all visible in one place, a manager can have a more honest, data-backed conversation during a performance review rather than relying entirely on gut feel. Employee performance management capabilities in the UAE that connect to the broader HRMS also help managers identify which team members are flight risks before they hand in their resignations.​Leadership gets real-time visibility. The HR analytics software Dubai leaders actually need surfaces things like department-level attrition trends, Emiratization progress against targets, cost-per-hire movement, and headcount vs. budget in real time, not six weeks after the quarter closes. HR analytics software Dubai teams rely on today should connect all of these data points into dashboards that non-HR people can actually read and act on.​

Top 7 Talent Management Systems in the UAE for 2026

1. Zimyo

If you've been looking for a platform that handles the full HR picture recruitment, onboarding, payroll, performance, engagement and is actually built for the UAE rather than retrofitted for it, Zimyo is where most conversations end up landing.

Built specifically for the MENA market, UAE compliance here isn't a bolt-on feature that someone added in a later version. WPS compliance UAE payroll integration sits natively inside the system not as a third-party plugin, not as a workaround. Emiratization software tracking connects directly to Nafis program reporting, so you're not manually pulling numbers at the end of every quarter hoping they match what the government expects. UAE Labor Law contract templates, end-of-service gratuity calculations, Arabic and English bilingual interfaces all of it comes ready to use from day one. That matters because every hour your team spends making a global platform behave like a UAE-compliant one is an hour you've already paid for and lost.

On the recruitment side, the ATS plugs into more than 50 UAE and regional job boards, runs AI scoring and ranking across incoming resumes, and handles the scheduling and candidate communication workflow automatically. Your recruiters stop spending their mornings on follow-up emails and calendar invites and start spending them on actual conversations with actual candidates. The workflow engine is flexible enough that a startup doing informal two-stage hiring and a large enterprise running structured seven-step processes with panel interviews and psychometric testing can both configure it to match how they genuinely work  not how the software assumes they work.

Where it really pulls ahead of standalone recruitment tools is in what happens after the hire. Pay slips, leave balances, employee self-service, and performance review cycles all tie back to the same employee record. Your HR analytics software Dubai team needs Emiratization dashboards, turnover risk signals, recruitment funnel drop-off, engagement scores lives in one real-time view rather than across three different platforms you have to manually reconcile. That's the difference between board reporting you walk into prepared and board reporting you're still building slides for at midnight.

The workforce management software UAE capabilities go beyond typical HR software too scheduling, shift management, and time and attendance tracking are built in, which makes it a strong fit for industries like hospitality, retail, healthcare, and construction where managing shift-based teams is just as important as managing the hiring pipeline that feeds them.

Key Features:

• Full ATS with recruitment management system, Dubai functionality
• WPS-compliant payroll management system in the UAE built natively.
• Emiratization software with Nafis-aligned tracking and reporting
• AI resume parsing and automated candidate scoring
• Configurable hiring workflows and offer letter generation
• Employee self-service portal (ESS) in Arabic and English
• Continuous performance management and review cycles
• Learning and development (L&D) module
• HR analytics software with real-time workforce dashboards
• Integration with 50+ UAE and global job boards
• Bilingual (Arabic/English) interface throughout
• Cloud-based HR system UAE deployment zero infrastructure overhead

Best for: SMEs and enterprise organizations looking for a single, fully localized HRMS and talent management system built specifically for the UAE and GCC.​

2. Fresh team by Fresh works

Here's the scenario where Fresh team makes the most sense: you're a 40-person company in Dubai, you have one HR manager, and you need a system that's actually working properly within the next week not after a three-month implementation and a team of consultants. Fresh team was designed for exactly that.​It's fast to set up, clean to use, and gets out of your team's way. The drag-and-drop pipeline builder means your HR manager can set up hiring stages in a couple of hours without technical help. Automated email sequences keep candidates in the loop without anyone manually sending follow-up messages. The Google and Outlook calendar integrations make interview scheduling happen quickly rather than through four rounds of availability back-and-forth.​ Fresh team isn't the deepest platform on this list. You won't find enterprise-grade employee performance management UAE tools, advanced succession planning, or complex workforce analytics here. But for SMEs that want professional recruitment and basic onboarding without enterprise-level complexity or pricing, it's a strong, honest choice that won't overwhelm a small HR team.​It also fits naturally as a starting point for companies beginning their journey toward a more structured talent management system in the UAE you can get organized quickly and migrate to a fuller platform as your needs grow.​

Key Features:​

• Resume management and AI candidate scoring
• Custom hiring workflows and a visual pipeline builder
• Google and Outlook calendar integration for interview scheduling
• Automated candidate communication sequences
• Mobile-friendly interface and app for on-the-go hiring
• Real-time hiring dashboards and basic reporting
• Offer letter management and approval workflows
• Basic employee onboarding module

Best for: Growing SMEs across Dubai and the wider UAE that need a fast-to-deploy, easy-to-manage recruitment and onboarding tool without enterprise overhead.​

3. Zoho Recruit

Zoho Recruit has a feature most platforms on this list can't match: it works genuinely well for both in-house corporate HR teams and external staffing agencies on the same platform a dual capability that's practically useful in the UAE market.

The AI-powered resume matching surfaces relevant profiles quickly, which matters when hiring across technical disciplines where the right skill combination is hard to find. Arabic and English language support is properly implemented too not the afterthought treatment you see from most global platforms.

Where it really earns its place is for companies already running on the same ecosystem. If your HRMS, CRM, and finance tools all sit under one vendor, the integration is seamless giving you one of the most connected people management software solutions Abu Dhabi and Dubai-based organizations with that existing infrastructure will find available.

The workforce management software UAE capabilities through the integrated HRMS also give HR teams a fuller picture of employee schedules, time-off balances, and departmental headcount alongside the recruitment pipeline so hiring decisions are made with full workforce context, not in isolation.

Key Features:​

• AI-powered resume parsing and candidate matching
• Arabic and English multilingual support properly implemented
• UAE labor law compliance assistance and templates
• Seamless Zoho People (HRMS) and Zoho CRM integration
• Dual mode for corporate HR and staffing agencies
• Customizable recruitment workflows and pipeline stages
• Middle East-specific job board integrations for GCC sourcing
• Detailed candidate analytics and sourcing reports

Best for: Staffing agencies, recruitment consultancies, and mid-to-large corporate HR teams already working within the Zoho ecosystem.​

4. Workable

If your organization regularly hires dozens or hundreds of people at a time think large project-based teams, seasonal hiring surges, or rapid multi-role expansion Workable is worth a serious look. It's built for volume and complexity in a way that more general-purpose platforms simply aren't.​The AI sourcing engine proactively finds passive candidates from LinkedIn, GitHub, and specialized talent databases, matching them to open roles before a recruiter even has to search. In the UAE's competitive hiring market, hard-to-fill technical and engineering roles, that kind of proactive sourcing actually changes the outcome.​Collaborative hiring features structured interview kits, shared scorecards, team feedback notes, all in one place make it possible to standardize how hiring decisions get made across a large HR and management team. When five people are giving feedback on the same candidate, you need a system that structures that input clearly. Workable handles this well. The e-signature offer management then compresses the time from verbal acceptance to signed contract from days to hours.​As a cloud-based HR system in the UAE with more than 200 global job board integrations, Workable gives your sourcing team significant reach. Cloud-based HR system UAE deployments through Workable also mean implementation is fast, and there's no server infrastructure to manage particularly useful for organizations expanding quickly across multiple UAE locations.​

Key Features:​

• AI-powered passive candidate sourcing across multiple platforms
• Structured interview kits and collaborative evaluation scorecards
• E-signature-enabled offer management for faster close
• Integration with 200+ global and regional job boards
• Configurable hiring workflows for complex multi-stage processes
• Workforce analytics and recruitment pipeline performance reporting
• Mobile app for hiring approvals from anywhere
• GDPR and data privacy compliance tools

Best for: Large enterprises and rapidly scaling UAE companies with high-volume recruitment or technically complex hiring processes.​

5. Breezy HR

Some of the most effective tools are the ones that resist the urge to do everything. Breezy HR is a good example of that principle in practice. It's designed for small teams who need a clean, visual, fast hiring tool not a system that requires a dedicated admin and two weeks of training to operate.​The pipeline interface is one of the most intuitive in the market. Drag candidates from stage to stage, see the whole funnel in one view, and spot where things are stalling without running a formal report. The built-in video interviewing and two-way SMS texting with candidates mean you can deliver a more personal, responsive hiring experience than most larger companies, which is a genuine competitive advantage when you're selling a startup opportunity to a strong candidate.​Breezy HR works well as a workforce management software for teams that are getting their HR processes properly structured for the first time. It won't grow with you into enterprise complexity, but for a 15–80 person organization that wants professional, modern hiring without unnecessary features cluttering the experience, it's a very practical choice.​For UAE companies expanding their workforce planning capabilities, Breezy HR's reporting tools provide sufficient visibility into pipeline health, source performance, and time-to-fill to inform decisions on where to invest sourcing effort.

​Key Features:​

• Visual drag-and-drop recruitment pipeline genuinely easy to use
• Built-in video interviewing with no third-party tool required
• Two-way candidate SMS communication for faster engagement
• Automated interview scheduling and follow-up sequences
• Job board integrations and direct social media job posting
• Real-time pipeline analytics and bottleneck identification
• Customizable hiring stages and structured evaluation scorecards
• Simple, transparent pricing no surprise module fees

Best for: UAE startups, small businesses, and lean HR teams wanting a modern, fast hiring tool that doesn't overwhelm a team of one or two.​

6. BambooHR

BambooHR approaches talent management from a slightly different angle than most platforms on this list. It's not just thinking about getting the hire completed it's thinking about what happens to that person over the next two years. For UAE organizations dealing with high early-attrition rates, that broader view is worth paying attention to.​When a candidate is marked as hired in BambooHR, they immediately convert to an active employee record documents, role details, start date, manager, and compensation all pre-populated. No one on the HR team is manually re-entering data into a separate system. The employee onboarding software UAE module takes over from there, giving new joiners a structured checklist of tasks to complete before and during their first week, so Day 1 isn't a scramble for either the employee or the HR team.​Employee onboarding software UAE teams set up through BambooHR also connects directly to benefit enrollment, IT provisioning requests, and compliance document signing so new hires are actually ready to work when they arrive, not still filling out paperwork at their desk.​Where BambooHR genuinely stands out is in connecting that hiring data to ongoing employee management. Performance outcomes, training completion rates, and engagement survey results are all tied to the same profile as the original hire so over time, you can actually track whether your hiring criteria are predicting the on-the-job performance you expected. That kind of people intelligence is genuinely hard to find at BambooHR's price point.​The people management software Abu Dhabi and Dubai teams using BambooHR also benefit from its compliance capabilities. It handles GDPR and UAE data protection requirements properly, which matters for international organizations managing employee records across multiple countries. People management software Abu Dhabi HR teams deploy through BambooHR often highlights its clean approval workflows as a key day-to-day time saver.

​Key Features:​

• ATS with instant HRMS conversion when a candidate is hired
• Structured employee onboarding automation with task checklists
• Applicant resume storage and full tracking history
• Performance management integration tied to the same employee record
• Benefits administration and time-off tracking
• UAE and GDPR data protection compliance
• Customizable approval workflows for HR and management
• People analytics and reporting on workforce health

Best for: International companies and UAE subsidiaries that want the hiring-to-employee transition to be seamless, with ongoing performance and engagement data connected from day one.​

7. iCIMS Talent Cloud

iCIMS operates at a different scale than every other platform on this list. If your organization has thousands of employees across multiple legal entities, hires simultaneously across several GCC markets, and has compliance requirements in each, iCIMS was designed for that level of complexity.​The recruitment CRM functionality is where enterprise teams get the most value. Rather than starting every hire from zero, iCIMS lets HR teams build warm talent pools over time engaging candidates with content, check-ins, and updates so that when a senior role opens up, there's already a pipeline of pre-qualified, interested people to talk to. At enterprise scale, that changes the economics of hiring significantly.​The HR analytics software in Dubai and regional compliance capabilities within iCIMS are among the most comprehensive available. HR analytics software Dubai enterprise teams access through iCIMS covers everything from sourcing channel ROI and candidate funnel drop-off to workforce diversity metrics and Emiratization progress against quarterly targets. For organizations that need to report these numbers to a board or government regulator on a regular basis, that level of structured data visibility is worth a great deal.​iCIMS also handles the compliance complexity of multi-country GCC operations UAE, KSA, Qatar, Bahrain from a single platform instance, which significantly reduces the risk of a regional HR team falling out of compliance in one market while managing another.​Its employee performance management UAE module at the enterprise level connects talent acquisition outcomes to long-term workforce performance data giving CHRO-level leaders the ability to track whether the hiring strategy is actually producing the workforce capability the business needs, not just filling headcount.​

Key Features:​

• Enterprise-grade recruitment CRM and curated talent pool management
• AI-powered candidate matching and proactive engagement tools
• Workforce diversity and Emiratization progress analytics dashboards
• Advanced recruitment marketing and employer branding capabilities
• Automated multi-stage approval and interview workflows
• In-depth sourcing ROI, and pipeline performance analytics
• Multi-market GCC and UAE compliance management
• Employee performance management UAE integration at enterprise scale
• Built to scale comfortably for organizations of 10,000+ employees

Best for: Large enterprises and multinationals with high-volume, multi-location, and compliance-heavy talent operations across the UAE and broader GCC.​

Must-Have Features When Choosing a Talent Management System in the UAE (2026 Checklist)

Not all platforms are built the same, and not all features carry equal weight in the UAE context. Here's what to prioritize when you're actually making the decision:​ AI Resume Parsing Cuts time-to-shortlist significantly essential for high-volume hiring WPS Compliance UAE Payroll Legally mandatory non-compliance carries fines and license risk Emiratization Software Automates Nafis quota tracking no more end-of-quarter scrambles Arabic/English Multilingual Support Non-negotiable for a workforce from 150+ countries Cloud-Based HR System UAE Full access from anywhere remote teams, multiple offices, hybrid work Employee Onboarding Software UAE Strong onboarding directly reduces first-90-day attrition HR Analytics Software Dubai Real-time workforce visibility for strategic, data-backed decisions Recruitment Management System Automates end-to-end hiring and removes manual bottle necks People Management Software Connects hiring outcomes to performance and long-term development HRMS and Payroll Integration One data source no duplication, no reconciliation headaches Workforce Management Software UAE Covers scheduling, shift management, and time tracking for complex teams Employee Performance Management UAE Continuous feedback and structured reviews tied to business goals​

How to Actually Choose the Right One for Your Business

Here's practical advice, not a standard buying framework you've already read somewhere else.​Start with your biggest pain point, not your feature Wishlist. If your real problem is that hiring takes too long and good candidates go elsewhere, your priority is ATS and automation. If your problem is Emiratization compliance gaps, that's a different starting point. Be honest about what's actually breaking before evaluating any platform.​Nail down the compliance non-negotiables first. Any platform you seriously consider whether it's positioned as the best talent management software UAE vendors recommend or a specialized ATS needs to handle WPS compliance, UAE payroll, UAE Labor Law contract templates, end-of-service gratuity calculations, and PDPL data protection requirements. These aren't features you add later they need to be structurally built in from the start. A talent management platform Dubai or Abu Dhabi companies deploy requires a consultant to become UAE-compliant is not truly UAE-ready.​Run demos with your actual data and workflows. Ask vendors to walk through your specific hiring process your job titles, your approval chain, your offer letter template, your onboarding checklist. Generic staged demos tell you almost nothing about whether the system will actually work for your team.​Check the integration map against what you already use. Your new talent management system UAE needs to connect to your existing payroll management system UAE, your finance tools, your time and attendance system, and any industry-specific software your operations depend on. Broken integrations create the exact manual work you were trying to eliminate.​Read reviews from companies in the UAE and GCC, specifically. G2, Capterra, and Trustpilot all let you filter by region. What an American company says about compliance support and Arabic language quality is essentially irrelevant to your situation. Find organizations in Dubai, Abu Dhabi, or the wider Gulf who've used the platform and read what they say about local regulatory support and regional customer service responsiveness.​ Calculate the total cost over 24 months, not monthly license cost. The cheapest tool upfront often becomes the most expensive one when you add implementation fees, integration costs, per-module charges, and the consultant hours you spend making it work the way you need. Look at what it actually costs to run for two years before comparing.​

Wrapping It Up

Picking the right talent management system in the UAE in 2026 isn't just an HR software decision it's a decision about how your organization operates and competes for people. The companies getting this right are hiring faster, keeping more of their good people past the six-month mark, staying ahead of Emiratisation targets without quarterly panic, and making better workforce decisions because they actually have the data to do so.​The companies getting it wrong are still on spreadsheets, manually chasing WPS compliance UAE payroll submissions every month, and watching strong candidates accept offers from competitors because the process moved too slowly.​If you need one platform that covers the full range from recruitment and employee onboarding software UAE integration to payroll management system UAE compliance, employee performance management UAE tools, and Emiratisation tracking Zimyo is what most UAE HR teams land on after genuinely evaluating the options. It's not because the marketing is loud. It's because it's built for what UAE businesses actually deal with.​That said, every organization is different. A startup in Dubai Bay has different priorities than an enterprise running across five Emirates. The best talent management software the UAE has to offer will look different depending on your team size, industry, and compliance complexity. A talent management platform Dubai companies shortlist for enterprise use won't be the same one a 30-person agency in Business Bay needs. Use this guide to start the conversation with the right vendors for your size and situation, run real demos with your actual workflows, and make the decision based on what your team actually needs not what sounds impressive in a product deck.​Ready to see what the right system looks like for your business? Book a Zimyo demo and let your own HR team put it through your actual recruitment workflow. That's the only evaluation that really counts.