Key Takeaways:
- Talentpilot builds workforce plans on conversation-verified skill data. Its AI agent, Alex, interviews employees and candidates in 14 languages, calibrates skills through a three-way process (self-assessment, manager evaluation, AI recommendation), and feeds hiring data directly into development plans.
- Most workforce planning tools focus on post-hire analytics and scenario modeling. Few connect the hiring process to the development process in one system.
- Enterprise platforms like Workday and Eightfold cover workforce planning, but require complex implementations and large budgets.
- The best tool depends on your starting point: hiring + development in one system (Talentpilot), internal mobility (Gloat), enterprise intelligence (Eightfold), or headcount planning (Workday, Rippling).
Workforce planning used to mean a spreadsheet with headcount numbers and a hope that the skills you hired for would still matter in 18 months. That doesn't work anymore.
The tools on this list take different approaches to the same problem: understanding what skills your organization has, what it needs, and how to close the gap. Some focus on moving internal talent around. Others focus on planning headcount. Talentpilot takes a different angle entirely: it maps skills through actual conversations with employees and candidates, then connects that verified data to development plans.
Most workforce planning tools start after someone is hired. They ask employees to self-report their skills, or they infer skills from job titles and resume data. The result is a skills database built on what people say about themselves, not what they can actually demonstrate.
7 Best Workforce Planning Tools: Overview
1. Talentpilot: Best for Connecting Hiring Data to Employee Development

Talentpilot maps skills through AI voice conversations in 14 languages, not self-reported profiles. Its AI agent, Alex, interviews candidates against rubrics during hiring and produces scored reports in under 30 seconds. Post-hire, it maps employee skills through self-assessment, manager evaluation, and AI calibration with mismatch flagging. Hiring data feeds directly into development planning. One continuous system.
Key Features
Talentpilot builds your workforce plan on verified skill data, not guesswork.
Employee Skills Mapping

Talentpilot maps skills across your entire organization through a structured process. Employees assess themselves via chatbot or voicebot. Managers evaluate independently. The AI recommends appropriate skill levels based on both inputs and flags mismatches for review.
The result is a calibrated skill graph, not a self-reported survey. Managers and employees align on final grades in 1-on-1 calibration sessions.
📌 Note: Key development areas are focused on 1-2 skills at a time to ensure depth. The AI generates development plans per skill and level, so employees know exactly what to do to reach the next level.
Alex AI Voice Conversations

Alex doesn't just interview candidates. It talks to employees too. Through structured voice conversations, Alex identifies motivations, ambitions, and preferences that feed into workforce planning. This is real data from actual conversations, not checkbox surveys.
For hiring, Alex conducts structured interviews in 14 languages with rubric-based scoring across hard skills, soft skills, qualifications, and open-ended criteria. Every interview produces a scored report in under 30 seconds.
💡 Tip: Upload your company's hiring guidelines, culture decks, or job rubrics to the Knowledge Base. Alex uses them to generate more relevant interview questions and evaluation criteria, grounded in your actual standards.
AI Copilot for HR Decisions

The AI Copilot is a conversational assistant that works with your team data, candidate CVs, uploaded documents, and psychometric profiles. Ask it to compare candidates, analyze team composition, identify skill gaps, or suggest development priorities. It includes pre-built coaching prompts for team leaders.
📌 Note: The Copilot synthesizes data across hiring and talent management. When you ask "who inside the company can fill this role?", it draws on verified skill assessments, not just job titles.
Visual Workflow Automation

Define your entire hiring and assessment process visually with a drag-and-drop canvas. Node types include: AI voice/video interview, CV screening, personality assessment, email, SMS, conditional logic, timing delays, and manual review gates. Workflows connect hiring directly to post-hire development.
Pricing
ℹ️ Buyer's tip: Talentpilot pricing is modular. You can deploy skills mapping and talent management without the full recruitment suite, or combine both. You only pay for what you use.
Where it shines
- Skills mapping built on AI conversations, not self-reported surveys
- Hiring data flows directly into employee development (one continuous system)
- 14-language support with live language switching for European and CEE markets
- AI Copilot connects team analytics, skill assessments, and candidate data for decision support
- Psychometric assessments (personality profiles + work culture questionnaires) inform team composition
Where it falls short
- No free tier.
- No self-serve instant setup. Onboarding involves a consultation to configure the system for your organization.
Who Talentpilot Is Best For
- HR teams that want skills data they can trust: Need verified skill assessments from AI conversations, not self-reported profiles
- Organizations connecting hiring to development: Want one system where candidate evaluation data feeds into employee growth plans
2. Eightfold AI: Best for Enterprise-Scale Skills Intelligence

Eightfold is an enterprise talent intelligence platform that infers skills from career data. It covers hiring, internal mobility, succession planning, and project staffing, but skills are inferred from profiles rather than verified through conversations, and it lacks psychometric assessments and a visual workflow builder.
Key features
- Skills inference engine: Infers employee and candidate skills from career trajectory data
- Career Hub talent marketplace: Connects employees to internal projects and open roles based on inferred skills
- Succession planning: Recommends successors for critical roles using AI-driven readiness scoring
Pricing
Where Eightfold shines
- Skills intelligence inferred from career data
- Career Hub for internal mobility
- Succession planning feature
- Multi-language AI interviewing
Where Eightfold falls short
- Enterprise-only with complex, multi-month implementation
- Skills are AI-inferred from profiles, not verified through conversations
- No psychometric assessments
- No visual workflow builder
- Platform UI lacks CEE languages
Best for
Large enterprises (5,000+) that already have Workday or SAP and want a skills intelligence layer on top. Not practical for mid-market teams.
Customer reviews
“I appreciate Eightfold AI for its intuitive user interface and simplicity of design, which make it easy to navigate. I can easily look at the match score to rank talent suitability, so I can prioritize my review efficiently. The project team has been helpful, which made the initial setup smoother.” — G2 reviewer

“In addition, there is now a lawsuit recently made public. Here is the complaint filed in the California Courts:”

Eightfold allegedly builds secret profiles and scores about job applicants—then sells those evaluations to employers making hiring decisions.
- It assigns candidates a “likelihood of success” score (0–5)
- Employers use those scores to filter who gets reviewed—and who gets ignored
- Many applicants are rejected without any human ever seeing their application
Best for
Large enterprises (5,000+) that already have Workday or SAP and want a skills intelligence layer on top. Not practical for mid-market teams.
3. Gloat: Best for Internal Mobility and Talent Marketplace

Gloat is an internal mobility platform that markets itself as an "Agentic HR Platform." Its core function is connecting employees to internal opportunities based on skills matching. Hiring capability, AI interviews, and external candidate evaluation are all missing.
Key features
- Talent marketplace: Matches employees to internal projects, gigs, mentorships, and open roles based on skills
- Skills Foundation: Validation engine that builds a normalized skills taxonomy across the workforce
- Workforce planning agents: Scenario modeling agents for headcount, skills gap, and reorg planning
Pricing
Where Gloat shines
- Talent marketplace for internal movement
- Skills Foundation with validation engine
- Workforce planning agents
- Succession management feature
Where Gloat falls short
- No hiring or recruitment capability (no ATS, no candidate screening, no AI interviews)
- Post-hire only. Doesn't help you find or evaluate external candidates.
- Enterprise-only, no public pricing
- Help center requires authentication
Customer reviews
“The great thing about Gloat is the tool itself. Really user friendly, functional and it is great that Gloat´s team in continously updating and making it better on a monthly basis, they are really listening to the customers feedback.” — Lila M. from G2

“It would be far more effective as a platform if the partnerships or third party vendors it worked with were better integrated.” — Mark J. from G2

Best for
Organizations that already have hiring covered and need a dedicated platform for moving internal talent around. Not a hiring tool.
4. Phenom: Best for Career Pathing With AI Screening

Phenom is an enterprise talent experience platform with career pathing, a skills database, and a talent marketplace for internal mobility. It offers phone-based screening, and that's as far as the AI goes. Real-time video interviews, psychometric assessments, and a visual workflow builder are not part of the package.
Key features
- Career pathing: Shows employees recommended next roles and the skills required to get there
- Skills intelligence database: Surfaces skills across the workforce from profile data
- Internal talent marketplace: Connects employees to gigs, mentors, and open internal roles based on profile data
Pricing
Where Phenom shines
- Career pathing functionality
- Skills database for workforce visibility
- Voice Screening Agent for phone-based screening
- Career site CMS with language options
- Fit Score for candidate ranking
Where Phenom falls short
- No real-time video interviews (phone and async video only)
- No psychometric assessments
- No visual workflow builder
- Enterprise-only, no SME tier
Customer reviews
“The Phenom team goes above and beyond to understand what their clients need to solve their problems. Unfortunately, solutions are created without the right level of product testing which negatively impacts their customers.” — HR Manager via Gartner

“The AI-generated messaging and recommendations are helpful starting points, but they often benefit from human editing to align with employer brand voice and tone. Continued evolution in this area could further streamline content creation for recruitment marketing teams.” — Enterprise customer via G2

Best for
Enterprise organizations that need career pathing and internal development alongside high-volume phone screening. Not for teams that need real-time video AI interviews or mid-market accessibility.
5. Beamery: Best for Workforce Intelligence and Scenario Modeling

Beamery is an enterprise workforce intelligence platform built around a CRM for talent relationships, with a "digital twin" concept for workforce modeling. It offers scenario modeling and workforce planning, though there are no AI interviews, no psychometric assessments, and skills data comes from profiles rather than verified conversations.
Key features
- Workforce scenario modeling: Models talent risk, supply, and demand for strategic workforce planning
- AI Talent Match: Scores candidates against roles using a weighted formula (job title, skills, industry, seniority, company size)
- Skills intelligence: Normalized skills taxonomy across the talent CRM and existing employee data
Pricing
Where Beamery shines
- Workforce scenario modeling and talent risk assessment
- AI Talent Match scoring with weighted formula
- Skills intelligence with normalized taxonomy
- Sourcing agent for searching within CRM data
Where Beamery falls short
- No AI interviews of any kind
- No psychometric assessments
- Talent Match only supports English and Spanish
- CRM searches within existing database only, not external talent pool
- Skills scoring is profile-based (frequency matching), not conversation-verified
Customer reviews
“Would like to see more enhancements built, but they're noted on their robust roadmap already.” — G2 Enterprise customer

“Third-party integrations could be improved, although they are good and perform seamlessly. There is scope for improvement.” — SALES SPECIALIST MANAGER via Gartner

Best for
Large enterprises already on Workday or SAP that need a workforce intelligence layer for strategic planning. Not a hiring tool and not for teams that need candidate evaluation.
6. Workday: Best for Headcount Planning and Finance Integration

Workday is a widely used enterprise HCM platform. Its Adaptive Planning module handles headcount planning, scenario modeling, and budget alignment. Autonomous AI voice interviews and conversation-verified skills are absent, and implementation typically takes 6 to 12 months.
Key features
- Adaptive Planning: Models headcount scenarios tied to financial budgets with what-if analysis
- Skills Cloud: Workforce skills ontology with auto-suggested skills
- Internal talent marketplace: Connects employees to gigs and open roles inside the Workday HCM platform
Pricing
Where Workday shines
- Headcount planning tied to financial budgets
- Adaptive Planning for scenario modeling (what-if analysis)
- Skills Cloud ontology
- Internal talent marketplace
- 20+ security certifications
Where Workday falls short
- Massive platform requiring 6-12+ month implementation
- No autonomous AI voice interviews
- Talent screening via Paradox (text-based chatbot), not structured AI interviews
- Requires dedicated admin team to maintain
- Cost prohibitive for mid-market organizations
Customer reviews
“Data integrity is key, Workday allows us to have all data in one place and processes to run smoothly from that. Previously, we used a combination of platforms and internal manual processes that weren't efficient, Workday allows us to be more efficient. It also allows us to obtain analytics to inform decisions and reporting which has been useful from a transparency perspective. It has also helped in access requests, where previously data discovery had to be done manually in all different areas, now only gets pulled from Workday as the main HR data suppository.” — Senior International Data Advisor via Gartner

“Fairly limited options as far as viewing employee information.” — Enterprise Accountant via G2

Best for
Fortune 500 companies that need workforce planning integrated with financial planning. Not for mid-market teams or anyone who needs to move fast.
7. Rippling: Best for Headcount Planning Tied to HR Operations

Rippling is a broad workforce platform covering HR, payroll, IT, and finance. Its headcount planning module lets you model hiring plans against budget, and that's where the talent insight ends. Skills mapping, AI interviews, and career pathing are not on offer.
Key features
- Headcount planning: Plan and approve hiring against payroll and budget data in the same platform
- Workforce analytics: Custom report builder over HR, payroll, IT, and finance data
- Unified HR + payroll + IT: Manages people, devices, and pay from a single workforce platform
Pricing
Where Rippling shines
- Headcount planning tied to payroll and budget data
- Workforce analytics with custom report builder
- Broad platform (HR + payroll + IT + finance in one)
- SOC 1/2/3, ISO 27001 certified
Where Rippling falls short
- No skills mapping, no skills taxonomy, no development planning
- No AI interviews (records/summarizes human interviews only)
- No career pathing or internal mobility features
- No talent marketplace
- ~7 languages (Western focus, no CEE support)
Customer reviews
“I love being able to quickly log in and see all aspects of my work such as documents, pay, and reviews. Rippling makes everything easy to access in one place instead of having to go into different systems.” — Kailon V. via G2

“The main issue we've encountered is in the Benefits module, and that we're not able to fully configure our medical insurance company contributions in the way that we want to. We've opted for a bandaid fix for now, which means that some employees' information is incorrect, and are really hoping that they make product changes before our next Open Enrollment cycle at the end of the year. Due to the contributions issue, I have to manually update payroll deductions. This hasn't been quite as smooth as it should be, and there have been some challenges getting the Benefits deductions area to correctly sync with Payroll. We've opted not to connect our company email with Rippling, and because we're not using that feature, it's not allowing us to enter work email addresses at all in individual's profiles. It's not a huge issue, but is inconvenient. Our implementation manager said that there should be a way to fix this, but our account manager wasn't able to provide much guidance so I haven't looked into it further.” — HR Associate via Gartner

Best for
Companies that need headcount planning connected to payroll and finance ops, not skills-based workforce development. Planning the numbers, not developing the people.
How to Choose a Workforce Planning Tool
Start with your gap

Workforce planning means different things to different teams. Before picking a tool, identify where you're stuck:
- "We don't know what skills our people have." You need skills mapping built on verified data, not self-reported profiles. Talentpilot maps employee skills through AI conversations so you get evidence, not guesses.
- "We can't move internal talent to where it's needed." You need an internal mobility layer that knows what your people can actually do. Skills data quality determines whether the matches are real.
- "We can't plan headcount against budget." You need headcount planning tied to financial data and scenario modeling, with skills coverage on top so the numbers reflect real capability.
- "Our hiring data disappears after someone is hired." You need a connected system. Talentpilot flows candidate evaluation data directly into employee skills mapping and development, so nothing is lost at the handoff.
Skills data quality matters more than quantity

Every tool on this list claims to do skills mapping. The difference is how skills are captured:
- Self-reported: Employees fill out a profile (least reliable)
- AI-inferred: Skills are guessed from job titles and career history (moderate reliability)
- Conversation-verified: AI talks to employees and evaluates demonstrated skills (most reliable)
Talentpilot uses the third approach. Most competitors use the first or second.
Planning vs. development

Some tools in this list focus on planning the numbers — headcount, budget, scenario modeling. Others focus on developing the people — skills, growth, internal mobility. The best choice depends on whether your problem is "we don't know how many people we need" or "we don't know how to grow the people we have."
Build a Workforce Plan Based on Real Data
Spreadsheets and self-reported profiles give you a plan based on assumptions. AI-verified skills data gives you a plan based on evidence.
If you want workforce planning grounded in actual conversations with your people, not just inferred data from job titles, request a trial of Talentpilot.
Frequently Asked Questions
What is workforce planning software?
Workforce planning software helps organizations understand their current skills, forecast future talent needs, and close the gap through hiring, development, or internal mobility. It typically includes skills mapping, headcount planning, analytics, and scenario modeling.
What's the difference between workforce planning and headcount planning?
Headcount planning focuses on numbers: how many people you need, where, and at what cost. Workforce planning is broader: it includes skills mapping, development, succession, and internal mobility alongside headcount.
Do I need a separate workforce planning tool?
It depends on your current stack. If your ATS and HRIS don't track skills or connect hiring data to employee development, a dedicated workforce planning tool fills that gap. Talentpilot combines hiring and workforce planning in one system and offers plenty of integrations.
How does AI improve workforce planning?
AI can infer skills from career data, match employees to internal opportunities, model scenarios against budget, or verify skills through structured conversations. The approach matters more than the label — Talentpilot uses conversation-verified skills so the data reflects what employees can actually demonstrate.
Which workforce planning tool is best for mid-market companies?
Talentpilot is designed for organizations with 500-5,000 employees that don’t want to migrate their systems (such as ATS). Most other tools on this list (Workday, Eightfold, Gloat, Beamery) have complex implementations and no self-service options.
Can workforce planning tools replace HR?
No. These tools give HR teams better data and automation. They don't replace the human judgment needed for career conversations, culture decisions, and strategic workforce direction.








