The GPEC software rankings published in 2026 feature between 6 and 13 vendors, all evaluated from the HR department’s perspective. None of them check whether a team leader can approve an authorization from the shop floor, nor whether the tool recognizes your temporary workers. This GPEC software comparison categorizes the solutions into five groups and evaluates them based on what matters most when the majority of your employees work in production.
The 5 CSO Software Categories at a Glance
Each family of products originated from a different business area (payroll, maintenance, mobility, production, or training), and that original business area explains its blind spots in the workshop.
| Family | Originally designed for | Covers well | Poor factory coverage | Everyday Users |
|---|---|---|---|---|
| GPEC module of the HRIS or HR suite | Human Resources, Payroll, and Personnel Administration | Job descriptions, interviews, performance reviews, integration with payroll | Proficiency Levels by Position, Authorizations, Temporary Staff | HR, senior managers |
| HR Software Specializing in Interviews and Skills | Employee Interview Campaigns and Employee Development | Career development interviews, evaluations, development plans | Real-time updates from the workshop, authorization deadlines | HR, managers, and connected employees |
| AI-Powered Skills Mapping Platform | Internal Mobility Within Large Corporations | Skills derived from profiles, job and career path suggestions | Unwritten skills, evidence of on-the-job evaluation | Group HR, Connected Employees |
| Field Skills Software | Production, Quality, and Team Leaders | Skill matrix, clearances, on-the-job training, assignment schedule | Payroll, executive performance reviews, recruitment | Team Leaders, QHSE, Site HR |
| LMS or Learning Management System | The Training Department | Catalog, registration, e-learning, certificates | Actual position held after training | Trainers, HR, learners |
| Spreadsheet | Starting Small | Flexibility, no cost, easy to get started | History, alerts, multiple versions | A person, often alone |
The spreadsheet is suitable for about 30 people. Once the number of people being tracked exceeds 80 to 100, maintaining it takes longer than the process itself, and our guide to GPEC tools explains these thresholds in detail.
Looking for publishers? Our Comparison of Skills Management Software presents six of them, one by one.
What Each Family Covers, Need by Need
Summary of the information sheets in this article. Two editors from the same family may differ: check each box in the demo.
| Family | Interviews and Career Paths | Internal Mobility | Job Proficiency Levels | Authorizations and Deadlines | Assignment Schedule | Training (catalog, sessions) |
|---|---|---|---|---|---|---|
| HRIS GPEC Module | Strength | Partial | Not covered | Not covered | Not covered | Partial |
| Specialized HR Software | Strength | Partial | Partial | Not covered | Not covered | Partial |
| AI-Powered Skills Platform | Partial | Strength | Not covered | Not covered | Not covered | Partial |
| Field Skills Software | Partial | Partial | Strength | Strength | Strength | Partial |
| LMS | Not covered | Not covered | Not covered | Partial | Not covered | Strength |
A Detailed Comparison, Family by Family
First, read the information sheet for the tool you already have. This tool determines the scope of the need—that is, which family to add or replace.
The GPEC module in your HRIS or HR suite
Who is it for? Companies equipped with a group HRIS and required to negotiate on the PPIM, that is, for companies with 300 or more employees. The module draws on the employee database, payroll, and performance reviews already available in the system.
Strengths. A single database, no interfaces to build, and a group view to prepare the agreement. Performance reviews and executive succession plans are generally well covered.
Factory settings. The classification system describes jobs—rarely specific positions, machines, or skill levels. Temporary workers, who are not on the payroll, are not included in the system, even though they fill positions during production peaks.
Request a demo. «List the people who are available to work as drivers on Line 3 tomorrow morning, including temporary workers.»
HR software specialized in interviews and skills
Who is it for? SMEs and mid-sized companies that want to streamline interviews, evaluations, and development plans without switching HRMS. Their pricing is most often listed on a per-user, per-month basis.
Strengths. Turnkey interview campaigns, automatic follow-ups, and tracking reports for the HR department. Setup is quick when employees have computer access.
Factory settings. The evaluation follows the schedule of the interviews, but the career path interview has taken place only once every four years since the law of October 24, 2025. For an operator, the versatility matrix then becomes the only set of skills data that is continuously updated.
Request a demo. «How does an operator without a work email address access their interview, and who enters their proficiency levels between interviews?»
AI-Powered Skills Mapping Platforms
Who is it for? Large corporations that want to make internal mobility available to several thousand employees. AI identifies skills based on resumes, profiles, and training courses completed.
Strengths. Mapping produced quickly and on a large scale, along with suggestions for positions or career paths that HR would not be able to identify manually.
Factory settings. Machine adjustments or format changes are rarely recorded in a profile, which leaves little for the AI to work with. In addition, an auditor expects a signed evaluation at the workstation—one that cannot be replaced by any automatic calculation.
AI systems that assign tasks, influence promotions, or evaluate performance fall under Annex III of the European Regulation on Artificial Intelligence. The requirements for these high-risk systems take effect as of December 2, 2027.
Request a demo. «Which AI suggestions pertain to individual decisions, and what documentation do you provide for the December 2027 obligations?»
Field Skills Management Software
Mercateam is part of this family—keep that in mind as you read.
Who is it for? Workplaces where team leaders maintain the versatility matrix and where quality is aligned with authorizations, in the aerospace, food processing, pharmaceutical, cosmetics, or automotive industries.
Strengths. Proficiency levels by workstation and by machine, alerts before authorizations expire, workstation training validated by the trainer, and—depending on the software vendor—workstation instructions accessible from the shop floor. The matrix feeds directly into the work assignment schedule, and team leaders update it from the shop floor.
Factory settings. These tools do not handle payroll, recruitment, or executive performance reviews; therefore, they interface with the HRIS for headcount and absences. Their value depends on the reference data, which ceases to be maintained as soon as it becomes too detailed.
In our deployments, four proficiency levels are almost always sufficient (in training, working independently under supervision, working independently, capable of training others), and we aim to have at least two people trained in each critical skill.
Request a demo. «Can a night shift supervisor verify a proficiency level in less than a minute, from the workstation and without a computer?»
LMS and Training Management Software
Who is it for? Training departments that manage a course catalog, sessions, e-learning, and regulatory certifications.
Strengths. Registration, notifications, attendance tracking, and budget monitoring for the skills development plan.
Factory settings. An LMS certifies that a training course has been completed, whereas the skill level demonstrated on the job three weeks later is measured on the shop floor. On an English-language quality forum, a user of a document management platform also notes that even the slightest revision to a document triggers the training process anew for everyone involved.
Request a demo. «Where is the performance evaluation for the position following the training recorded, and who signs it?»
The criteria that distinguish factory-based solutions
Print out this table and bring it to the demo. The last column lists the reasons why you should cross a candidate off your list.
| Criteria | Why it's a factor in production | Question to Ask During the Demo | Warning Signal |
|---|---|---|---|
| Taken from the workshop | Operators and team leaders often do not have a designated computer workstation | «Complete a proficiency level on a tablet or smartphone while working the night shift.» | The mobile app does not have the same features as the web version |
| Proficiency Levels by Position | Two employees with the same job description do not operate the same machines | «Break down the production line operation into setup, format change, and restart.» | The job description ends with the job title |
| Certifications and Audit Evidence | An expired authorization renders the assignment noncompliant, and the ISO 9001 standard (§ 7.2) requires that documented evidence of competence be retained | «Which clearances in Workshop B expire in 90 days, and who had clearance for that position on March 12?» | Only the current status is saved; otherwise, the alert does not notify the team leader |
| Link to the assignment schedule | Every morning, you need to know who can fill in for someone who's absent | «Suggest a qualified replacement in the event of an unexpected absence.» | Matrix and schedule in two tools without data exchange |
| Temporary and Seasonal Workers | They hold positions without being on the payroll | «Create a temporary profile and block the assignment until authorization is granted.» | Import people only from payroll |
| Multi-site | The group compares its plants using a common benchmark | «Compare the coverage of critical competencies between two sites.» | A complete reconfiguration is required for each site |
| HRIS and ERP Integrations | Headcount and absences come from the HRIS; workload comes from the ERP | «What workflows are in place at a client using the same HRIS as we do?» | «Custom» integration without a client reference |
| GEPP Management | Negotiations and site reviews require metrics for each workshop | «Display the coverage rate for critical skills and the age distribution by position.» | Dashboards Limited to Interview Campaigns |
| Security and Data | Performance evaluations are personal data and are the responsibility of the CSE | «Where is the data hosted, and what certifications do you hold?» | No safety certification or documentation ready for the CSE |
| Guidance and Support | The reference framework and the Excel file import are built using the editor, workshop by workshop | «Who works with us to develop the framework, and how many days of support are included?» | Training limited to online materials |
For the management criterion, the list of GEPP indicators The requirements for dashboards (coverage, criticality, versatility, and time to competency) are covered in a dedicated guide.
If we had to test only one criterion, we would choose data entry from the shop floor, because both authorization tracking and scheduling rely on updates made at that workstation.
Your demo grid
Rate each solution during the demo, criterion by criterion. A red flag on any criterion marked with an * is enough to eliminate a candidate.
| Criteria | |||
|---|---|---|---|
| Taken from the workshop * | |||
| Proficiency Levels by Position | |||
| Certifications and Audit Evidence * | |||
| Link to the assignment schedule * | |||
| Temporary and Seasonal Workers | |||
| Multi-site | |||
| HRIS and ERP Integrations | |||
| GEPP Management | |||
| Security and Data | |||
| Guidance and Support | |||
| Result |
An update from the workshop
The team leader is the primary user of the matrix and should be the one primarily responsible for it. On a quality forum, a moderator pointed this out to an overwhelmed quality engineer, asking why he was taking the training courses himself when the supervisor is the one who should know who has been trained.
If it takes more than a minute to complete a level, the printed chart is returned to the break room. In 2009, one company even switched back from an Access database to Excel, because it felt the database was too difficult for some of its employees.
Authorizations and Audit Evidence
On the day of an audit, the question centers on a specific date: Was the operator authorized on the day he or she was on duty? Only a time-stamped history of approvals can answer this question, and a spreadsheet that is overwritten with each update does not retain this information.
Be sure to ask to see the history in addition to the current status, especially if you maintain a authorization matrix for EN 9100, NADCAP, or GMP audits.
«I no longer have to worry about tracking authorizations or critical competencies that are about to expire; Mercateam sends me a reminder several months in advance.»
QHSE Manager, Aerospace Industry
The link to the assignment schedule
Every morning, the roster is first used to determine who can fill in for an absent employee in a specific position. When the roster and the schedule are managed in two separate tools, the team leader has to redo this check manually.
At the sites we equip, connecting the two saves time up to one day a week on preparing schedules.
At Mercateam
The matrix and the schedule based on the same data
The skills matrix and authorizations feed directly into the assignment schedule, without the need for re-entry between the two.
«In two months, I reduced the time spent preparing the schedule by 30 %.»
Team Leader, Mercateam Client
«We've stopped using Excel to manage our teams, and for the first time, we have data to guide the organization.»
Plant Manager, Mercateam Client
Which family plan should you choose based on your situation?
Identify the style that most closely resembles your site, then narrow it down to no more than two families for your shortlist.
| Your Situation | Recommended | Why | Point to Watch For |
|---|---|---|---|
| Group equipped with an HRIS, majority of operators | HRIS GPEC module for managers and technicians; field software for production | Each population is tracked where its data is generated | Identify the authoritative source for each data point and synchronize the figures |
| Single-site operation with 150 to 400 employees, Excel spreadsheet, regular customer audits | Field skills software, currently being piloted for critical positions | There are urgent needs in the following areas: clearances, versatility, and replacements | Keep the interviews in the current tool as long as it's sufficient |
| Mid-sized companies with multiple locations in the aerospace, pharmaceutical, or agri-food industries | Multi-site field software connected to the HRIS | Common Framework and Site-by-Site Audit Evidence | Standardize skill titles before importing |
| Prioritizing executive mobility and succession planning | HR Suite or AI-Powered Skills Platform | Their strength lies in their profiles and professional backgrounds | AI Act Requirements in December 2027 and Consultation with the CSE |
| High seasonality and extensive use of temporary workers | Field Software with Work Assignment Scheduling | Train and prepare temporary workers before they start their assignments | Check how temporary profiles are billed |
| About 30 people to follow on a single line | Structured Spreadsheet | The cost of a project exceeds the expected gain | Set the threshold now that will trigger the switch to a tool |
If a group uses an HRIS, include the rule in the specifications. Headcount, contracts, and absences are recorded in the HRIS; skill level, authorization, and assignment are recorded in the field tool, which determines the direction of each integration flow.
Which family is right for your website?
Five questions, following the same logic as the table above.
Answer the five questions to view the recommendation.
How much does GPEC software cost?
The comparisons published in 2026 highlight the rates of €2 to €16 per user per month for solutions that display their prices. For large accounts and most business tools, pricing is based on a quote.
The billing unit often carries more weight than the unit price. Ask who is included in the count: each employee on the payroll, each logged-in user, each location, and temporary workers.
Let’s take a site with 600 employees, including 450 operators. At a rate of €6 per employee tracked per month, it costs €43,200 per year. At a rate of €12 per logged-in user—for 60 team leaders, HR staff, and quality control specialists—the same scope comes to €8,640 per year.
Note the difference: for the same site, the billing unit causes the invoice amount to vary by a factor of five.
Estimate the cost over three years
Default values: the example above. Replace them with the figures from your quotes.
Non-core hours: developing the reference system, importing the Excel file, and updates by team leaders.
Market comparisons also include 20 to 40 % of the first-year budget for setup, training, and support.
Finally, quantify the internal time required: building the reference database, importing the Excel file, and monthly updates by team leaders. This last item, though rarely included in the budget, is ultimately what determines whether the system is adopted.
Compare this total with the time saved. At Trigano, training time was reduced by a factor of four; at Shiseido, half a day per week was freed up for skills management.
Complete the selection process in one quarter
Twelve weeks are all it takes to go from the list of publishers to a well-reasoned decision, including consultation with the CSE.
The 12-Week Selection
The CSE consultation takes place between the demonstrations and the field test.
- Weeks 1 and 2. Define the scope of the pilot. Choose two or three workshops and their critical workstations—the ones whose absence would shut down a production line. Export your current, anonymized matrix for the demos.
- Week 2. Write three real-life scenarios. An unexpected absence in a critical position, an audit that requires an operator's work history, a temporary worker who is scheduled to start on Monday.
- Week 3. Preselect three solutions from no more than two families. Cross out the ones that trigger a warning from the criteria table.
- Weeks 4 and 5. Organize demos using your data. Invite two team leaders—including one from the night shift—and time how long it takes to validate a proficiency level.
- Weeks 5 through 9. Consult the CSE. If no agreement is reached, the CSE has one month to issue its opinion—two months if it consults an expert (Article R2312-6 of the Labor Code): Initiate the consultation before conducting any tests using actual employee data.
- Weeks 9 through 12. Test it in the field, then project the numbers over three years. Measure the update time per team leader, add up the subscription, setup, and internal time, and then make a decision.
The judge is overseeing this schedule: On January 29, 2026, the Nanterre District Court suspended the rollout of HR software in a preliminary injunction proceeding which replaced a skills assessment tool, subject to a penalty of 500 € per day.
In Mercateam, the matrix, authorizations, and assignment schedule all share the same data, so the absence scenario is handled without the need to re-enter information.
Where to start this week
List the positions that halt a production line when the person in that role is absent, then open your current matrix next to it. The differences between the two will give you the pilot scope and the three demo scenarios.
If the Terrain family makes it onto your shortlist, find out how our GPEC software Link the skills matrix, authorizations, and staffing schedule across more than 300 industrial sites, then request a demo tailored to your specific scenarios.
Play your three scenarios on Mercateam
Unexpected absences, audits, or the arrival of a temporary worker: skills matrix, authorizations, and staffing schedules—all in one place. More than 300 industrial sites are already using Mercateam.
«We centralize all the teams» information, so everyone speaks the same language—across all our locations." Member of the Executive Committee, Mercateam client
Skills matrix · Assignment schedule · On The Job Training · Work instructions · Case studies
