Generative AI is changing the way organizations approach performance management. Where this process was traditionally focused mainly on administration and looking back, the focus is now shifting toward continuous development, real-time support and better decision-making. Within SAP SuccessFactors Performance & Goals (PMGM), this comes together in an integrated set of AI capabilities that help HR and managers work more consistently, efficiently and in a more data-driven way.

From manual to intelligent performance management

With the introduction of generative AI, the full performance process is supported: from setting goals to conducting performance reviews.

SAP combines several AI capabilities:

  • AI-supported goal creation
  • AI-assisted writing for feedback and reviews
  • AI-generated performance insights
  • Joule as a generative AI copilot
  • AI agents for preparation and analysis

This combination enables organizations to move from a reactive performance cycle to a proactive and data-driven one.

Faster and better goal setting

Within Goal Management, generative AI makes it possible to automatically generate goals based on a short input from the user.

In practice, this means that an employee no longer has to struggle with making objectives concrete and measurable. For example, an employee can enter a short description such as “Improve customer satisfaction within my team”. Based on this, AI immediately generates several elaborated goal options, including measurable KPIs and development components. The user can compare these options, refine them and save them directly in the system.

Users can apply AI to:

  • Automatically draft performance and development goals
  • Generate and compare different goal variants
  • Improve and refine goals for consistency and measurability

According to SAP, this leads to a significant reduction in the time spent setting goals, while quality and consistency demonstrably increase.

The practical impact is clear: employees spend less time formulating goals and more time achieving them. For organizations, this translates into faster goal creation, higher quality and more consistent output across teams.

SAP SuccessFactors screen with options to create goals using AI, from scratch, by copying from a goal plan or from a library.

Better feedback with AI-assisted writing

A key bottleneck in performance management is writing high-quality feedback and consistently substantiating reviews. SAP addresses this with a combination of AI-assisted writing and AI-driven insights.

In practice, this can help during calibration sessions, for example when an HR business partner notices that ratings vary widely and are difficult to substantiate. Generative AI helps by automatically summarizing feedback and performance, recognizing patterns and trends, and supporting managers in preparing their review. These insights are built using feedback moments and activities from Continuous Performance Management, among other sources.

AI-assisted writing also supports managers directly when drafting qualitative feedback. This functionality can:

  • Generate feedback suggestions
  • Improve existing text for clarity, tone and consistency
  • Support content translation

AI-assisted writing is available in both Performance Management and Goal Management.

The result is a clear quality improvement across the board: feedback becomes more consistent, more objective and more useful, regardless of individual writing skills. At the same time, the combination with AI-generated insights helps make reviews better substantiated and less subjective.

Performance insight with AI-generated analysis

Generative AI is used to translate large volumes of qualitative data into actionable insights.

In practice, this added value becomes visible during calibration sessions. An HR business partner may observe that ratings vary widely and are difficult to substantiate. Generative AI supports this situation by automatically summarizing feedback and performance, identifying patterns and trends, and actively helping managers draft their review.

Within Performance Management, AI can:

  • Summarize feedback and performance
  • Identify patterns and trends
  • Support managers in writing reviews

The insights are built on feedback, performance and activities from Continuous Performance Management, among other sources, creating an integrated and substantiated picture of the employee.

SAP SuccessFactors screen showing a 90-day performance review with AI-generated insights for employee assessment.
Screenshot of AI-generated performance insights with a summary, strengths, improvement actions and talking points.

As a result, managers can create better-founded and more consistent reviews, while HR gains more control over uniformity and quality within the calibration process.

Joule: the AI copilot in SuccessFactors

With Joule, SAP’s generative AI copilot, the way users interact with SuccessFactors changes fundamentally.

In practice, this means that a manager no longer needs to navigate through multiple screens to obtain insights. If a manager wants to quickly know “Which goals does my team have this quarter?”, they can simply ask the question in natural language. Joule retrieves the relevant information, analyzes it and can directly facilitate follow-up actions, such as adjusting or steering goals.

Joule makes it possible to use natural language to:

  • Retrieve and manage goals
  • Analyze performance information
  • Perform actions within the system

Joule supports informational, navigational and transactional interactions and is fully integrated into the platform.

The practical effect is that users are less dependent on knowing the system navigation, which lowers the threshold for use and increases adoption. At the same time, managers can obtain insights faster and act immediately, increasing the agility of the performance process.

Screenshot of the Joule HR chat assistant with buttons for HR data such as manager, job data and email address.

AI agents: support for managers

In addition to Joule, SAP is introducing specific AI agents aimed at supporting managers.

In practice, this means that a manager who needs to conduct multiple performance reviews no longer has to prepare everything manually. The Performance & Goals Agent can automatically summarize performance, goals and feedback, and use this to suggest relevant talking points and development advice.

The Performance & Goals Agent helps with:

  • Summarizing performance, goals and feedback
  • Preparing performance review conversations
  • Generating talking points and development advice

This shifts the manager’s role from administrative processing to substantive guidance and employee development.

The practical impact is that review conversations are better prepared and more focused on development and dialogue, making them more valuable for the employee.

An integrated AI strategy

What stands out is that SAP does not position generative AI as a standalone feature, but as an integral part of the Performance & Goals process. This prevents fragmented use and creates end-to-end reinforcement of the HR cycle.

The added value lies especially in the connection between the components:

  • Content generation for goals and feedback accelerates and standardizes the recording of performance information
  • Analysis and insights from performance data reveal patterns and risks at both individual and organizational level
  • The interaction layer, Joule, lowers the threshold for use and increases adoption through intuitive, context-driven support
  • Automation through AI agents reduces manual actions and helps safeguard process consistency

This integration creates one consistent data-driven process in which creation, analysis, steering and automation connect seamlessly. This leads to higher data quality, faster decision-making and demonstrably less administrative burden for HR and management.

Governance and reliability

The use of generative AI requires explicit attention to governance, compliance and data usage. SAP positions this functionality within a controlled and auditable framework.

  • Access and use are strictly regulated through role-based permissions (RBP), safeguarding segregation of duties and data minimization
  • Data processing takes place within the existing SAP cloud architecture, aligning with existing security, privacy and compliance frameworks

This makes it possible to apply AI in a controlled and compliant way, without adding extra governance layers outside the platform. Organizations retain demonstrable control over data usage, can meet internal and external audit requirements and reduce the risk of unwanted or uncontrolled AI use.

Ready for the next step in Performance Management?

Generative AI within SAP SuccessFactors Performance & Goals enables organizations to fundamentally improve performance management.

By combining:

  • Faster goal setting
  • Better feedback
  • Data-driven insights
  • Intelligent support for managers

Performance management becomes less administrative and more focused on development, ownership and impact.

For organizations, this is a concrete step toward a modern and future-proof HR environment.

HuRis helps organizations implement these capabilities safely, compliantly and with maximum business value.

Discover what this could mean for your organization.

Would you like to know how generative AI can strengthen your performance process? Our experts will be happy to show you what this can deliver for your organization.

Contact HuRis and discover the possibilities!