- Assign owners to HR data and procedures.
- Test permissions against roles and real situations.
- Start with information and guidance before sensitive decisions.
Fragmentation as a discovery question
In an April 2026 publication, SAP presents fragmented HR systems as a barrier to using AI. The article draws in part on an IDC study sponsored by SAP. That commercial context should remain visible: cited results are not a forecast for another organisation.
To prepare an HR-system project, first examine the information employees seek and the journeys they complete. An outdated procedure or inconsistent status can make a well-written answer unusable. An assistant needs sources with clear ownership.
Prepare reference data and permissions
Identify reference sources for organisational structure, roles, procedures and contact details. Check duplicates, dates and update rules. Resolve discrepancies with the domain owner before extending assistant access.
Test an employee, manager and administrator using demonstration data. Also test a team change and revoked access. Answers, attachments and search results should respect the same boundaries. Even a document title can reveal information that should not be shared.
Start with a service that is easy to verify
An initial assistant can point to an approved procedure, explain request steps or find the right contact. Ask it to cite the version used and flag missing information. Employees should be able to reach the source and contact HR.
Uses affecting recruitment, evaluation or important decisions about a person require specific assessment of criteria, effects and applicable rules. Do not let an information prototype implicitly become a decision tool. Scope should be explicit to users and administrators.
Support use and maintain sources
Observe unanswered questions, misunderstandings and transfers to the team. These often reveal a procedure needing clarification or information needing better organisation. Train internal champions to recognise assistant limits and correct sources.
Evaluate a complete journey: information found, request correctly submitted and tracking understood. Include a review cycle when internal policy changes. Adoption depends on continuity between data quality, employee experience and the HR team’s ability to intervene.
Sources & methodology
This insight combines cited publications with editorial analysis. Illustrative examples are not client results. Vendor features and terms may change.