HR Tech Vendor Eval.

1. Are you SOC 2 Type II and/or ISO 27001 certified? Please provide certificates.
2. Do you comply with GDPR, CCPA, HIPAA, and other relevant data protection regulations?
3. What data encryption standards do you use for data at rest and in transit?
4. How do you handle employee consent management and data subject rights?
5. What are your breach response protocols and notification timelines?
6. Do you have bias detection and mitigation features built into your AI models?

+ 11 more on RBAC, audit trails, data residency, DLP/SIEM integration, anonymization, penetration testing, jurisdictional access.

1. What is the total cost of ownership (TCO) including all fees over 3 years?
2. Are there additional costs for API usage, integrations, or data processing?
3. Do you charge per user, per transaction, or have a flat fee structure?
4. Are there hidden fees for additional features, storage, or support tiers?
5. What ROI metrics can you guarantee or benchmark from similar implementations?
6. What is your average customer churn rate and renewal percentage?

+ 12 more on payback period, volume discounts, implementation cost variance, ROI by HR function, multi-year incentives, migration costs.

1. How do you handle and minimize AI hallucinations or false outputs?
2. What is your system uptime guarantee and SLA?
3. How do you test for and mitigate bias in recruitment and performance evaluation?
4. Do you provide explainable AI features to understand decision-making?
5. How do you handle performance degradation over time (model drift)?
6. Can users audit, override, or provide feedback on AI decisions?

+ 11 more on prediction confidence, benchmarks, error rates, edge cases, QA processes, HR-policy alignment, drift detection.

1. Can your AI learn and adapt based on our organization's specific feedback?
2. How customizable are your workflows, templates, and AI prompts?
3. Can we retrain your models on our proprietary HR data and policies?
4. What human-in-the-loop mechanisms do you support for ongoing improvement?
5. Can your system maintain context and memory of user preferences over time?
6. How do you handle changes in employment law or company policies?

+ 12 more on persona-based personalization, retraining cadence, knowledge-base integration, conflicting feedback, micro-learning.

1. What is the typical implementation timeline for organizations of our size?
2. Which existing HR systems do you integrate with (Workday, SuccessFactors, BambooHR, etc.)?
3. How intuitive is your user interface for non-technical HR professionals?
4. Do you offer no-code/low-code configuration options for HR users?
5. What percentage of your clients complete rollout within 3 months?
6. What's the most common reason implementations get delayed · and how have you addressed that?

+ 10 more on training, support, mobile, persona customization, change management, offline access, satisfaction metrics.

1. What is your product development roadmap for the next 18 months?
2. What happens to our data if we decide to terminate the contract?
3. Can you provide references from HR organizations similar to ours?
4. How do you ensure vendor stability and long-term viability?
5. What differentiates your solution from competitors in the market?

+ 6 more on disaster recovery, feature requests, employment-law currency, multi-language, HR-specific customer base.