Service quality feedback is often collected irregularly, manually, or only from a small sample of clients. Management lacks a transparent view of employee performance, regional service quality, recurring complaints, and customer satisfaction trends.

Business clients expect faster and more professional banking service. Banks need systematic feedback loops, not occasional surveys. AI can help turn open-text feedback into structured insights and early warning signals.

A platform that sends monthly survey links to business clients, identifies the client and assigned employees, collects structured ratings and comments, and produces dashboards for management with employee rankings, NPS/CSI, complaint trends, and AI-analyzed comment themes.

• Start as a survey tool for relationship managers and client-facing employees.
• Add AI sentiment and topic classification for comments.
• Create automatic alerts for negative feedback and recurring issues.
• Build employee, region, and product-level service quality dashboards.
• Integrate with CRM and BI systems over time.

• Customer experience or HR analytics team
• Strong frontend and dashboard skills
• Experience with surveys, NPS/CSI, sentiment analysis, or service quality measurement
• Ability to handle privacy and confidentiality correctly

• SMS or link-based survey flow
• Client identification page
• Employee selection based on assigned relationship team
• Rating criteria: service quality, qualification, speed, standards, satisfaction
• Free-text comments with complaint/suggestion/thanks categories
• Admin dashboard with rankings, average scores, negative reviews, NPS/CSI, and response rate
• Basic AI comment classification

• Survey completion rate is measurable and improves over time.
• Managers can identify top employees and problem zones monthly.
• Negative comments are flagged automatically and routed for review.
• Service quality can be compared across employees, regions, and time periods.

• Survey design should avoid bias and manipulation.
• Client confidentiality must be clearly communicated.
• Dashboards should support action, not only reporting.