Straits Institute for Applied AI
Catalogue/Tier 3 · Job Skills/Research & Media
AI+ for Complaint Handling & Resolution cover
T3-92 · Tier 3 · Job Skills

AI+ for Complaint Handling & Resolution

Resolve Faster, Learn Smarter and Win Back Trust with AI

Every complaint is a second chance. Most organisations miss it.

Your complaint volume is rising. Your response times are slipping. The systemic patterns are visible but impossible to prove without a data science team you don't have. *AI+ for Complaint Handling & Resolution* gives you the REPAIR Protocol — a six-step AI-assisted framework from intake through organisational learning — plus 48 prompt templates for classification, investigation, response drafting, escalation, and complaint intelligence. Built by an AI engineering firm for complaints professionals who know the work matters — and are ready to do it faster, more consistently, and with more impact.

Tier
Tier 3 · Job Skills
Category
Research & Media
Format
Guide
Updated
Q2 2026
Inside
  • 48 copy-ready prompt templates for complaint classification, investigation, response drafting, escalation, and pattern analysis
  • The REPAIR Protocol — a six-step AI-assisted framework that works across any sector, any complaint type, and any volume
  • Complaint Triage Matrix, Root Cause Analysis Ladder, and Tone Calibration Scale — three decision tools that prevent the most common handling errors
  • The Complaint Intelligence Cycle — a five-stage approach to extracting organisational learning from your complaint data and turning it into proposals that leadership will act on
  • A 90-day embedding plan with role-specific tracks for individual handlers, team leaders, and operational managers
Who this is for

Complaints officers, customer experience managers, patient relations staff, ombudsman officers, and front-line professionals who handle escalated complaints — typically 2–10 years in a service or operational role, responsible for resolving disputes with members of the public, clients, or service users.

Also for:Operations managers, quality assurance staff, compliance officers, and team leaders who supervise complaint handlers or review complaint outcomes; also useful for frontline staff who want to improve how they handle difficult interactions.

You’ll be able to
  • Apply the REPAIR Protocol to handle complaints from receipt through resolution using AI at each stage
  • Use AI tools to classify, investigate, and document complaints accurately and efficiently
  • Draft professional, empathetic responses to complainants using AI-assisted writing
  • Identify systemic complaint patterns using AI analysis and translate findings into process improvements
  • Maintain regulatory compliance and audit-ready records with AI-supported documentation
What’s inside
Diagnostic
How AI-ready are you in complaint handling?
Chapter 1
AI in Complaint Handling Right Now
Chapter 2
The Psychology of Complaints
Chapter 3
The REPAIR Protocol
Chapter 4
Receive and Classify
Chapter 5
Probe and Investigate
Chapter 6
Communicate and Respond
Chapter 7
Escalation and Complex Cases
Chapter 8
Complaint Intelligence
Chapter 9
Compliance and Record-Keeping
Chapter 10
Your 90-Day Complaint Handling Plan
Back matter
Skill Summary · Recommended Next Reads · Glossary · Tool Reference

Built by an AI engineering firm for complaints professionals who know the work matters — and are ready to do it faster, more consistently, and with more impact.

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How this was made

Every AI+ title is written by AI engineers who build production AI systems, then verified by practising professionals in the field it serves. Titles are reviewed quarterly and updated whenever the technology or regulation shifts. Localised editions are reviewed by in-region experts before release.

Our editorial approach →