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

AI+ 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+ 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
Q3 2026
Inside
  • 25 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

AI+ Complaint Handling & Resolution is written by AI engineers who build production AI systems, then pressure-tested by professionals who apply the skill in their work. It is reviewed every six months and updated whenever the technology or regulation shifts.

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