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Financial ServicesSolution

AI Complaint Brain for Banking

An NLP engine that triages and routes customer complaints instantly and drafts responses, cutting resolution time dramatically.

Solution
Generative AI
Industry
Financial Services
Company Size

Solution Overview

industry
Financial Services
solution
Generative AI
technologies
Azure OpenAI, Azure AI Language, Azure Machine Learning, Dynamics 365 Customer Service, Microsoft Fabric, Microsoft Purview

The Challenge

Complaints arrive through branches, call centers, email, social media and the regulator, and are triaged by hand into queues that rarely match the actual issue.

  • 1Manual triage misrouting complaints and consuming days of the response window
  • 2Inconsistent categorization making root-cause and thematic analysis unreliable
  • 3Regulatory response deadlines missed on cases that sat in the wrong queue

Our Approach

CloudGate deploys an AI complaint engine that classifies every inbound complaint by product, root cause, severity and regulatory category in real time, routes it to the team that can actually resolve it, and drafts a compliant response for agent review.

  • Real-time NLP classification by product, root cause, severity and regulatory category
  • Intelligent routing to the resolving team, with SLA clocks tracked per case
  • Draft response generation aligned to tone, policy and regulatory wording

Typical Outcomes

-70%
COMPLAINT RESOLUTION TIME
Instant
TRIAGE AND ROUTING
Predicted
ESCALATION RISK AT INTAKE

Typical outcomes for this solution pattern, not the results of a named client engagement.

Technologies Used

Azure OpenAIAzure AI LanguageAzure Machine LearningDynamics 365 Customer ServiceMicrosoft FabricMicrosoft Purview
Full architecture and data flow in the Data & AI Catalog

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