Back to Case Studies

AI Support Automation

Scaling support quality with intelligent agent orchestration.

Client

Global Tech Solutions

Sector

Customer Experience AI

Duration

5 months

Scope

Knowledge Modeling, LLM Workflows, Support Integration, Governance

AI Chatbot Interface Screenshot
Engagement Summary

Business Overview

Global Tech Solutions faced growing support volume and slower response time. We launched an AI automation layer that routed, answered, and escalated requests with measurable service improvements.

Strategic Objectives

Objective 1

Increase execution speed and visibility across customer experience ai operations.

Objective 2

Deliver a secure and scalable digital foundation for Global Tech Solutions.

Objective 3

Generate measurable business outcomes within the 5 months delivery window.

Engagement Snapshot

Industry Focus

Customer Experience AI

Domain-specific architecture and delivery strategy.

Delivery Horizon

5 months

Phased execution with measurable checkpoints.

Engagement Scope

End-to-End Delivery

Knowledge Modeling, LLM Workflows, Support Integration, Governance

Problem To Performance

From Core Business Challenges To Actionable Solutions

Challenges

Risks Identified
  • Challenge 1

    Rising ticket volume outpaced support team capacity and SLA commitments.

  • Challenge 2

    Knowledge was fragmented across documentation, emails, and internal notes.

  • Challenge 3

    Manual triage created inconsistent customer experiences across regions.

Our Solution

Actions Delivered
  • Solution 1

    Designed retrieval-augmented support agents for contextual answer generation.

  • Solution 2

    Automated ticket triage and intent classification with escalation safeguards.

  • Solution 3

    Built analytics dashboards to track deflection, satisfaction, and confidence scores.

Measured Impact

Ticket Deflection

45%

Tickets resolved without human intervention

Response Time

-63%

Faster first-response SLA performance

CSAT Improvement

+19 pts

Quarter-over-quarter service satisfaction

Delivery Timeline

Knowledge Structuring

3 weeks

Cleaned, indexed, and segmented support corpus

Agent Engineering

9 weeks

Deployed multilingual LLM support workflows

Control & Monitoring

4 weeks

Introduced confidence thresholds and QA governance

Technology Stack

PythonLangChainOpenAI APIPineconeFastAPI

Need Similar Outcome?

Let us design your next high-impact product initiative.

Start Your Project

Governance And Delivery Controls

  • Weekly executive steering updates with milestone and risk visibility.
  • Quality gates across development, QA, and release readiness checkpoints.
  • Security and performance review before each production deployment.

Client Voice

"The partnership elevated both the pace and quality of execution. The delivered platform now supports smarter planning and measurable growth outcomes for Global Tech Solutions."

Leadership Team, Global Tech Solutions

Execution Blueprint

How We Structured Delivery For Predictable Results

Our engagement model combines product thinking, engineering rigor, and business alignment to ensure every release moves KPIs in the right direction.

Book Strategy Session
WhatsApp

Hello 👋 welcome to Brandswings – Software Development Agency

Scan the QR code or click below to chat with us instantly.

WhatsApp