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Customer Support#20 Support Ticket
Knowledge Base AI Assistant
"Your internal docs — searchable, conversational, instant"
96%
Answer Accuracy
<2 sec
Search Time
-40%
Tickets Avoided
The Problem
Teams waste hours hunting for policy answers, product info, and process docs across drives, Notion, emails. Knowledge exists — it's just unreachable.
Workflow
How the system runs
- 01Docs ingested + vectorised
- 02User asks question
- 03Semantic search across knowledge base
- 04Answer composed with source citations
- 05Feedback loop improves accuracy
Customer Interaction
Support Ticket
Ticket
#48-2179 · Multi-channel support
ResolvedCSAT 5/5
- 10:18 · Sales RepAsked cancellation policy before agreement.
- 10:18 +2s · Knowledge AIAnswered from Sales SOP v2.3, section 4.2 with citation.
- 10:19 · RepRequested customer-ready wording.
- 10:19 +3s · Knowledge AIGenerated compliant reply and logged usage analytics.
Dashboard & Reporting
Knowledge Retrieval Console
Knowledge Retrieval Console
Answered questions by knowledge area
Live
Questions Answered
18,904
+36%
Answer Accuracy
96%
+14%
Avg Search Time
1.8s
−91%
Cited Answers
88%
+21%
Tickets Avoided
40%
reduced
Onboarding Time
−55%
faster
Answered questions by knowledge area
Answer confidence
96%
verified accuracy
Policy queries
31%
top
Source citations
88%
included
Escalated unknowns
4%
review
Operational Improvement
Before vs After
Before
- Docs scattered across Drive, Notion and email
- Policy answers depend on who is asked
- New hires interrupt senior staff
- No visibility into missing documentation
After
- Conversational search across all approved docs
- Answers include source citations
- Unknown questions become content gaps
- Usage dashboard shows team knowledge demand
Business Impact
Measured outcomes
96%
Answer Accuracy
Under 2 sec
Search Time
40%
Internal Tickets Avoided
-55%
Onboarding Time
Technology Stack
Enterprise architecture
3-week build · production-grade infrastructure
Communication Layer
- Intercom / Freshdesk
- Slack
AI Layer
- Pinecone Vector DB
- OpenAI GPT-4o
Integration Layer
- Zendesk API
Suitable Industries
Real Estate SaaS Healthcare Education Financial Services Manufacturing Legal Operations
Implementation Brief
Knowledge Base AI Assistant rollout plan
Architecture, integration layers, operating rhythm and KPI governance for a 3-week production rollout.
System Walkthrough
5-step workflow · 6 KPI dashboard · ticket interaction model
Project Note
"Knowledge that takes 10 minutes to find may as well not exist. We made it instant."
Project Concept & Design
Anurag Dube
Developed Under
NeovraAI