An Advanced LLM-Powered
Enterprise Chatbot
AdmireTech developed a production-grade LLM chatbot for a leading cloud solutions company — eliminating manual IT support queues, enabling instant query resolution, and transforming internal helpdesk operations at scale.
The Requirement
A struggling IT support operation that couldn't scale
Our client — a leading provider of multi-cloud solutions — faced a critical challenge: their internal IT support desk was overwhelmed. Employees submitted repetitive tickets for password resets, software access, VPN issues, and system troubleshooting.
The support team was spending the majority of their time on low-complexity, high-frequency queries — leaving no capacity for complex infrastructure work.
- High ticket volume overwhelming support staff
- Long wait times degrading employee productivity
- Inconsistent answers from different support agents
- No integration with existing IT service management tools
- Support unavailable outside business hours
The Solution
An LLM-powered assistant built on AdmireTech's AI framework
AdmireTech designed and deployed a production-grade LLM chatbot that integrates natively with the client's IT knowledge base, ticketing system, and Microsoft Teams environment.
Using Retrieval-Augmented Generation (RAG), the chatbot retrieves contextually accurate answers from internal documentation — not generic internet data.
- RAG architecture grounded in verified internal documentation
- Native Microsoft Teams integration for seamless employee access
- Automatic ticket creation and ITSM system synchronisation
- Intelligent escalation with context summaries for human agents
- Continuous learning from resolved interactions
How It Works
From employee query to resolved ticket — in seconds
Query Intake
Employee types a question in Microsoft Teams or the web portal. The chatbot identifies intent using fine-tuned NLP classification.
Knowledge Retrieval
The RAG pipeline searches internal IT knowledge base, policy documents, and previous resolved tickets for relevant context.
Response Generation
The LLM generates a clear, step-by-step response grounded in retrieved documents — no hallucinations, no generic answers.
Resolution or Escalation
If resolved, the ticket is auto-closed. If not, an ITSM ticket is created and routed to the right agent with full context.
Features
Everything the enterprise IT team needed — and more
User-Friendly Interface
Deployed directly in Microsoft Teams and as a web widget — where employees already work. No new tools to learn.
Intelligent Ticket Creation
When an issue cannot be resolved autonomously, the chatbot auto-generates a structured ITSM ticket with full conversation context.
Microsoft Teams Integration
Fully embedded in the Teams environment, enabling collaborative troubleshooting and real-time IT admin monitoring.
Contextual Knowledge Retrieval
Leveraging RAG, the chatbot retrieves contextually relevant information from verified internal sources — accurate, policy-aligned responses every time.
Troubleshooting Capabilities
Walks employees through step-by-step solutions for common IT issues — VPN, software, hardware, and account access — using branched dialogue flows.
Analytics Dashboard
IT managers access real-time insights on ticket categories, resolution rates, unhandled queries, and chatbot performance.
The Outcome
Measurable impact from day one of deployment
Drop in Manual IT Support Tickets
The chatbot autonomously resolved the majority of incoming queries — password resets, access requests, software troubleshooting — eliminating the manual burden entirely for routine issues.
Instant, Accurate Answers at Scale
Employees receive consistent, policy-accurate responses in under 3 seconds — whether first query or hundredth. No more waiting in queue, no more inconsistent answers.
Employee Satisfaction Score
Efficient, always-available support transformed the employee service experience. 9 in 10 staff said it improved their daily productivity.
Coverage Across All Time Zones
The chatbot operates continuously — delivering the same quality at 3am on Sunday as 9am Monday. Global teams finally had equal access to instant IT support.
Final Product
A production-grade AI assistant, live in the enterprise
Tech Stack
Built on a modern, scalable AI architecture
Ready to automate your enterprise support operations?
AdmireTech builds production-grade AI products that solve real business problems — not demos that never ship.