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Lean, Scalable, Always-On IT Support

We developed an enterprise-grade AI assistant that detects urgency, resolves L1/L2 tickets, and fully integrates with ServiceNow and Ivanti.

Lean, Scalable, Always-On IT Support

Client & Industry Overview

The client needed a chatbot to handle growing ticket volumes, reduce L1/L2 load, and improve SLA compliance. Their IT helpdesk was overburdened by routine queries like access issues, software installation, or system errors, all of which delayed actual incident handling. We built an AI copilot powered by GPT-4o, vectorized knowledge retrieval, and ELSER for ElasticSearch accuracy. It resolved most issues instantly, auto-generated L3 tickets via ServiceNow/Ivanti, and reduced helpdesk effort by 40%.

Industry:

Construction

Region:

California, USA

Company Size:

500+ Employees

Engagement:

12 Months

What Made This Complex

Not Every AI is IT-Aware
Ambiguous Query Intents

Phrases like 'system error' needed downstream filters to sort between device issues, VPN errors, or Outlook crashes.

Ticket Routing Loops

Improper retry logic in ServiceNow API led to duplicate or recursive ticket entries under high request loads.

Delayed Sentiment Triggers

User frustration detection often missed the escalation window due to NLP lag in emotion scoring mid-conversation.

Vector Index Drift

Knowledge base updates weren't reflected live—outdated embeddings caused poor context recall from document vectors.

Role-Based Prompt Conflicts

Custom prompts didn't respect all SSO permissions—unauthorized responses occasionally bypassed expected scope controls.

What We Did to Fix It

Engineering Through the Complexity
Dashboard
Intent Mapping Optimization

We retrained embeddings with scenario-specific data and added decision tree logic to route ambiguous phrases like "system down" or "email blocked" to precise intent categories.

Structured Knowledge Training

We built a standard content template for KB ingestion, enabling clean vectorization and predictable embedding generation across Elastic + GPT-4o pipeline for consistent document understanding.

Reliable Agent Escalation Sync

We implemented a transcript buffer and pre-handoff state validation to ensure full user context transferred properly to Amazon Connect, preventing dropped session issues.

Role-Based Prompt Enforcement

Prompt templates dynamically changed based on SSO role payloads. Access-controlled KB filters were enforced through backend logic before response generation even triggered.

Noise Reduction in Elastic

ELSER model was fine-tuned with domain-specific token weights to suppress keyword pollution and improve high-confidence clause retrieval within mixed-topic documents.

300+

Projects Delivered

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50+

Full-Time Engineers

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6+

Years of Consistent Delivery

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20+

Technologies Mastered

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Impact visualization

Features That Cut Workload in Half

Built for Real ITSM Challenges
Intent-Based Query Detection

Intent-Based Query Detection

Vector-Based Knowledge Lookup

Vector-Based Knowledge Lookup

L1 and L2 Issue Resolution

L1 and L2 Issue Resolution

ELSER-Powered Search Precision

ELSER-Powered Search Precision

ServiceNow & Ivanti Sync

ServiceNow & Ivanti Sync

Amazon Connect Handoff Integration

Amazon Connect Handoff Integration

SSO with Role Control

SSO with Role Control

Sentiment-Based Escalation Logic

Sentiment-Based Escalation Logic

Analytics Dashboard for Admins

Analytics Dashboard for Admins

Technology Backbone of the IT Copilot

Fast, Contextual, & Always On
React

React

Elasticsearch

Elasticsearch

Nest Js

Nest Js

Tailwind CSS

Tailwind CSS

Open Ai

Open Ai

PostgreSQL

PostgreSQL

Python

Python

Azure

Azure

HighLevel

HighLevel

Project Outcome

Tangible Wins Across Every Matric
Speed. Accuracy. Deflection. Delivered.

Our system automated IT issue resolution at scale. Every core metric—from CSAT to response time—validated how precision AI tools can replace routine overhead across enterprise support systems.

Instant Knowledge Retrieval

Sub-3 second replies with GPT + vector search provided users with accurate solutions—no KB browsing or agent follow-ups needed.

High-Level Deflection Rate

Over 70% of interactions ended without agent support, reducing ticket backlog and clearing common service traffic.

SLA-Ready Ticket Automation

Auto-generated tickets respected issue urgency and routed with accurate SLA labels for proper escalation.

Semantic Consistency Maintained

Structured multi-turn prompts avoided off-topic replies when users switched between issues mid-session.

Role-Tailored Chat Responses

RBAC logic kept responses scoped to user role—limiting unnecessary exposure to irrelevant tools or protocols.

50%

Time Saved

Faster resolutions delivered instantly

95%

Answer Accuracy

KB-backed precision on queries

40%

Interaction Cut

Reduced handoffs to Helpdesk

60%

Ticket Automation

ServiceNow flows without clicks

Impact visualization

Client Testimonials

Trusted by Satisfied Customers Worldwide

Kodertal and the team did an amazing and professional job on my project! they did exactly what I needed and more so anyone that is looking to have a project done the right way, adequately and professionally, Kodertal is the brand to go to!!! Thank you again and I will definitely be working with you guys again.


Andrei Johnson

Andrei Johnson

Business Owner

Amazing work! SERP rankings have already started to improve since the changes were made. the Kodertal team's keyword research abilities are truly valuable. Highly recommended!


Alexander Grant

Alexander Grant

Marketing Lead

I am Ahamed from (WLS Group Australia) Kodertal team is extremely professional, deliver the work on time, help us to build the cloud computing, its so much easier to work with our team now. good job. Kodertal is highly recommended!


Ahmed

Ahmed

Product Owner

Working with Kodertal was a great experience. He was always available for discussions and urgent tasks, and his genuine enthusiasm for the project set him apart. What impressed me the most was his proactive approach-actively contributing and implementing valuable ideas that enriched the project.


Jahari Abdallah

Jahari Abdallah

Product Owner

I just completed my second project with Kodertal and the team. Each experience further cements my respect and admiration for them. Their exceptional professionalism shines through in every interaction. They've showcased unwavering dedication throughout both projects, consistently hard-working, diligent, and committed to the tasks. Their proactive approach to challenges and adherence to project specifications are meritorious. What truly sets Kodertal and his team apart is their collaborative spirit and genuine openness to discussions, continually streamlining the workflow. They are flexible in adapting to changes. As a repeat customer, I can wholeheartedly recommend them to anyone seeking a seasoned professional.


Pamela Hernandez

Pamela Hernandez

Founder

Great to work with Kodertal team. they were quick to respond and deliver excellent results with our project by going beyond our expectations. I hope to work with them again in near future.


Victoria Clarke

Victoria Clarke

Project Sponsor

Clutch
Clutch47 reviews
4.9/5
Google
Google124 reviews
4.9/5
Upwork
Upwork100% Job Success
Top Rated Plus

Why Choose Us

We build with clarity, ship with accountability, and support you long after launch.
400+

Projects Delivered

75+

Full-Time Engineers

10+

Years of Consistent Delivery

30+

Technologies Mastered

Deep AI/LLM Expertise

Specialized team with 10+ years in machine learning and 5+ years in LLM development.

Industry-Specific Solutions

Specialized team with 10+ years in machine learning and 5+ years in LLM development.

Proven Methodology

Specialized team with 10+ years in machine learning and 5+ years in LLM development.

Global Delivery

Specialized team with 10+ years in machine learning and 5+ years in LLM development.

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300+Projects
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Lean, Scalable, Always-On IT Support
AI-Powered ITSM Chatbot DevelopmentLean, Scalable, Always-On IT Support

We developed an enterprise-grade AI assistant that detects urgency, resolves L1/L2 tickets, and fully integrates with ServiceNow and Ivanti.

50%Time Saved
40%Interaction Cut
95%Answer Accuracy

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