Link copied!
Ignitesol Logo
Home
Services

AI/ML Development Services

[elementor-template id="37232"]

Full-Service Product Studio for Startups

[elementor-template id="37754"]

Developers for Hire for Product Companies

[elementor-template id="38041"]

QA and Software Testing Services

[elementor-template id="38053"]

View All Services

[elementor-template id="38057"]

AI Agents & Workflows

Generative AI

Machine Learning & Data Science

Launch your startup’s MVP or full-scale product with a dedicated expert team that designs, develops, and iterates rapidly to get you market-ready in just a few months.

Accelerate your product growth with dedicated remote tech teams, experts in design, development, and AI, managed end-to-end.

Ensure product integrity with our advanced QA stack, scalable test environments, and continuous validation.

Power your business with custom web, mobile, and cloud software with modern technology. A senior-led team delivering scalable, secure, business-ready digital products.

View All Services

View All Services
Work About Blog Career Contact
  • Share
  • Download

#AgenticAI #GenerativeAI

Advancing Time Tracking 
with Generative AI for an Enterprise Software Product

How Ignite Engineered a Generative AI Chatbot for Natural Language Time Queries

Fintech 
Industry

USA
Country

Ignite Solutions partnered with a leading enterprise software provider to co-create a generative AI chatbot for one of their time-tracking products.

The vision was forward-looking, to create a differentiated user experience that allows professionals to interact with time data using natural language and voice.

OVERVIEW

The Context: Innovation That Yields Insights From Time Tracking

For legal professionals, every minute matters. But tracking those minutes? That’s often the most frustrating part.

A leading enterprise time tracking software provider knew it could do better for its users. 

The idea was to enable natural language interactions around time-tracking metrics, making it easier and more intuitive for professionals to access data, ask time-related questions, and gain insights. 

A natural language interface that could answer time-related questions like:

“What are my time entries for last week?”

“How much time did I log with client X yesterday?”

“List the lawyers who have booked time for the client ABC in the last month compared against the target hours.”

And so, Ignite brought this vision of conversational AI to life.

Related Projects

PH Mini Project 01

PH Mini Project 02

PH Mini Project 03

Challenges

The Solution

Technical Implementations

Key Features Delivered

The Outcome

What’s Next

Challenges

The vision was powerful, but executing it meant navigating a series of intricate challenges:

Ensuring high accuracy

In a domain where even minor errors could impact billing and compliance.

The system needed to respond with domain-specific precision and consistency.

Breaking new ground

Our client wasn’t replacing a legacy system; they were trying to build a new category of user experience.

Introducing an AI component to
an existing system

The needs of the AI systems and the related skills differed from those of 
the operational system. We needed to bridge the gap through rapid prototyping 
and architectural clarity.

Domain-specific queries

The queries were highly domain-specific, requiring sophisticated natural language understanding adapted to timekeeping in professional services, along with strict guardrails.

AI QA

Testing an agentic, real-time AI system challenged traditional QA methods, demanding AI test automation to handle the open-ended variability of human conversation.

Enterprise standards

The software had to meet the rigorous technical and compliance standards of a large enterprise software.

The Solution

Solution Visioning, Rapid Prototyping, Deep Integration, and a Phased Approach

To deliver under these conditions, Ignite deployed a phased process.

FIRST STEP: SOLUTION VISIONING

Client Request and Collaboration

  • The client requested a natural language chatbot.
  • Ignite collaborated to identify the features that would make the solution user-centric.

Features Beyond the Basic Chatbot

  • Provides personalized questions based on user login history
  • Offers contextual follow-up questions to simplify user interactions
  • Displays graphs where appropriate for better understanding
  • Manages threads and maintains context efficiently
  • An option to like or dislike the generated response
  • Stores chat history with dynamic titles

Client-Driven Additions

  • Some features, like speech-to-text, were requested by the client and integrated.

PHASE 1

Rapidly Proving the Concept (POC)

Quick Validation of Architecture

  • Ignite suggested a POC to demonstrate that the proposed system architecture works before committing to full development.
  • This helped demonstrate technical feasibility early on.

Demoable Product for Stakeholders

  • The POC allowed the client to have a working demo.
  • Stakeholders and sales teams could see real functionality and give buy-in without waiting for the whole product.

Avoid Integration Complexity Early

  • Full integration with the client’s system would have taken 2–4 weeks just to get access and set up environments

  • Instead, Ignite asked the client for a data dump, so they could run the POC independently without disrupting the client’s existing systems.

Quick Wins and Validation

  • The POC showcased functional results quickly, avoiding delays from complex tech or process challenges.

  • It served multiple purposes: proving feasibility, demonstrating value, and enabling early testing.

Outcome and Strategic Impact

  • The POC lasted 8 weeks and was wildly successful.

  • It supported a subset of queries but gave the client a working system they could demo to end customers before the project was fully completed.

  • The POC remained in active use even after the main project kicked off, underscoring its strategic value.

PHASE 2

Full Development and System Integration

Once validated, Ignite moved into full-scale development. The team:

  • Designed natural language capabilities for handling nuanced, industry-specific queries.
  • Built conversation flows with intelligent follow-ups and voice-enabled input.
  • Developed a front-end with an intuitive UI based on initial inputs and adapted it to align with the client’s evolving design system.
  • Studied the client ecosystem, including APIs, dashboards, and deployment tools, to understand how to embed the chatbot without disruption.
  • Adopted the client’s development and deployment processes, including their standard, auditing, logging, and other systems

Despite scope changes, the team maintained speed and quality, balancing innovation with enterprise constraints.

We didn’t just build the solution, we continuously adapted as the client’s needs evolved throughout the project,” said one of the core developers on the team.

Beyond development, we added several user-focused innovations, auto-generated graphs, follow-up questions, and context management to create a more intelligent and intuitive experience. We brought them to the table proactively to further push the product’s capabilities.

Technical Implementation

Model Deployment

Initially,  GPT-4.1 via Azure, for lower hallucination risk.

Architecture

Agentic, tool-based, and scoped to secure and accurate outputs, the Authorization layer allows the chatbot to surface only data users are authorized to view.

Frontend

React (conforming in design to the overall tool’s design system)

Backend

Python, Flask, Langchain, Langgraph

Testing Stack

Selenium in C# 
AI test Automation and evals

Infrastructure

Argo CD and Helm charts for a complete CI/CD pipeline

Voice Interaction

Speech-to-text (Dictate) was added mid-project, implemented rapidly.

Security

The chatbot is designed with guardrails that restrict users from submitting off-topic or irrelevant queries.

“Security and authorization were  key considerations, only exposing what users can already access.”

Key Features Delivered

  • Natural language understanding for 40 domain-specific queries
  • Voice input support via speech-to-text
  • An interactive graph provides a visual representation of key data and interactions.
  • Conversation suggestions based on user history and context-based follow-up questions, to guide the user experience
  • Real-time data integration from secure, client-specific environments
  • Deep compatibility with the client’s deployment stack, logging, and testing systems
  • Enterprise-grade deployment from development to production

The Outcome

A DIFFERENTIATED EXPERIENCE WITH STRONG MARKET SIGNALS

The chatbot launched in early access, allowing a select group of clients’ customers to use its features. This early phase was a resounding success, demonstrating the value and effectiveness of the solution.

Building on this momentum, the chatbot is now generally available. It is being rolled out to all customers as part of the software suite. It will reach over a hundred thousand users, marking a significant milestone in its deployment and highlighting Ignite’s ability to deliver impactful AI solutions at scale.

The Strategic Win: For The Client and Ignite​

For The Client

  • They now have another generative AI feature that distinguishes them from competitors.
  • The chatbot brings a new, intuitive way to work with complex time metrics, delivering timely, intelligent answers that go far beyond what static dashboards can offer.
  • It positions the client’s organisation as a leader not just in software, but in AI-driven product experiences.

For Ignite Solutions

  • Large-Scale AI Deployment
    The AI agent developed by Ignite is being rolled out to hundreds of thousands of users.

  • Ignite successfully addressed common AI challenges such as:
    Minimizing hallucinations (AI giving incorrect outputs)
Ensuring high accuracy of results
  • Expertise Demonstrated
    The team created a fast, working prototype, showcasing technical proficiency, fostering buy-in and allowing the client’s sales teams to showcase the next-gen offering. They delivered the production version of the chatbot within budget and on time, further proving their capability.
  • Additional Innovations
    Beyond the core project, Ignite introduced additional improvements, particularly in AI Quality testing using AI eval agents, strengthening the overall solution.

What’s Next

  • Monitor feedback from the general availability rollout


  • Explore adjacent use cases and continue 
the momentum with new generative AI capabilities inside the client’s ecosystem.
Book a discovery call

2 Column Content

Title and Text (Text Only)

Lorem
Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum

Lorem
Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum

2 Column Content

Title, Text & Image

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Title, Text and pointers (Text Only)

Icon Based List

 Style

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Icon Based List

Style 2

Lorem ipsum dolor sit amet consectetur Lorem

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet consectetur Lorem

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet consectetur Lorem

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet consectetur Lorem

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

Lorem ipsum dolor sit amet consectetur Lorem

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniaLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua.

3 Column Content

Title, Text and pointers (Text Only)

Lorem
Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem
Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem
Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

3 Column Content

Title, Text and pointers (Text Only)

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

3 Column Content

Image, Title, Text, pointers

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

3 Column Content

Title, Text and pointers (Text Only)

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

1 Column text, 1 column Image

Style 3

Lorem ipsum dolor sit amet, consecteturLorem ipsum dolor sit amet, consectetur

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor

Sliding Section

Title and Image

Tiivra

Tiivra set out to create a bold visual identity, innovative eCommerce capabilities, and a engaged rider community. We crafted Tiivra’s tech strategy, designed its UX/UI, and developed multiple digital platforms to bring its vision to life.

Read full story

Areena

Areena wanted to empower recreational sports leagues with seamless scheduling, efficient player and team matching, and comprehensive performance (statistics) tracking. We designed and developed a player app, a referee app, an admin panel.

Read full story

Parallel Health

Parallel Health required an advanced eCommerce and telehealth platform for personalized skincare. We developed a powerful, integrated system featuring a customer management platform, AI-driven DNA analysis for precision diagnostics.

Read full story