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  1. LTIMindtree is now LTM | It’s time to Outcreate
  2. Insights
  3. Enhancing the customer experience by modernizing a leading North American bank's contact center

Building Hope: Accelerating Response for a Global Human Aid Organization

Empowering teams, saving 290K man-hours annually with AI in action

Need for change

Humanitarian aid operations often face significant challenges like delays and resource constraints, making it harder to respond quickly and effectively during crises. Traditional methods can be slow due to fragmented data that requires greater manual effort, and are also prone to human error, limiting the scale and impact of relief efforts. Moreover, a lack of humanitarian funding often exacerbates these challenges.

In today’s interconnected world, the complexity and frequency of humanitarian crises require a new approach—one that is agile, data-driven, and scalable. This is where innovative technologies like Gen AI can make a profound difference. By leveraging tools such as AI-powered chat interfaces, automated data processing, and predictive analytics, humanitarian organizations can streamline their operations, accelerate decision-making, and improve service delivery to those in need.

When response time needs to improve, real-time insights, streamlined communication, and intelligent automation becomes more critical than ever. By embracing Gen AI, humanitarian organizations can enhance their operational efficiency, future-proof their efforts, and, most importantly, help more people in need, with greater speed and precision.

Challenges

Our client faced significant challenges in delivering timely and accurate information to its large field force, which constituted more than 90% of its employee base. The lag in policy information, interpretation, and decision-making impacted millions of lives. This delay was primarily due to multiple revisions in policy documentation over the years and references to myriad sections and annexures. Some of the challenges included:

  • Historical context dependency: Preventing timely updates to documents. 
  • Large document sets: Covering global policies with complex interconnections. 
  • Major SME dependency: Extracting the correct context from extensive documentation. 
  • Siloed information: Information was fragmented across multiple documents and annexures. 
  • Specific terminology and acronyms: Making it difficult to navigate and interpret documents.
  • Separate document libraries: Storing use case-specific documents that were difficult to search and navigate.

LTM's Solution

Conversational AI
For efficient knowledge management and real-time insights

Center of excellence
Improved the GenAI solution’s accuracy using innovative technology

Feedback loop mechanism
With Microsoft Azure OpenAI product team to improve search accuracy

Real-time insights and decision support
Improved data accuracy and reliability for decision-making
 

Telemetry-enabled solution
For real-time usage monitoring

User queries
Focused search and consume data mechanism to eliminate delays

Multilingual data
Both in terms of agents and solutions

Auto indexing
Reflecting any changes in documentation immediately

Research team setup
Explored product capabilities and enabled upcoming requirements

As a chat platform, the solution is multipurpose and has been adopted by various other functions like the HR, finance, external relations, innovation, and IT teams to get an in-depth understanding of spend patterns anomalies and basic policy Q&A, respectively. The beauty of the solution is that it has been built with a customer-first mindset with emphasis on having high quality data in place which is key for success of any chat data platform.

To successfully transition the five Generative AI proof of concepts (POCs) into a production environment, the team adopted an Agile delivery model structured around 32 sprints, each spanning two weeks. This iterative approach enabled continuous development, testing, and refinement of features, ensuring alignment with evolving business requirements and technical feasibility. 

Throughout the 64-week timeline, cross-functional collaboration between application architects, program managers, data scientists, Gen AI engineers, infra developers, and DevOps teams facilitated seamless integration of Gen AI capabilities into the enterprise ecosystem. 

Regular sprint reviews and retrospectives ensured transparency, adaptability, and incremental value delivery, ultimately culminating in a robust, scalable, and production-ready Gen AI solutions for each BU.

Azure cloude platform

The solution integrated Azure Cognitive Search, Azure OpenAI LLM, and responsible AI practices to ensure a secure, scalable, and user-friendly experience. It provided accurate, reliable, and efficient document interaction capabilities, setting a new benchmark for AI-driven productivity tools in the enterprise landscape.

Tech stack

The solution was architected using a comprehensive and enterprise-aligned technology stack, tailored to fit the business environment and methodologies.

Python :              Quart Web Microframework
Azure OpenAI:     GPT-3.5/4, Cognitive Search, Semantic Search, Form Recognizer
Microsoft:  Entra ID, 365 Services, SharePoint Online, Power Automate
Azure:Web Apps, DevOps

Benefits

The implementation of LTIMindtree’s Gen AI solution has improved the client’s operational efficiency with significant benefits:

30% faster search

Policy Interpretation and Document retrieval process saw huge efficiency

40% faster decision-making

Data analysis and augmented data insights enabled faster and improved decision-making.

290K hours saved per year

Saving manual hours enabled a more efficient and timely response towards human lives and communities.

45% helpdesk ticket reduction

Reduction in support for complex queries, responding to complex cases, queries, emails, and recurring daily questions.

Conclusion

The implementation of LTIMindtree’s GenAI solution has profoundly transformed our client’s operations by streamlining access to critical information and automating key processes, the solution has significantly enhanced the client’s ability to respond to people in need , reducing time spent on administrative tasks and freeing up resources to focus on direct impact. The Gen AI powered approach has also expedited decision-making, and providing 24/7 assistance across time zones, ensuring that help is always available when needed. In an era where every second counts, the ability to leverage real-time insights and intelligent automation is no longer a luxury but a necessity. This innovative solution not only empowers humanitarian organizations to work more effectively but also sets a new standard for how technology can drive sustainable change in the sector.

Key takeaways

To help customers start and scale with similar solutions, here are the top five learnings and takeaways:

Invest in high-quality data

Maintaining high-quality data is crucial for the success of any chat data platform.

Adopt an agile approach

Implementing a PoC, productionizing, and scaling the solution ensures flexibility and adaptability.

Focus on search capabilities

Effective search capabilities and prompt engineering are key to obtaining accurate and relevant information.

Change and expectation management

Managing human interactions with large language models (LLMs) and setting clear expectations are essential for user adoption.

Continuous monitoring

Regularly monitoring the model to prevent it from becoming outdated and keeping track of outcomes via user feedback and performance metrics.

“The business ’s Gen AI impementation is a paradigm shift for their organization and the greater humanitarian sector. The solution makes use of Azure OpenAI and other AI services to open new possibilities for improving efficiency, effectiveness, and innovation for similar organizations operating in the humanitarian aid sector.”

 

Global AI Strategy Lead

“Our data and integration team is doing great! The second chatbot is out, running on Azure. Great reception and utility across the organization, enabling staff to chat with HR and finance policies, job aids and other documents. It’s been an interesting journey but with a great team and business partners, all so worth it! Kudos to the entire LTIMindtree team!”

Chief BRM Officer, Data and Integration Collaboration and Communications Solutions

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