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Client Story: Intelligent Document Retrieval System, Powered by Responsible AI, Helps Reduce Air Pollution 

Christine Livingston

Managing Director

Kalabe Haile

Manager - Emerging Technologies

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3 minutes to read

In March 2023, the U.S. Environmental Protection Agency (EPA) announced its final Good Neighbor Plan, putting protections in place for cross-state air pollution. As a result, power plants and industrial facilities in several states had to reduce ozone-forming emissions to comply with the Clean Air Act’s health-based air quality standards.

This client produces and maintains industrial equipment and has successfully adapted to industry changes many times during its almost 200 years of operation. To reduce pollution levels, the company had to analyze all its equipment and machinery to determine what it should rebuild, upgrade or retrofit to comply with the new EPA regulations. However, the client faced a problem with its operational intelligence: its decades of reports would take hundreds of hours to identify and analyze. Company leaders estimated it would have to hire 100 additional engineers to comply with this regulation.

AI-enabled search to harness data

The client had massive amounts of data spread across multiple sources and needed to enable their engineers to quickly find technical specifications contained within large technical documents. After meeting with company leaders and conducting an initial assessment of the situation, our project team determined the best solution would be to design and execute a proof-of-concept that used natural language processing and semantic search. We leveraged the Microsoft Azure AI portfolio and its document intelligence features to create an intelligent document retrieval system.

This AI-enabled search proactively reads through all those disparate sources of information and delivers not just specific keywords, but contextual answers to questions asked.

Using this tool, the client’s engineers can query data such as technical drawings, bills of materials, commissioning documents, pictures and other data points to view relevant results received in an instant from the document retrieval platform. Search results provide summaries, relevant keywords and specifications and links to original sources for each document. The AI-enabled search capability improves findability and reduces the client’s dependence on individual knowledge across its large engineering database, which contains 300,000 documents and five knowledge bases. The client had estimated it might take an engineer several days to find the information required to perform their job, and now they find what they need in minutes, if not seconds.

A commitment to responsible AI

The proof-of-concept results were highly successful, and a full-scale production solution was then implemented. The solution significantly improved the client’s data retrieval process, and the company has seen increased productivity gains from the simplification of information retrieval, far surpassing the speed of engineers’ manual work previously. The client projects this solution will save millions of dollars and hundreds of hours.

Throughout this innovative and impactful project, Protiviti leveraged its commitment to responsible AI, ensuring the tool’s features align with ethical AI best practices like fairness, inclusiveness, reliability and safety, transparency, security and privacy and accountability. The user-facing platform is gated using Microsoft Entra ID, resulting in high security and privacy. The project also created a reliable way to access and categorize data transparently. More broadly, the solution helped reduce emissions, leading to cleaner air.

While much of the manufacturing industry must comply with the Good Neighbor Plan, this tool directly benefits companies looking to reduce pollution levels, although the solution has a broader reach than just manufacturing. This project aimed to make enterprise-wide documents accessible through an AI-powered information retrieval platform search engine. The infrastructure is industry-agnostic and will serve any company seeking quick, specific access to large amounts of data that is not well structured and managed.

Our efforts toward responsible AI are currently in play for clients around the world who are utilizing AI solutions to drive impactful, innovative transformation.

To learn more about our AI and Microsoft solutions, contact us.

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In this Article

Authors

Christine Livingston

By Christine Livingston

Verified Expert at Protiviti

Visit Christine Livingston's profile

Christine is a Managing Director and leader of our Artificial Intelligence and Internet of Things practices and is...

Kalabe Haile

By Kalabe Haile

Verified Expert at Protiviti

Visit Kalabe Haile's profile

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