Supply Chain | Generative AI Consulting Services
QAD improves search accuracy using AI
QAD, a provider of next-generation manufacturing and supply chain software solutions in the cloud, sought a better way for employees to search for internal documents. To achieve this, they were interested in exploring Vertex AI and Conversation but needed a partner who could help.
Employees empowered through prompt engineering guidance
Employees can now use the power of natural language to answer questions, due to Vertex AI Search and Conversationʼs ability to consolidate answers from resources on
file.
Countries benefit from QAD's streamlined operations
100+ countries now benefit from enhanced service due to QAD’s improved internal ability to uncover answers through automation—allowing for faster delivery of critical solutions.
Internal Google Sites leveraged to prove value
Five internal Google Sites were selected to run tests on to determine the feasibility of using Vertex AI Search and Conversation.
Hear how generative AI was used to innovate—directly from QAD
Customer
Industry
Supply chain
Location
Solution
Platform
Overview
QAD is a provider of next-generation manufacturing and supply chain software solutions in the cloud, delivering adaptive applications that help manufacturers rapidly respond and adapt to disruptions in supply and fluctuations in demand. Currently providing solutions to customers in 100+ countries, QAD seamlessly optimizes agility, efficiency, and resilience for their customers.
The challenge for Pythian was to determine whether Vertex AI Search and Conversation could improve employees' ability to conduct internal searches of information and enhance overall performance.
The challenge
Pythian supports QAD in revolutionizing internal search with Vertex AI
As a long-time customer of Google Workspace and Google Cloud, QAD currently uses Google Sites to store useful information for employees. The sites are indexed on Google Cloud Search, which allows employees to use keyword searching to find information. QAD asked Pythian to determine whether Vertex AI Search and Conversation would improve and accelerate employeesʼ ability to find answers to their questions.
Vertex AI Search and Conversation is an out-of-the-box search engine solution from Google Cloudʼs Vertex AI platform. It enables organizations to quickly build generative AI-powered search engines for enterprise search capabilities to be made available to users (in this case, customers and employees). Vertex AI Search and Conversation can be customized to meet specific objectives while also maintaining access control, data privacy, and sovereignty. It enables users to ask follow-up questions, conduct multimodal searches, view summaries of top search results, and more.
Pythian partnered with QAD to help conduct a test of Vertex AI Search and Conversation on five internal Google Sites: Human Resources, Finance, IT Help Desk (Internal & External), and Legal. Pythian had built a trusted relationship with QAD, as they had worked together on previous engagements. Pythian identified and provided a custom solution to implement the project and trained the employees on effectively using Vertex AI Search and Conversation.
Existing search limitations
QAD's current Google Sites, indexed on Google Cloud Search, relied solely on keyword searching, which could limit employees' ability to efficiently find answers.
Improving information retrieval
QAD sought to determine if Vertex AI Search and Conversation could enhance and expedite employees' ability to find information.
Implementing a new solution
The challenge involved integrating and testing Vertex AI Search and Conversation across multiple internal Google Sites.
User adoption and training
Employees needed to be trained on effectively using the new Vertex AI Search and Conversation platform.
The solution
Pythian guided QAD through project implementation and evaluation of Vertex AI Search and Conversation
To implement the project, Pythian recommended that an internal administrator use Google Takeout to export HTML content from the Google Sites and then upload the content to a Google Cloud Storage (GCS) bucket. Pythian created a Vertex AI Search and Conversation app to index the HTML content that had been uploaded to the GCS bucket. While this approach could not be automated, it was effective for comparing the efficiency of Vertex AI Search and Conversation to Google Cloud Search.
HTML content export
Pythian recommended using Google Takeout for HTML content export from Google Sites.
Content upload
Content was uploaded to a Google Cloud Storage (GCS) bucket.
Vertex AI Search and Conversation app
A Vertex AI Search and Conversation app was created to index the HTML content from the GCS bucket.
Comparing options
Pythian applied an approach that, though not automated, effectively compared Vertex AI Search and Conversation to Google Cloud Search.
Technologies used
- Vertex AI Search and Conversation
- Google Cloud
- App Engine
- Identity-Aware Proxy
- Cloud IAM
- Google Cloud Storage
- Google Takeout
Key outcomes
Pythian helped QAD determine the impact of Vertex AI and potential future implementations
The project exceeded the established criteria. Vertex AI Search and Conversation improved overall search accuracy, as it provided precise responses to queries and excluded false information. It was also able to connect and relate correlating copy (e.g., blending information from IT Help Desk and related applicable information from Human Resources). Employees were amazed at the power of using natural language to answer questions, due to Vertex AI Search and Conversationʼs ability to consolidate answers from resources on file. More importantly, QAD was impressed that employees became more productive due to the speed at which they were able to answer questions.
Pythian demonstrated the technical feasibility of using Vertex AI Search and Conversation across the organization, and how it could be expanded to other types of data sources (e.g., databases, portals, documents). Pythian was also able to educate the QADʼs employees on how to understand and use Vertex AI Search and Conversation to its full capabilities. QAD is now confident it can implement a more robust version of Vertex AI Search and Conversation that would tap into future updates from Google. They were also encouraged that Pythian would be able to help with training on future AI-related technologies.
Search accuracy improved
Overall search accuracy improved with precise responses to queries, excluding false information.
Connecting different departments
The system effectively connected and related correlating information across different departments (e.g., IT and HR).
Increase in productivity
Employee productivity increased due to the speed at which questions could be answered using natural language.
Confidence in AI
QAD gained confidence in implementing a more robust version of Vertex AI Search and Conversation and in Pythian's ability to provide future training.