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Google > 实例探究 > How Fullstory Uncovers User Insights with Vertex AI Serving Gemini 1.5 Pro

How Fullstory Uncovers User Insights with Vertex AI Serving Gemini 1.5 Pro

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公司规模
Large Corporate
国家
  • United States
产品
  • Fullcapture
  • Vertex AI serving Gemini 1.5 Pro
  • Fullstory
技术栈
  • AI-powered data discovery
  • CSS selectors
实施规模
  • Enterprise-wide Deployment
影响指标
  • Customer Satisfaction
  • Digital Expertise
  • Productivity Improvements
技术
  • 分析与建模 - 机器学习
  • 应用基础设施与中间件 - API 集成与管理
适用行业
  • Software
  • Professional Service
适用功能
  • 产品研发
  • 质量保证
用例
  • 数字孪生
  • 远程资产管理
服务
  • 软件设计与工程服务
  • 系统集成
关于客户
Fullstory is a leading behavioral data analytics platform that helps organizations identify pain points and optimize digital experiences. By reproducing user sessions and sharing strong analytics, Fullstory enables businesses to boost conversion rates, reduce churn, and enhance customer satisfaction. The platform's comprehensive AI-powered autocapture technology, Fullcapture, removes the need for manual instrumentation and uncovers hidden patterns that might otherwise be missed. Fullstory's customers benefit from a deeper understanding of their customer data, allowing them to focus on what truly matters. The platform's integration with Google's Vertex AI serving Gemini 1.5 Pro empowers customers to effortlessly analyze extensive data and focus on deriving actionable insights.
挑战
Mapping the user experience is a persistent challenge for businesses. Fullstory, a leading behavioral data analytics platform, helps organizations identify pain points and optimize digital experiences by reproducing user sessions and sharing strong analytics. This boosts conversion rates, reduces churn, and enhances customer satisfaction. However, traditional autocapture methods often miss the complete picture, logging only selected highlights. Fullstory's comprehensive AI-powered autocapture technology, Fullcapture, removes the need for manual instrumentation and uncovers hidden patterns that might otherwise be missed. The challenge lies in effectively analyzing user behavior, which requires identifying and labeling key elements on websites, a process that can be tedious and time-consuming.
解决方案
Fullstory leverages Vertex AI serving Gemini 1.5 Pro to strengthen their autocapture technology, Fullcapture. This integration allows Fullstory to go beyond traditional autocapture capabilities, providing users with a deeper understanding of their customer data. Driven by a proactive AI agent, Fullstory enables faster data discovery by highlighting important elements and automatically categorizing user interactions into semantic components. This multi-stage decision-making process streamlines workflows and ensures businesses can focus on deriving actionable insights rather than manual labeling. Fullstory's AI agent, powered by Gemini 1.5 Pro, automates the critical task of scraping data from user interactions and making intelligent decisions at various stages. This process involves identifying key elements, determining their significance, and autonomously categorizing them. Vertex AI with Gemini 1.5 Pro offers a unique opportunity to add a human touch at scale, proactively identifying and describing web components to provide actionable insights. The model is trained on extensive web expertise, including web implementation from CSS and web frameworks like React, along with a vast dataset of website images. This allows the model to analyze a website screenshot and accurately describe its components, understanding both the overall structure and the logical structure of the web page.
运营影响
  • Fullstory's integration with Vertex AI serving Gemini 1.5 Pro empowers customers to effortlessly analyze extensive data and focus on deriving actionable insights.
  • The AI-powered data discovery process allows users to visually navigate data relationships and apply advanced analytics to optimize business decisions and performance.
  • Fullstory's AI agent automates the critical task of scraping data from user interactions and making intelligent decisions at various stages, streamlining workflows and ensuring businesses can focus on deriving actionable insights.
  • Vertex AI with Gemini 1.5 Pro offers a unique opportunity to add a human touch at scale, proactively identifying and describing web components to provide actionable insights.
  • The collaboration between Fullstory and Google Cloud continues to drive significant value for customers, empowering them to gain a deeper understanding of user behavior and optimize their digital experiences.
数量效益
  • Tens of thousands of element suggestions generated for customers.
  • Significant portion of irrelevant suggestions filtered out by Gemini 1.5 Pro.
  • Numerous error elements identified that were previously unrecognized.

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