AI use case

Streamlining model evaluation and deployment

by
Generali Italia
Context

Generali Italia, Italy's largest insurance provider, used Vertex AI to build a model evaluation pipeline that helps ML teams quickly evaluate performance and deploy models.

Results
Results not reported in the source
Industry
Insurance
Region
Europe
Published
April 12, 2024
Agent type
Data Agents
AI provider
Google
Models/tools
Not disclosed
ICE score
336
The ICE framework in this database provides a quick way to assess the feasibility and potential impact of AI use cases, with higher scores signaling more actionable opportunities.

Impact: Potential benefits to the business.

Confidence: Likelihood of achieving expected results.

Ease: Simplicity of implementation in terms of resources and time.

ICE Score: Calculated by multiplying the component scores.

Note:
Each score is AI-generated based on available data and should be viewed merely as a general guideline for deeper exploration of the use cases.
Impact
7
Confidence
8
Ease
6

4

AI use cases in

Insurance

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180 Seguros

Insurance
Data Agents
Quick win
Use case
Improving operational metric tracking
Context

180 Seguros is powering its data management platform for employees with Google Cloud AI and BigQuery.

Models/tools

Hiscox

Insurance
Use case
Accelerating insurance underwriting
Context

Hiscox used BigQuery and Vertex AI to create the first AI-enhanced lead underwriting model for insurers, automating and accelerating the quoting for complex risks.

Models/tools

Nsure.com

Insurance
Use case
Automating customer service
Context

Nsure.com uses Copilot Studio to create custom AI copilots that automate up to 90% of incoming customer requests, such as handling insurance quotes, payments, renewals, and discounts.

Models/tools
Explore industries

94

companies using

Data Agents

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Use case
Scaling renewable energy asset management
Context

AES uses Claude on Google Cloud’s Vertex AI to automate their safety audit process, employing a multi-agent system to analyze documents, break down tasks, and generate reports. This system processes hundreds of pages, evaluates compliance, and produces detailed audit reports in about an hour.

Models/tools
...
2
Use case
Automate mapping data processing
Context

Grab, a leading food delivery and rideshare company in Southeast Asia, uses OpenAI’s GPT-4 with vision fine-tuning to process millions of street-level images collected from drivers, enabling it to accurately identify traffic signs and lane dividers and reduce manual mapping labor. This approach yields more reliable, hyperlocal map data that supports their ride-hailing, delivery services, and enterprise clients.

Models/tools
...
1
Use case
Local search visibility
Context

Local Falcon, a platform that helps businesses improve their Google search rankings, utilizes Anthropic's Claude to analyze millions of customer reviews. This enables them to deliver clear, actionable recommendations, enhancing their clients' local search visibility.

Models/tools
...
1
Explore agents

196

solutions powered by

Google

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Use case
Streamline communication & document creation
Context

Hydro Ottawa, a major electricity provider for Canada’s capital, implemented Google Workspace and Gemini to improve collaboration, create job posts, conduct legal and technical research, write policies, generate content, summarize documents, and organize meeting agendas across all teams.

Models/tools
...
1
Use case
Reducing monotonous copywriting tasks
Context

Adore Me, a direct-to-consumer lingerie brand known for its extended sizing, uses Gemini for Google Workspace to streamline copywriting and foster creativity. The team reduced over 35 hours of work creating product descriptions to just 30 minutes by leveraging a prompt library. They also use Gemini for speaker bios, enabling users to fill in key details for automated output. Internal "prompt-off" competitions teach employees how to effectively use AI tools, embedding AI into the company culture.

Models/tools
...
1
Use case
Securely working faster in a highly regulated industry
Context

Pennymac, one of the largest lenders and mortgage servicers in the US, leverages Gemini for Google Workspace and Vertex AI to enhance efficiency while ensuring data security. The HR team uses Gemini for drafting job descriptions and policy documents, while technical teams use Gemini with proprietary data to improve the underwriting process by querying regulations and best practices.

Models/tools
...
2
Explore AI providers

54

AI use cases in

Europe

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Use case
Managing tourist congestion
Context

The City of Rome is implementing a GPT-4-powered virtual assistant called Julia via Microsoft Azure OpenAI Service. It guides visitors away from crowded tourist hotspots by providing personalized recommendations for lesser-known sites, leveraging a city-curated dataset to offer trustworthy and diverse travel experiences.

Models/tools
...
1
Use case
Improving document accessibility
Context

The European Parliament launched Archibot, an AI-powered tool built with Claude in Amazon Bedrock, to enhance access to their archives. Archibot allows users to search and understand millions of documents, reducing search time by 80% and improving user satisfaction by 58%. The tool processes 10 times more queries monthly, offering multilingual support and retrieval-augmented generation (RAG) to help researchers and policymakers analyze legislative documents and create reports efficiently.

Models/tools
...
2
Use case
Faster feature deployment
Context

Gumroad, an e-commerce platform for digital creators, uses Claude 3.5 Sonnet to enable customer support teams to fix issues with code and contribute to product development. Claude assists them in writing code, locating files, and resolving customer issues.

Models/tools
...
2
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