AI case study

Personalized coding support

by
University of California, Berkeley
Context

UC Berkeley developed 61A-Bot, an AI chatbot using GPT-4 via Azure OpenAI Service, to assist students in their Intro to Computer Science class. The bot provides personalized hints and feedback to help students solve complex coding challenges independently, integrated within their coding environment.

Results

Reduced homework completion times by over 30 minutes per assignment, increased availability of support options, and enhanced learning experiences for over 2,000 students.

Results not reported in the source
Industry
Education
Published
September 25, 2024
Agent type
Employee Agents
AI provider
Microsoft
Models/tools
Not disclosed
ICE score
448
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
8
Confidence
8
Ease
7

30

AI use cases in

Education

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University of Sydney

Education
Data Agents
Quick win
Use case
Real-time whale detection
Context

The University of Sydney uses Claude Opus from Anthropic to analyze vast amounts of acoustic data in real time for whale conservation. By transforming underwater sound recordings into spectrograms and using Claude's advanced visual recognition capabilities, they achieved 89.4% accuracy in detecting minke whales, compared to 76.5% with traditional methods. This real-time analysis replaces manual processes that took weeks, allowing conservation teams to act when and where it matters most.

Models/tools
No items found.
...
1

StudyFetch

Education
Use case
Accessible study support
Context

StudyFetch built a comprehensive learning platform powered by Claude, providing personalized learning experiences through their AI tutor Spark.E. The platform analyzes lectures, generates study materials, and offers 24/7 tutoring support in over 20 languages, enabling students to master complex subjects with tailored, interactive assistance.

Pepperdine University

Education
Use case
Improving accessibility for students
Context

Pepperdine University uses Gemini for Google Workspace to enhance accessibility and collaboration across campuses. Faculty leverage generative AI for custom lesson plans and research support, while administrative teams use it for tasks like creating meeting minutes and custom images for presentations. Live captioning and translation features in Google Meet address language barriers, fostering equity and accessibility for students.

Explore industries

224

companies using

Employee Agents

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Use case
Faster manga translation
Context

Orange uses Anthropic's Claude to automate manga translation, combining translation agent models with inpainting technology and direct image input to handle visual elements, streamlining localization and allowing translators to focus on nuance.

Models/tools
...
3
Use case
Efficient customer support interactions
Context

Uber uses OpenAI's ChatGPT Enterprise to enhance customer support by providing AI assistants that offer empathetic and efficient responses, automate investigations, and augment human agent capabilities. The AI also helps personalize and optimize interactions across their multi-sided platform.

Models/tools
...
1
Use case
Efficient customer service
Context

Amazon uses Claude to power their AI-driven customer service assistant, Amazon Q in Connect, which serves agents and end-customers. It provides real-time AI assistance to agents handling complex cases and offers end-customers instant, personalized self-service options.

Models/tools
...
1
Explore agents

143

solutions powered by

Microsoft

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Use case
Faster customer issue resolution
Context

Vodafone uses Azure OpenAI Service, Azure AI Foundry, Microsoft Copilot, and Azure AI Search to enhance their virtual assistant TOBi and develop SuperAgent to assist customer service agents. TOBi uses conversational AI to handle customer inquiries, while SuperAgent helps agents solve complex problems faster.

Models/tools
...
4
Use case
Faster medical report generation
Context

Medigold Health, a UK occupational health provider, used Microsoft Azure OpenAI Service to automate medical report generation, reducing the time clinicians spend on paperwork. By integrating Azure OpenAI Service with Azure App Service, Azure Cosmos DB, and Azure SQL Database, they developed an AI application that generates reports from clinicians' consultation notes in about 15 seconds, allowing clinicians to focus more on patient care.

Models/tools
...
1
Use case
Faster writing of appeal letters
Context

Acentra Health developed MedScribe, a web app that uses Azure OpenAI Service to generate draft letters responding to healthcare service appeals.

Models/tools
...
1
Explore AI providers

236

AI use cases in

North America

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Use case
Efficient engineering team management
Context

LaunchNotes leverages Claude in Amazon Bedrock in their product 'Graph' to transform engineering data into actionable insights. Graph functions as an ETL platform with Claude managing data pipelines, helping engineering managers understand development metrics, reduce incident identification time, automate updates, and generate customized release notes and technical documentation.

Models/tools
...
2
Use case
Faster data insights
Context

Snowflake integrated Anthropic's Claude into their platform to enable natural language queries on complex databases, allowing customers to extract insights without SQL expertise while maintaining security and governance.

Models/tools
...
2
Use case
Automated financial research
Context

Rogo, an AI finance platform, uses OpenAI's GPT-4 to provide real-time financial intelligence to investment professionals, automating tasks like meeting prep, company profiling, and market research. By fine-tuning OpenAI's models and integrating financial datasets like S&P Global, Crunchbase, and FactSet, Rogo helps shift focus from manual work to high-value decision making.

Models/tools
...
1
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