AI use case

Advancing open healthcare AI performance

by
Barcelona Supercomputing Center
Context

The Barcelona Supercomputing Center has developed Aloe, a family of fine-tuned open healthcare LLMs built on Meta Llama 3. Aloe features advanced training and inference mechanisms, achieving over 10 accuracy points improvement and setting new standards for ethical performance in healthcare AI through policy alignment and Direct Preference Optimization, leading to state-of-the-art results for open healthcare 7B LLMs.

Results
Results not reported in the source
Industry
Healthcare
Region
Europe
Published
April 10, 2024
Agent type
Data Agents
AI provider
Meta
Models/tools
Not disclosed
ICE score
432
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
9
Confidence
8
Ease
6

50

AI use cases in

Healthcare

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Promega

Healthcare
Data Agents
Quick win
Use case
Anticipate and plan manufacturing needs
Context

Promega uses ChatGPT extensively across departments to streamline processes in manufacturing, sales, and marketing. ChatGPT assists in forecasting equipment replacement timelines, gathering protein specifications for custom assays, and automating customer requests in quality assurance workflows. Custom GPTs in sales and marketing also enhance prospecting and email campaign efficiency.

Models/tools

Inteleos

Healthcare
Use case
Time-consuming quiz writing
Context

Inteleos uses Perplexity Enterprise Pro to assist their team in developing quiz questions for medical professionals, improving efficiency and maintaining security and accuracy. The tool helps automate research and drafting, allowing subject matter experts to create explanatory paragraphs and other content more quickly.

Neuromnia

Healthcare
Use case
Reducing clinician administrative workload
Context

Neuromnia uses Meta's Llama 3.1 to develop Nia, an AI assistant for automating ABA therapy tasks.

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
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
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
Explore agents

49

solutions powered by

Meta

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Use case
Automate image segmentation
Context

Roboflow uses Meta's Segment Anything Model (SAM) to enable users to automatically segment objects in images and videos, significantly reducing the time required to create training datasets for computer vision models.

Models/tools
...
2
Use case
Protecting customer privacy in personalized recommendations
Context

Untukmu.AI, an online gifting site in Indonesia, uses Meta's Llama 3.1 8B model with split inference processing to protect customer privacy. By running part of the AI model on customers' devices and the rest on their servers, they deliver personalized gift recommendations without accessing or storing personal data. This ensures customer privacy while still providing high-quality, tailored suggestions, enhancing trust and satisfaction.

Models/tools
...
1
Use case
Understanding complex codebases
Context

CodeGPT, a popular coding assistant with over 1.4 million downloads, integrates Meta's Llama models to enhance developer productivity. By using Llama 3.2 (90B), CodeGPT helps developers not just generate code but also answer questions about their codebase, debug code, and onboard new team members. It includes a codebase graph mechanism that lets Llama understand entire repositories, allowing developers to effectively "talk" with their code. This integration leads to at least a 30% increase in productivity and accelerates onboarding from months to days.

Models/tools
...
1
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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