To settings where failure is not an option,
we deliver AI.
Projects & Case Studies
A record of approved products, client deployments, research, and public-sector work.
Not sorted by category, but born from a single mission —
we present each as an "author and their work."
Verified case studies are organized by project.
Elith case studies
Elith / 2025↗Client deploymentEducation2025
Evaluating the validity of exam questions required specialized judgment, and creating and verifying questions took a great deal of time and effort.
In particular, differences in question-writing experience and inconsistent evaluation criteria made it hard to maintain consistent judgment, raising concerns about the risk of misjudgment.
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Elith case studies
Elith / 2025↗Client deploymentEmergency medicine2025
At emergency scenes, gathering necessary information from monitor screens and various documents took time, making it difficult to keep up with situations that demanded a rapid response.
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Elith case studies
Elith / 2025↗Client deploymentAdvisory2025
There was a lack of expertise in incorporating AI functionality into medical devices, and no structure was in place to properly evaluate performance.
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Elith case studies
Elith / 2025↗Client deploymentAdvisory2025
The chatbot's output wasn't meeting the company's expected standard, and there wasn't a clear approach for designing and improving prompts effectively.
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Elith case studies
Elith / 2025↗Client deploymentAdvisory2025
With the existing setup, it was difficult to maintain consistent content quality, and individual handling and customization were constantly required for each client.
On top of that, generative AI output varied, creating stability issues in operational performance as well.
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Elith case studies
Elith / 2025↗Client deploymentTransportation2025
High-risk driving scenes for autonomous driving occur infrequently, creating a shortage of the data needed for training.
Detecting and explaining risk factors was also difficult, which stood in the way of improving safety.
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Elith case studies
Elith / 2025↗Client deploymentFinance2025
Entering data from financial statements and reports relied on manual work, making the process cumbersome and error-prone.
Specialized calculations and assessments were also left to manual work, which stood in the way of greater operational efficiency.
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Elith case studies
Elith / 2025↗Client deploymentEmergency medicine2025
In emergency medical response, how to efficiently deploy limited personnel and vehicles had become a major challenge.
There were also cases where response to severely ill patients was delayed, and situations where over-responding to minor cases strained ambulance crew resources.
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Elith case studies
Elith / 2025↗Client deploymentEmergency medicine2025
On-the-ground call response requires the flexibility to handle callers in a range of psychological states, from panicked to calm.
However, conventional training struggled to reproduce realistic dialogue, making it difficult to build effective skills.
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