Visionnaire professionals developed a system that generates dental treatment forecasts using AI
Client
Dent.AI
Area
Summarized Problem
Summarized Solution
Results
Thus, with the team assembled by Visionnaire, Dent.AI was able to rely on specialized
professionals who managed the work of system analysis, refinement, and specification, followed by system development after
specifications were defined.
In summary, Visionnaire provided Dent.AI with increased productivity while reducing
costs through a highly specialized software development team focused on delivery with agile processes and cloud-based operations,
using Scrum and weekly Sprints.
The result is an advanced solution that uses modern Artificial Intelligence technologies
and provides results in seconds, benefiting professionals, patients, and clients alike.
Technologies
Projects involving AI, although simple to develop, are quite complex. From a technical
software development perspective, such projects require professionals with great expertise in AI, combining advanced
programming skills with deep knowledge of statistics and mathematics, especially in a scenario where these specialists are
highly sought after.
For this specific project, the Diffusers package was used to manipulate the models
to generate new images. StableDiffusion, a deep learning model for text-to-image transformation, was also used. The Kohya
SS User Interface (UI) was used to train the models based on a dataset of images. We also used the LoRa technique to efficiently
adjust large language models for new tasks. The mask generation was handled by the YOLOv8 technology, while the OpenCV library
was used to adjust the teeth colors, based on the Vita scale.
Detailed Problem
Dent.AI turned to Visionnaire for system analysis, refinement, and specification work,
followed by system development after the specifications were set. It is a solution that “transforms” smiles in
seconds, generating forecasts of clinical and aesthetic treatment results. As it was a solution using Artificial Intelligence,
it was necessary to rely on highly specialized professionals in modern technologies, many of them still emerging.
Detailed Solution
In this specific case, the team assembled by Visionnaire took on the work of system
analysis, refinement, and specification, followed by system development after the specifications were set.
During the first phase, system analysis, refinement, and specification addressed important
aspects such as identifying, documenting, and validating the needs and expectations regarding the system under development.
Thus, all relevant requirements were addressed and understood by everyone involved before the development phase began.
The subsequent development phase resulted in a solution that generates treatment forecasts
in seconds, benefiting professionals, who gained an excellent sales tool, and patients, who gain more confidence from a realistic
treatment forecast.
Brochure
Presentation
System Link
