A Local-first Multimodal Dental AI Assistant for Dental Workflows

The Multimodal Dental AI Assistant is a local-first PyQt6 desktop application designed for dentalworkflows. It integrates several AI-powered tools, including conversational chat, document question-answering,spreadsheet analysis, and dental image analysis, all running against local Ollama language models.Per-user history is persisted under history/ with optional Fernet encryption when the cryptographylibrary is available. All AI inference is performed locally through Ollama; no cloud API keys are required. User history isisolated by account, and dental image analysis is explicitly informational only and must never be used as aclinical diagnosis.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19565272
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
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article

A Local-first Multimodal Dental AI Assistant for Dental Workflows

Jianning Li
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
article

A Local-first Multimodal Dental AI Assistant for Dental Workflows

Jianning Li
article en

Abstract

The Multimodal Dental AI Assistant is a local-first PyQt6 desktop application designed for dentalworkflows. It integrates several AI-powered tools, including conversational chat, document question-answering,spreadsheet analysis, and dental image analysis, all running against local Ollama language models.Per-user history is persisted under history/ with optional Fernet encryption when the cryptographylibrary is available. All AI inference is performed locally through Ollama; no cloud API keys are required. User history isisolated by account, and dental image analysis is explicitly informational only and must never be used as aclinical diagnosis.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 10%
Artificial Intelligence in Healthcare and Education
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A Local-first Multimodal Dental AI Assistant for Dental Workflows — Jianning Li · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS