About DGNCT

DGNCT LLC, operating as Diagnocat, is a healthcare AI company specializing in artificial intelligence solutions for dental imaging analysis. Their platform, Diagnocat, is a cloud-based AI system designed to analyze various radiographic formats, including Cone Beam Computed Tomography (CBCT) volumes, panoramic radiographs, and intraoral x-rays. The company’s technology utilizes convolutional neural networks (CNNs) to identify and analyze a wide range of dental conditions, such as caries, dental restorations, missing teeth, and periodontal bone loss. Diagnocat aims to enhance diagnostic precision, streamline treatment planning, and optimize patient management workflows by providing algorithmic second opinions and automated reporting.

For physicians, Diagnocat offers a comprehensive tool to support clinical decision-making and improve communication with patients. The platform holds two FDA 510(k) clearances (K252934 and K251072) for specific functionalities, including AI second read on CBCT for periapical radiolucency and Segmentron Viewer for segmentation and visualization. Diagnocat’s capabilities extend to analyzing over 40 different possible conditions on 2D images and more than 60 on 3D radiographs, generating automated radiological reports, and auto-segmenting scans into exportable STL models for applications like surgical-guide planning. While the company has an international presence since 2017 with over 1,000 clinics in 54 countries and Health Canada clearance, its US track record is more recent, with a launch in late 2025. It is particularly compelling for practices seeking a single AI platform for both 2D and 3D dental imaging.

Focus Areas

AI solutions for dental imaging analysis CBCT analysis panoramic radiograph analysis intraoral x-ray analysis automated segmentation radiological reporting caries detection dental restoration identification missing teeth identification periodontal bone loss assessment implant planning oral surgery

Business Intelligence

TechnologyCloud-based software, web application, Convolutional Neural Networks (CNNs), deep learning models (U-Net-like and Mask R-CNN architectural models)

What Physicians Need to Know

Comprehensive Imaging Analysis
DGNCT's Diagnocat platform analyzes various dental imaging formats, including panoramic radiographs (PRs), intraoral images, and Cone Beam Computed Tomography (CBCT) scans in real-time. It can identify over 40 conditions on 2D images and more than 60 conditions on 3D radiographs.
Automated Segmentation & 3D Modeling
The platform offers automated segmentation of CBCT scans, generating exportable STL models of teeth and anatomical structures. This facilitates applications like surgical guide planning and orthodontic treatment planning.
Radiological Reporting & Caries Detection
DGNCT provides AI-generated radiological reports for various conditions, including caries signs, dental restorations, and periodontal bone loss. The system has demonstrated high specificity and negative predictive value for caries detection.
Periodontal Bone Loss Assessment
Diagnocat assists in the early detection and assessment of periodontal bone loss, offering automatic measurement in millimeters on both 2D and CBCT images. It can graphically display bone loss on the vestibular and oral sides of the alveolar ridge.
Implant Planning & Oral Surgery
The platform supports implant planning by analyzing CBCT volumes, generating detailed reports, and providing auto-segmented STL models for surgical guide creation. This aids in precise implant placement and reduces surgical risks.
Key Differentiator: 3D Focus
A significant differentiator for DGNCT is its strong focus on 3D imaging, particularly CBCT analysis, which sets it apart from competitors primarily focused on 2D radiographs. It offers comprehensive 2D+3D AI analysis in one platform.
Physician Tip

For physicians, DGNCT's Diagnocat offers an AI-powered 'second opinion' that can reinforce clinical decision-making and enhance patient communication regarding treatment rationale. The system's ability to analyze both 2D and 3D images, generate detailed reports, and create 3D models can streamline workflows for specialists in orthodontics, oral surgery, and implantology. The visual and easy-to-understand reports can also improve patient understanding and treatment acceptance. While the platform offers extensive capabilities, it's important to verify which specific report types are FDA-cleared for clinical use in your region.

DGNCT's Diagnocat is a cloud-based AI platform designed to integrate with a clinic's information system, X-ray equipment, and intraoral scanners, centralizing patient data in one interface. It supports DICOM compatibility, ensuring usability and integration capabilities with other software. The platform also allows for the export of segmented structures as STL models, which can be used with other treatment planning programs.

Products by DGNCT

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What the Web Says

DGNCT appears to be primarily associated with Diagnocat, an AI-powered dental imaging analysis platform, and DGN Technologies Inc., a recruiting and staffing company. Reviews for DGN Technologies Inc. (the staffing company) are generally positive, highlighting good pay, benefits, and a supportive culture. For Diagnocat (the product), reviews emphasize its unique capabilities in 3D dental imaging analysis, particularly CBCT scans, and its FDA clearances. However, some limitations and a lack of published pricing are noted for Diagnocat.

Overall: Mixed

Strengths

  • Good pay and benefits (DGN Technologies Inc.)
  • Supportive culture and management (DGN Technologies Inc.)
  • Opportunities for growth and learning (DGN Technologies Inc.)
  • Reliable pay and responsive HR (DGN Technologies Inc.)
  • FDA-cleared AI for CBCT analysis (Diagnocat)
  • Comprehensive 2D+3D imaging analysis (Diagnocat)

Limitations

  • Management doesn't always keep promises (DGN Technologies Inc.)
  • High rejection rate for H1B and PERM processing (DGN Technologies Inc.)
  • Newer to the US market with limited domestic clinical validation data (Diagnocat)
  • CBCT integration workflow may require verification with specific scanner manufacturers (Diagnocat)
  • Pricing not published (Diagnocat)
  • International marketing for Diagnocat is broader than US clearance

Based on reviews from: Indeed.com, DGN Technologies website, AI Dental Tools, MDPI, Reddit, G2, Capterra

Last updated: 2026-10-24

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Press & Coverage

FDA
Establishment Registration & Device Listing - DGNCT LLC
DGNCT LLC, operating under the trade name Diagnocat, has an active establishment registration with the FDA, with registration number 3025110425. Their status was active as of 2026.
2026-09
accessdata.fda.gov
Premarket Notification [510(k)] K252934
The FDA reviewed DGNCT, LLC's 510(k) premarket notification for their device, Segmentron Viewer, determining it substantially equivalent to legally marketed predicate devices. The Segmentron Viewer is a software product for processing and manipulating maxillofacial radiographic images, allowing for viewing, reading, and 3D visualization of CBCT images.
2025-09
PubMed
Comparison of the Diagnostic Accuracy of an AI-Based System for Dental Caries Detection and Clinical Evaluation Conducted by Dentists
This study evaluated the diagnostic accuracy of Diagnocat (DGNCT LLC), an AI-powered radiographic analysis system, for dental caries detection compared to clinical evaluations by dentists. The AI system's agreement with human evaluations varied based on tooth location, patient age, and gender, showing potential for enhancing diagnostic efficiency but also limitations with 2D imaging.
2025-02
MDPI
Application of AI-Driven Software Diagnocat in Managing Diagnostic Imaging in Dentistry: A Retrospective Study
A retrospective study investigated the diagnostic reliability of Diagnocat (DGNCT LLC) in detecting caries, dental restorations, missing teeth, and periodontal bone loss on panoramic radiographs. Diagnocat demonstrated high overall sensitivity (99.2%) but low specificity (8.7%), suggesting its promise as a screening tool but highlighting the need for cautious interpretation alongside clinical evaluation.
2025-09
MDPI
Orthodontics in Forensic Science: A Review of Its Contribution to Human Identification
This review discusses the contribution of orthodontics to human identification, mentioning Diagnocat™ (DGNCT LLC) for exporting coronal CBCT slices with corresponding axial views. These images document highly individualized features like tooth position, root morphology, and eruptive status, valuable for matching ante-mortem and post-mortem dental records.
2026-02
The European Journal of Orthodontics
Diagnostic accuracy of an artificial intelligence-based software in detecting supernumerary and congenitally missing teeth in panoramic radiographs
A study evaluated the diagnostic accuracy of an AI-based software, Diagnocat™, in detecting supernumerary and congenitally missing teeth in panoramic radiographs. The software showed strong agreement for congenitally missing teeth (Kappa = 0.91) and moderate agreement for supernumerary teeth (Kappa = 0.60), with high specificity and positive predictive values for both.
2025-07
Diagnocat Resources
New Diagnocat Features Just Dropped!
Diagnocat announced new features for its AI-powered dental technology platform. This update is part of their ongoing efforts to enhance capabilities for analyzing 2D and 3D images.
2025-06
Diagnocat Resources
It's official! Diagnocat is now FDA-cleared and available in the USA!
Diagnocat announced that it has received FDA clearance, making its AI-powered dental diagnostic platform officially available in the USA.
2025-09

Frequently Asked Questions

DGNCT provides AI-powered solutions for analyzing various dental imaging modalities, including CBCT scans, panoramic radiographs, and intraoral X-rays. Our platform offers automated segmentation of anatomical structures, caries detection, identification of dental restorations, and assessment of periodontal bone loss.
DGNCT's AI streamlines radiological reporting by automating the analysis of dental images and generating comprehensive reports. This reduces the time spent on manual interpretation, minimizes human error, and ensures consistent reporting standards, ultimately improving efficiency and diagnostic accuracy for busy practices.
Yes, DGNCT's AI platform is designed to support advanced treatment planning. It aids in implant planning by precisely identifying anatomical landmarks and assessing bone density, and it can highlight potential oral surgery concerns by detecting pathologies or complex anatomical variations.
DGNCT prioritizes data privacy and adheres to stringent regulatory compliance standards such as HIPAA and GDPR. Our platform employs robust encryption, access controls, and anonymization techniques to ensure the secure handling and processing of all patient data.
DGNCT offers flexible pricing models tailored to the needs of individual practices and institutions, often based on usage or a subscription basis. We provide comprehensive technical support, including onboarding, ongoing maintenance, and training to ensure seamless integration and optimal utilization of our AI solutions.
DGNCT ensures the accuracy and reliability of its AI algorithms through extensive training on vast, diverse datasets and rigorous validation processes. Our solutions undergo continuous improvement and are developed in collaboration with dental professionals to meet high clinical standards for critical diagnostic tasks.
DGNCT actively collaborates with leading healthcare technology providers and academic institutions to advance our AI solutions. These partnerships foster innovation, facilitate research and development, and ensure our offerings remain at the forefront of dental AI technology.

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