Our radiologists are overwhelmed by the volume… | Parse
Our radiologists are overwhelmed by the volume of X-rays to review. Who offers FDA-cleared AI triage software for medical imaging?
Data as of Sep 29, 2026 · Based on 302 AI responses from ChatGPT Search and Google AI Mode · See how Parse measures this
For overwhelmed radiology teams, Qure.ai’s qXR‑Detect is the best single choice for broad chest X‑ray triage—its recent FDA 510(k) updates include a Feb 2026 “6‑in‑1” multi‑indication clearance. If you need emergency CXR prioritization, choose Lunit INSIGHT CXR Triage; AZmed fits combined chest+fracture workflows; () focuses on adult urgent chest notifications.
2AZmedBest for sites that want combined trauma and chest X‑ray triage: AZmed’s Rayvolve/AZchest and AZtrauma are FDA‑cleared for fractures, pneumothorax and effusion and are in wide clinical use, but review which modules match your workflow.48%
3LunitBest for emergency chest prioritization: Lunit INSIGHT CXR Triage is FDA 510(k) cleared to sort urgent CXR findings (pleural effusion, pneumothorax), making it a strong choice for ED workflows that need severity‑based sorting.47%
4Qure.aiBest when you need wide chest X‑ray coverage: qXR‑Detect has multiple FDA clearances (including a Feb 2026 “6‑in‑1” 510(k)) to flag pneumothorax, effusion and other regions, so it prioritizes many chest findings at scale.37%
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Question: Our radiologists are overwhelmed by the volume of X-rays to review. Who offers FDA-cleared AI triage software for medical imaging?
Yes. The FDA has a specific Class II category for radiological computer-assisted triage and notification software—AI that analyzes images and prioritizes time-sensitive studies for radiologist review rather than replacing the radiologist.
For a high-volume X-ray/chest-X-ray workflow, notable FDA-cleared vendors include:
Vendor
FDA-cleared software
X-ray / triage capability
Aidoc
BriefCase-Triage
FDA-cleared radiology triage platform; Aidoc has FDA clearance for X-ray pneumothorax triage and has continued expanding its triage portfolio.
Question: Our radiologists are overwhelmed by the volume of X-rays to review. Who offers FDA-cleared AI triage software for medical imaging?
Chest-X-ray AI that can identify findings including pneumothorax, pleural effusion, pneumoperitoneum and vertebral compression fracture and prioritize cases in the worklist. FDA clearance was granted in 2025 and again for the newer version in March 2026.
Qure.ai
qXR-PTX-PE / qXR-CTR
FDA-listed radiology AI products; qXR-PTX-PE is specifically classified for pneumothorax/pulmonary embolism-related imaging analysis, while qXR-CTR addresses chest X-rays.
Riverain Technologies
ClearRead Xray Pneumothorax
FDA-cleared chest-X-ray pneumothorax software, with clearance recorded in the FDA database.
Avicenna.AI
Radiological triage products
FDA's classification database lists Avicenna.AI among manufacturers with clearances in the radiological computer-assisted prioritization category.
A couple of important distinctions
“FDA-cleared AI” doesn't necessarily mean an autonomous diagnostic system. The FDA's QFM/QAS categories are specifically designed around triage, notification and prioritization—the software flags or moves potentially urgent cases higher in the worklist while the radiologist remains responsible for interpretation.
For example, the FDA's description of Annalise Enterprise says the software runs alongside the normal workflow, sends notifications to PACS/RIS for prioritization, and does not lower the priority of other studies based on its results.
Also, the FDA's current AI-enabled-device list is useful for checking specific clearance numbers and dates; it shows additional recent clearances for Aidoc and Annalise in 2025–2026.
If your primary problem is radiologist overload from chest X-rays, I would focus a vendor evaluation on (1) the exact X-ray findings covered, (2) false-negative sensitivity, (3) PACS/RIS integration and latency, (4) how the AI changes worklist ordering, and (5) the precise FDA-cleared indication—not simply whether a vendor advertises itself as “FDA-cleared.”
Several medical technology companies offer FDA-cleared artificial intelligence software designed to triage X-ray workloads, prioritize critical or acute findings on worklists, and accelerate turnaround times.
Leading Vendors with FDA-Cleared X-Ray Triage & Workflow Solutions
Aidoc : Offers comprehensive enterprise imaging solutions (such as its Aidoc platform) incorporating FDA-cleared triage and notification algorithms for chest and musculoskeletal X-rays, helping flag acute abnormalities like pneumothorax and structural collapses.
AZmed : Provides the Rayvolve® suite, which holds FDA clearances for identifying critical chest X-ray abnormalities (such as pneumothorax and pleural effusion) as well as musculoskeletal trauma and pulmonary nodules to reorder worklists efficiently [0.5].
Gleamer : Develops Boneview , an FDA-cleared AI assistance and triage software focused on flagging traumatic musculoskeletal injuries and fractures on skeletal X-rays to prevent missed diagnoses in emergency settings.
Lunit : Offers Lunit INSIGHT CXR , an FDA-cleared deep learning solution that detects major pulmonary abnormalities on chest radiographs and assists clinical triage by highlighting critical thoracic conditions.
RADLogics : Provides FDA-cleared automated image analysis tools that run in parallel with PACS/workstations to immediately flag acute chest X-ray findings like pneumothorax for urgent review.
Key Benefits of X-Ray AI Triage Integration
Feature / Metric
Operational Impact
Primary Goal
Worklist Reordering
Moves critical/positive cases to the top
Prioritize life-threatening findings
Turnaround Time (TAT)
Reduces reporting delay for acute scans
Expedite emergency/ICU decisions
Fatigue Reduction
Lowers cognitive strain during heavy shifts
Balance high-volume reading backlogs
If you'd like to narrow this down, please tell me:
Which imaging modalities or specific anatomies (e.g., chest X-rays, musculoskeletal) are creating the biggest bottlenecks?
What PACS/VNA vendor your department currently uses for integration compatibility?
Yes. If the goal is AI that automatically analyzes X-rays and moves potentially urgent studies higher in the radiologist worklist, there are several FDA-cleared options. FDA classifies this type of software as radiological computer-assisted triage and notification software (QAS/QFM)—it is intended to prioritize images for review, not replace the radiologist.
Notable FDA-cleared vendors
Aidoc — BriefCase / BriefCase-Triage. Aidoc has multiple FDA 510(k) clearances for its triage platform, including recent 2025–2026 clearances. Its products cover multiple radiology findings and modalities; the exact indications depend on the cleared module.
Lunit — INSIGHT CXR Triage. FDA-cleared for adult chest X-rays, specifically prioritizing studies with suspected pneumothorax and/or pleural effusion. FDA clearance K211733 dates to November 2021.
Qure.ai — qXR / qXR-PTX-PE. FDA-cleared qXR products include chest-X-ray analysis and triage for findings such as pneumothorax and pleural effusion. FDA documentation describes qXR-PTX-PE as analyzing frontal chest X-rays and providing a notification/parallel workflow.
Envisionit Deep AI — RADIFY Triage. FDA 510(k) K231871 cleared it as radiological computer-aided triage software for adult chest X-rays, targeting suspected pneumothorax and pleural effusion.
CureMetrix — cmTriage. FDA documentation lists cmTriage among cleared radiological triage products.
AZmed — Rayvolve. FDA's AI-device database lists Rayvolve as a radiology AI device; its FDA-cleared portfolio includes X-ray applications.
What I'd look at for an overloaded X-ray service
The important distinction is what you need triaged. A chest-X-ray-only solution for pneumothorax/effusion is quite different from a platform that can prioritize multiple findings across chest, head, abdomen, trauma, etc.
For a procurement comparison, I'd evaluate:
Exact FDA-cleared indications for your X-ray mix.
Worklist/PACS integration and whether it can operate without disrupting your existing workflow.
Turnaround time and prioritization mechanism—e.g., whether the result actually reorders the worklist.
Sensitivity, specificity and false-positive burden in a population resembling your hospital.
Volume/licensing model and infrastructure requirements.
Prospective clinical evidence, rather than relying solely on the FDA clearance.
Whether the product is triage-only or also provides diagnostic findings—FDA's QAS classification specifically concerns prioritization/notification.
If you tell me which X-rays are creating the bottleneck (chest, trauma/MSK, ED, etc.) and roughly how many studies/day, I can make a side-by-side shortlist of the FDA-cleared vendors, their specific indications, integrations, evidence, and typical deployment model.
When radiology departments face overwhelming volumes of X-rays, several FDA-cleared and authorized AI vendors offer triage and computer-assisted detection (CAD) software designed to prioritize critical cases (like pneumothorax or pleural effusion) and streamline reading workflows.
Key commercial providers with FDA regulatory clearances for X-ray imaging include:
Qure.ai: Offers qXR , an extensive FDA-cleared AI suite for chest X-rays. It includes computer-assisted triage and notification software (CADt) to flag critical acute abnormalities like pneumothorax and pleural effusion, as well as broader detection tools (qXR-Detect) for identifying and categorizing multiple thoracic findings.
DeepHealth (RadNet): Provides advanced chest X-ray solutions (such as Chest XRay ) built on proprietary foundation models following its strategic integration of Gleamer’s technology. Their software assists with both acute triage and the concurrent detection of everyday thoracic abnormalities.
Gleamer: Known for BoneView (for musculoskeletal/trauma X-rays) and ChestView (for chest X-rays), Gleamer's AI highlights regions of interest directly on plain radiographs to boost diagnostic confidence and workflow speed.
Lunit: Offers Lunit INSIGHT CXR Triage , an FDA-cleared computer-assisted triage and notification software specifically built to analyze chest X-rays for urgent/emergent findings (such as pneumothorax and pleural effusion) and immediately bump them to the top of the worklist.
Aidoc: Widely deployed across global hospital networks, Aidoc's enterprise platform utilizes an AI foundation model to flag critical anomalies on imaging studies. While heavily utilized across CT workflows, they also innovate extensively in chest X-ray workflows and preliminary report-drafting assistance.
If you'd like to narrow this down, please let me know:
Are you primarily looking to triage emergency/critical chest X-rays (e.g., pneumothorax) or handle general musculoskeletal/trauma X-ray volume?
Do your radiologists prefer integration directly within your existing PACS/RIS environment?
Yes. As of September 2026, the FDA’s database includes several companies with cleared AI software specifically intended to triage/prioritize radiology studies, including chest X-rays. FDA describes this device category as software that identifies or prioritizes time-sensitive imaging for review; it is not a replacement for the radiologist’s interpretation.
Notable FDA-cleared options for X-ray triage
Company
Product
X-ray use / triage focus
FDA status
Aidoc
BriefCase-Triage
Multi-condition radiology triage; Aidoc has multiple FDA-cleared triage algorithms
FDA 510(k), including 2026 clearances
Annalise AI / Harrison-AI
Annalise Enterprise / CXR Triage
Chest X-ray analysis and prioritization across multiple findings
FDA 510(k); Annalise Enterprise cleared March 2026; earlier CXR triage clearances also exist
Lunit
Lunit INSIGHT CXR Triage
Chest X-ray triage for suspected critical findings such as pneumothorax and pleural effusion
FDA 510(k) K211733
VUNO
VUNO Med-Chest X-ray Triage / VUNO Med-CXR Link Triage
Chest X-ray triage
FDA-listed 510(k) K241439
Riverain Technologies
ClearRead Xray Pneumothorax
Chest X-ray pneumothorax prioritization
FDA 510(k) K213566
Qure.ai
qXR-Detect
Chest X-ray AI
FDA-listed in 2026; its exact intended use should be checked against your desired triage workflow
The FDA's current database shows many more manufacturers in the radiological computer-assisted triage/notification category, including Avicenna.AI, DeepHealth, Ischemaview, MedCognetics, Milvue, NeurocareAI, and others.
What I'd evaluate for an overloaded radiology department
The important distinction is between "AI that detects findings" and "AI that actually changes worklist priority." For your problem, I'd specifically ask vendors about:
Which X-rays are covered: chest, extremity, trauma, etc.
Which findings trigger priority: pneumothorax, fracture, pulmonary edema, pleural effusion, etc.
How the alert reaches the radiologist: PACS/RIS worklist, notification, or separate dashboard.
Integration: DICOM, HL7/FHIR, PACS/RIS compatibility and deployment architecture.
False-positive/negative performance in your patient population, rather than relying solely on vendor-reported validation.
Workflow impact: whether it actually reduces turnaround time and critical-result delays.
FDA-cleared intended use for the specific algorithm you're considering; a company having FDA-cleared AI does not mean every one of its algorithms is cleared.
For example, Lunit INSIGHT CXR Triage is explicitly FDA-cleared as radiological computer-assisted prioritization software, while Annalise Enterprise and Aidoc's newer BriefCase-Triage products have also received FDA clearances in 2026.
If you tell me whether your backlog is mostly chest X-rays, ED/trauma X-rays, or all radiographs, I can narrow this to the relevant FDA-cleared products and compare their indications, findings detected, integration, published validation, and typical deployment model.
Handling a high volume of X-rays is a widespread bottleneck, particularly in emergency rooms and urgent care workflows. Several major medical AI vendors have secured U.S. Food and Drug Administration (FDA) clearances or 510(k) authorizations for solutions that triage or assist in reading X-rays (especially chest and musculoskeletal radiographs).
Prominent companies offering FDA-cleared AI triage and diagnostic assistance software for X-rays include:
Qure.ai: Offers qXR qXR q X R , an FDA-cleared AI-enabled chest X-ray solution that provides prioritized worklist triage for critical abnormalities like pneumothorax and pleural effusion, alongside automated detection of nodules, cavities, and other thoracic changes.
DeepHealth (a RadNet subsidiary): Features an FDA-cleared Chest XRay software built on a foundation model designed to detect and localize suspected thoracic abnormalities (such as nodules, consolidation, and pneumothorax) to assist radiologist workflows.
AZmed: Known for its Rayvolve Rayvolve R a y v o l v e and AZchest AZchest A Z c h e s t suites, AZmed holds multiple FDA clearances for AI supporting musculoskeletal (MSK) and chest radiography, focusing on fracture detection, joint effusions, and rapid reading assistance.
Aidoc: A dominant player in enterprise imaging workflow and CT triage, Aidoc also develops deep-learning chest radiograph solutions and has secured FDA Breakthrough Device Designations for advanced X-ray reading and workflow sorting support.
Other Notable Vendors: Companies like Viz.ai, oxipit , and Annalise.ai also develop advanced chest and skeletal radiography AI solutions (with various regulatory footprints globally or specific U.S. clearances) targeted at accelerating turnaround times.
Several prominent medical imaging AI vendors offer FDA-cleared computer-assisted triage and notification (or prioritization) software specifically designed to analyze chest X-rays and flag acute, urgent abnormalities (such as pneumothorax and pleural effusion) for worklist reprioritization.
Key companies providing FDA-cleared solutions in this space include:
Lunit offers Lunit INSIGHT CXR Triage , a 510(k)-cleared radiological computer-assisted triage and notification software designed to analyze adult chest X-rays and immediately prioritize emergent findings like pleural effusion and pneumothorax.
Qure.ai provides qXR , which has received FDA 510(k) clearance to flag and triage critical abnormalities including pleural effusion and pneumothorax to accelerate emergency room and ICU review workflows.
Aidoc features an enterprise platform (aiOS ) that integrates acute-care imaging triage. While their chest X-ray tool First Read holds FDA Breakthrough Device Designation for preliminary report generation, their broader triage infrastructure is widely deployed to optimize critical imaging worklists.
Would you like information on how these tools integrate with your specific PACS/RIS vendor , or are you looking for assistance with evaluating clinical accuracy metrics for a pilot program?
Yes. The FDA-cleared market is fairly broad, but for high-volume X-ray workflows, several vendors stand out.
Aidoc — BriefCase / BriefCase-Triage. Aidoc has multiple FDA 510(k) clearances under the radiological computer-assisted triage/notification category. Its platform is designed to identify suspected urgent findings and prioritize cases for radiologist review. The FDA database shows multiple recent clearances, including 2026 decisions.
Annalise.ai — Annalise Enterprise CXR Triage. Specifically relevant to chest X-rays. FDA-cleared versions include triage for trauma and pneumothorax.
Lunit — Lunit INSIGHT CXR Triage. FDA-cleared for chest-X-ray triage, including prioritization of suspected critical findings such as pneumothorax and pleural effusion.
VUNO — VUNO Med-Chest X-ray Triage / VUNO Med-CXR Link Triage. FDA 510(k)-cleared chest-X-ray prioritization software.
DrAid — DrAid for Radiology. FDA-cleared for computer-assisted triage of adult frontal chest X-rays for suspected pneumothorax.
The FDA's own database shows that the QAS/QFM categories include numerous additional manufacturers, including Avicenna.AI, Brainomix, Qure.ai, Siemens, Viz.ai, JLK, and others.
What I'd shortlist for your use case
If the problem is specifically radiologists drowning in X-ray volume, I'd initially evaluate Aidoc, Annalise.ai, Lunit, and VUNO. The key distinction is whether you want:
Emergency triage — move suspected critical cases to the top of the worklist.
Broad chest-X-ray abnormality detection — flag multiple findings rather than one or two emergencies.
Workflow integration — PACS/RIS integration, automatic worklist prioritization, notifications, and minimal disruption to the existing workflow.
One important caveat: “FDA-cleared AI” doesn't mean the software autonomously diagnoses the X-ray. These products are generally cleared to assist with triage/prioritization, while the radiologist remains responsible for interpretation. The FDA describes the QAS category as software that identifies or prioritizes time-sensitive imaging for review.
If you tell me what X-rays you handle most (chest, extremity, trauma, etc.) and roughly how many studies/day, I can narrow this to the 3–5 strongest vendors and compare FDA indication, findings detected, PACS integration, deployment model, and evidence of clinical impact.
When radiology departments face overwhelming X-ray volumes, FDA-cleared AI triage and workflow-prioritization software can help flag critical findings, reduce turnaround times, and reorder worklists.
Several prominent, FDA-cleared AI software vendors specialize specifically in X-ray (radiography) triage, covering chest and musculoskeletal imaging:
Gleamer offers BoneView (for trauma bone X-rays) and ChestView (for chest X-rays). Their suite features an AI-powered worklist that highlights findings, integrates into native PACS/viewers, and prioritizes urgent cases to cut down missed fractures and reporting times.
Lunit offers Lunit INSIGHT CXR Triage , an FDA-cleared algorithm specifically built to analyze chest X-rays and triage critical/emergent abnormalities (such as pneumothorax or pleural effusion) so emergency cases surface immediately on the worklist.
Aidoc is a heavyweight in enterprise imaging AI with broad worklist orchestration platforms. While historically prominent in CT triage (like stroke and pulmonary embolism), Aidoc has expanding chest X-ray capabilities, including its FDA Breakthrough-designated First Read initiative aimed at streamlining chest radiograph workflows.
Oxipit provides deep-learning chest X-ray diagnostic and triage support tools, frequently integrated via vendor-neutral orchestration platforms like CARPL.ai to automate reading pipelines in high-volume emergency settings.
Viz.ai is widely known for acute care coordination and intelligent mobile worklists, primarily scaling from neuro/vascular CT workflows toward comprehensive multi-modal imaging triage.
If you'd like to narrow this down, let me know:
Are you primarily trying to triage chest X-rays or musculoskeletal/bone trauma X-rays?
What PACS / VNA vendor is your department currently running?
I can help identify which of these solutions natively or seamlessly integrates into your existing infrastructure.
Yes. If your goal is specifically AI that reads incoming X-rays and prioritizes urgent studies for radiologist review, there are several FDA-cleared options. FDA classifies this type of software as radiological computer-assisted triage and notification (CADt), a Class II device under 21 CFR 892.2080.
Notable FDA-cleared vendors
Vendor
Product
X-ray / triage focus
Aidoc
BriefCase-Triage
AI triage of radiology studies; FDA cleared multiple versions, including a 2026 BriefCase-Triage clearance.
Lunit
INSIGHT CXR Triage
Chest X-ray triage, including suspected pneumothorax and pleural effusion; FDA 510(k) K211733.
VUNO
Med-Chest X-ray Triage / Med-CXR Link Triage
Chest X-ray prioritization; FDA 510(k) K241439.
Annalise-AI / Harrison-AI
Annalise Enterprise
Broad radiology triage/notification capabilities; FDA 510(k) K253818 in 2026.
A2Z Radiology AI
a2z-Unified-Triage
Radiological triage and notification; FDA 510(k) K252366, cleared November 2025.
RADLogics
AIMI-Triage CXR PTX
Prioritizes chest X-rays suspicious for moderate/large pneumothorax; FDA-cleared K193300.
The FDA's current database shows a considerably larger ecosystem: Aidoc, Annalise, Avicenna.AI, Lunit, VUNO, Viz.ai, Qure.ai, DeepHealth, AZmed, Riverain, Zebra Medical Vision and others have had substantially equivalent clearances in the relevant radiological triage categories.
What I'd shortlist for an overwhelmed X-ray service
If you're dealing with high-volume general radiography, rather than one narrowly defined finding, I'd start with Annalise Enterprise, Aidoc, Lunit, and VUNO. The important distinction is that some products are primarily triage (move potentially urgent studies to the front of the queue), while others also provide computer-aided detection of specific findings.
One important caveat: FDA clearance doesn't mean the products are interchangeable or that they replace radiologist interpretation. The FDA's definition of CADt specifically describes software that prioritizes/triages images and provides notification rather than making the diagnosis itself.
If you tell me what kinds of X-rays are overwhelming you (chest, MSK, ED, outpatient, etc.) and roughly how many studies/day, I can narrow this to the 3–5 strongest vendors and compare FDA indications, findings detected, PACS/EHR integration, workflow, and published clinical evidence.
