FDA-cleared profile

EFAI RTSUITE CT HCAP-Segmentation System

Ever Fortune.AI Co., Ltd.

EFAI HCAPSeg assists trained radiation-oncology professionals with radiation-treatment planning by providing initial deep-learning contours of organs at risk on non-contrast CT images for transfer to a DICOM-compliant treatment-planning system.

Evidence status: each field shows source quality, applicability, and review date. Research pending, information not established in reviewed sources, and vendor documentation pending are distinct outcomes.

Clinical fit

What this tool is for

Start with the authorized purpose, then verify how it fits your service line and reading workflow.

Exact purpose
EFAI HCAPSeg assists trained radiation-oncology professionals with radiation-treatment planning by providing initial deep-learning contours of organs at risk on non-contrast CT images for transfer to a DICOM-compliant treatment-planning system.
FDA source Exact FDA submission Checked 2026-09-04
Intended users
Radiation oncologists, medical physicists, dosimetrists, and other trained radiation-treatment professionals.
FDA source Exact FDA submission Checked 2026-09-04
Care setting and population
Radiation-oncology treatment-planning or image-review environments.
FDA source Exact FDA submission Checked 2026-09-04
Workflow role
Radiation-treatment planning, image registration, contouring, dose calculation, or plan review support under qualified professional control.
FDA source Exact FDA submission Checked 2026-09-04
Required input
Supported CT, MR, PET, or other DICOM image data, structures, prescriptions, and treatment-planning inputs within the exact submission.
FDA source Exact FDA submission Checked 2026-09-04
Output and human action
Contours, registered images, dose distributions, plans, measurements, or exported treatment-planning objects for professional review and approval.
FDA source Exact FDA submission Checked 2026-09-04
Limitations
Automated contours, plans, registrations, dose values, or other outputs require qualified review, editing, commissioning, and local validation before clinical use.
FDA source Exact FDA submission Checked 2026-09-04

Regulatory identity

FDA record and catalog context

The FDA listing establishes the regulatory identity. It does not by itself establish local workflow fit, pricing, security, or performance in your environment.

FDA submission
K231928
FDA source Exact FDA submission Checked 2026-08-31
Modality
Radiotherapy Planning Imaging
FDA source Exact FDA submission Checked 2026-09-04
Anatomy
Adult organs at risk on non-contrast CT during radiation-treatment planning
FDA source Exact FDA submission Checked 2026-09-04
Clearance type
510(k)
FDA source Exact FDA submission Checked 2026-08-31
Decision date
2023-09-25
FDA source Exact FDA submission Checked 2026-08-31
FDA status
FDA-cleared
FDA source Exact FDA submission Checked 2026-08-31

Implementation

Questions for IT, informatics, and operations

Use these fields to structure a vendor demo, security review, and implementation estimate.

Integration
Standards-based DICOM/PACS integration was identified in the FDA submission materials; compatibility with a specific PACS, RIS, EHR, or orchestrator requires confirmation.
Public source Exact FDA submission Checked 2026-08-13

Normalized from the prior exact-submission review. Confirm interface versions and local compatibility during technical evaluation.

Deployment and data flow
Hybrid
Public source Exact FDA submission Checked 2026-08-13

Deployment category preserved from the prior exact-submission review; hosting region, data flow, and current commercial configuration still require vendor confirmation.

Security and privacy
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

Public sources reviewed here do not establish the complete exact-release security posture, including identity, audit, encryption, retention, remote access, vulnerability management, backup, or incident response.

Training and support
Vendor documentation pending
Vendor confirmation Exact FDA submission Checked 2026-08-13

Training, onboarding, competency, and support commitments are commercial implementation details that require current vendor documentation.

Monitoring and change control
Vendor documentation pending
Vendor confirmation Exact FDA submission Checked 2026-08-13

Local acceptance testing, production monitoring, drift review, update control, and incident escalation require a current vendor and site-specific governance plan.

Workflow role

Radiation-treatment planning, image registration, contouring, dose calculation, or plan review support under qualified professional control.

exact submission · checked 2026-09-04

Submission-anchored workflow summary, not a local acceptance or deployment result.

Input

Supported CT, MR, PET, or other DICOM image data, structures, prescriptions, and treatment-planning inputs within the exact submission.

exact submission · checked 2026-09-04

Exact supported inputs and protocol limits must be confirmed from the complete labeling.

Output

Contours, registered images, dose distributions, plans, measurements, or exported treatment-planning objects for professional review and approval.

exact submission · checked 2026-09-04

Output review, editing, approval, export, and downstream use remain release- and site-specific.

Deployment evidence

Exact deployment topology and operational boundaries remain unestablished.

exact submission · checked 2026-09-04

Confirm hosting, PHI flow, retention, access, updates, downtime, and support obligations before procurement or clinical use.

Integration evidence

Exact local interfaces, identity matching, routing, display, reporting, and fallback behavior remain unestablished.

exact submission · checked 2026-09-04

Validate the local workflow against the exact release and enabled options.

Vendor family context

Current vendor material is product-family context for K231928 only; exact release, enabled options, deployment, security, interoperability, pricing, and local workflow require confirmation.

product family · checked 2026-09-04

Vendor material is not exact-release evidence unless that linkage is separately proven.

Evidence

Performance evidence

Metrics are shown only when they are tied to a source, endpoint, population, and tested product version.

Evidence summary
The exact FDA decision material for K231928 supports the submission-specific intended use and regulatory verification summarized here; it does not establish a general product-wide sensitivity or specificity value.
FDA source Exact FDA submission Checked 2026-09-04
Reported sensitivity
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

No exact-submission and version-linked sensitivity endpoint is promoted; candidate or product-family values were not substituted.

Reported specificity
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

No exact-submission and version-linked specificity endpoint is promoted; candidate or product-family values were not substituted.

No contextualized exact-version metric has completed evidence review. Regulatory-document values, when available, are shown above with their limitations.

FDA submission-specific verification and validation evidence for K231928

FDA 510(k) regulatory decision material and submission-specific verification or validation evidence for K231928; this is regulatory evidence, not an independent clinical effectiveness study. · The labeled population, anatomy, images, and test materials described in the exact FDA decision material for K231928; a broader clinical population is not established here.

exact submission · Tested version: EFAI RTSUITE CT HCAP-Segmentation System (K231928) · Sponsor or vendor study

K231928

The exact FDA material is submission-specific and should not be generalized to other versions, enabled options, sites, protocols, or clinical outcomes.

Economics and lifecycle

Budget and ongoing governance

These are common procurement questions; unknown values remain visible until a source supports them.

Pricing and total cost
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

No public exact-release price, license fee, subscription, contract, or implementation cost was established in this review.

Reimbursement and coding
Not applicable
Not applicable Not applicable Checked 2026-09-04

CMS coverage-index context was checked, but no product-specific coverage or reimbursement determination is inferred.

Safety and lifecycle

Postmarket record

Recall and adverse-event records are shown only after product matching. Adverse-event reports do not establish incidence or causality.

Postmarket safety review
Not established in reviewed sources
Reviewed sources checked Exact FDA submission Checked 2026-09-04

No native submission-identifier match was found in the checked openFDA radiology recall snapshot. Product-name, manufacturer, and adverse-event searches remain necessary; this does not establish that no recall or safety report exists.

Buyer worksheet

Open questions to take to the vendor

Open evaluation checklist

Research record

What has been checked

This audit distinguishes completed source review from fields that have not yet been researched.

Exact FDA record reviewedStatus
2026-09-04Last searched
30Fields reviewed
11Source classes checked
0Unreviewed PubMed leads
0Unreviewed trial leads
0Unreviewed FDA recall leads

Recovered from the prior exact-submission extraction and normalized under the current provenance rules. Exact-name and exact-submission searches in the checked 2026-09-01 literature and trial indexes returned no PubMed candidate records and no ClinicalTrials.gov candidate records for K231928; the checked openFDA snapshot returned no recall candidate records. Candidate records remain quarantined unless exact product and version linkage is established. Current vendor material is product-family context only. Pricing, complete security architecture, contracted deployment, exact reimbursement, and local interoperability remain unverified. Automated exact-name discovery found 0 PubMed and 0 ClinicalTrials.gov candidate records. Candidates require human product and version matching; zero candidates is not evidence that no studies exist. Native FDA recall identifiers produced 0 postmarket candidate records; 0 have been reviewed (0 published, 0 rejected) and 0 remain unreviewed.

Candidate leads remain unpublished until a human confirms the exact product and tested version.

Source classes: fda ai list, fda decision summary, vendor product page, implementation documentation, reimbursement policy, peer reviewed literature, clinical trial registry, fda device recall, pubmed, clinical trials, openfda device recall

Sources

Source ledger

Sources accessed through 2026-09-04.

Alternatives

Related tools to compare

FDA-cleared K252190

DeepBT Detector-Plus

Aitewan Biomedical Technology, Inc.

DeepBT Detector-Plus provides initial gross-tumor-volume contours on T1-weighted contrast-enhanced and optional T2-weighted MR images for radiation-treatment planning in adults...

Modality
Radiotherapy Planning Imaging
Anatomy
Brain tumors, including metastases, meningiomas, and acoustic neuromas
Decision
2026-04-10
FDA-cleared K252304

syngo.via RT Image Suite VC10

Varian Medical Systems, Inc.

syngo.via RT Image Suite VC10 provides three-dimensional and four-dimensional multimodality visualization, registration, fusion, contouring, and planning support for...

Modality
Radiotherapy Planning Imaging
Anatomy
Brain, pelvis, thorax, abdomen, targets, organs at risk, and moving tumors or organs
Decision
2026-03-18
FDA-cleared K250427

TAIMedImg DeepMets

Taiwan Medical Imaging Co., Ltd.

TAIMedImg DeepMets assists trained professionals by providing initial gross-tumor-volume contours on axial contrast-enhanced T1 brain MR images for radiation-treatment planning in...

Modality
Radiotherapy Planning Imaging
Anatomy
Brain metastases in adults
Decision
2025-05-28