FDA-cleared profile
Wisdom Technologies., Inc.
DeepContour uses deep-learning CT processing to generate editable organ contours and RTSTRUCT objects for selected adult radiation-treatment planning workflows, with quantitative statistics, registration, and three-dimensional visualization.
Clinical details
Start with the authorized purpose, then verify how it fits your service line and reading workflow.
Regulatory identity
The FDA listing establishes the regulatory identity. It does not by itself establish local workflow fit, pricing, security, or performance in your environment.
Implementation
Use these fields to structure a vendor demo, security review, and implementation estimate.
Current vendor materials are product-family evidence for K232928; confirm the exact cleared version, enabled options, deployment, and local compatibility.
Current vendor materials are product-family evidence for K232928; confirm the exact cleared version, enabled options, deployment, and local compatibility.
Public materials reviewed for this exact release do not establish the complete security posture. Request data-flow, identity, audit, encryption, retention, remote-access, vulnerability-management, backup, and incident-response evidence.
Current vendor materials are product-family evidence for K232928; confirm the exact cleared version, enabled options, deployment, and local compatibility.
Map the installed model, build, options, population, anatomy, inputs, outputs, and enabled AI functions to K232928 before acceptance.
exact submission · checked 2026-09-03Later product-family features are not evidence that this cleared release includes them.
DICOM RT and vendor workflow integration; validate patient identity, image geometry, structures, dose, plan transfer, approvals, version compatibility, and rollback.
product family · checked 2026-09-03Test representative identifiers, orientation, geometry, measurements, units, routing, failure handling, and round trips locally. Vendor statements are current product-family context; confirm the exact cleared release and installed options.
Use a signed local test set for the supported population and workflow. Include common and difficult cases, exclusions, acquisition variation, failed or low-quality inputs, reviewer overrides, and downstream effects. DeepContour is not for lesion or tumor contouring. Validate the exact organ template, CT protocol, registration, RTSTRUCT export, and local review process; no generated contour may be used for treatment without qualified approval.
exact submission · checked 2026-09-03Define stop-use, escalation, rollback, and revalidation triggers before production use.
Model capital and recurring cost against net staff time after review, throughput, repeat imaging or rework, room time, consumables, infrastructure, training, service, downtime, upgrade, and replacement costs.
product family · checked 2026-09-03No exact-product price was found in the reviewed public material; vendor productivity claims are scenario inputs, not guaranteed local savings.
Monitor by exact hardware, software, model, and algorithm version; patient population; anatomy; protocol; operator; input quality; output edits or overrides; failed studies; repeat acquisition or rework; downstream impact; downtime; incidents; recalls; and updates. Track these product-specific limits: DeepContour is not for lesion or tumor contouring. Validate the exact organ template, CT protocol, registration, RTSTRUCT export, and local review process; no generated contour may be used for treatment without qualified approval.
product family · checked 2026-09-03Revalidate after material software, hardware, model, protocol, interface, or clinical-policy changes. Vendor statements are current product-family context; confirm the exact cleared release and installed options.
Evidence
Metrics are shown only when they are tied to a source, endpoint, population, and tested product version. Candidate literature without exact product and version linkage is not shown as product evidence.
Sensitivity is not the primary endpoint for this system, reconstruction, segmentation, guidance, or quantitative function. Use the task-specific evidence below.
Specificity is not the primary endpoint for this system, reconstruction, segmentation, guidance, or quantitative function. Use the task-specific evidence below.
No contextualized exact-version metric has completed evidence review. Regulatory-document values, when available, are shown above with their limitations.
K232928
Manufacturer evidence submitted for FDA clearance or approval; local clinical, technical, and workflow acceptance remains necessary.
1 unlinked candidate evidence record is retained for source review and excluded from this evidence display.
Costs and setup
These are common procurement questions; unknown values remain visible until a source supports them.
No public list price for the exact cleared configuration was found. Obtain a written quote separating hardware or license basis, implementation, interfaces, infrastructure, training, service, upgrades, renewal, consumables, and exit costs.
No separate named-product payment identified in reviewed public material
Centers for Medicare & Medicaid Services · United StatesBuild a local total-cost and value model; do not infer reimbursement from FDA clearance or approval.
Safety and lifecycle
Recall and adverse-event records are shown only after product matching. Adverse-event reports do not establish incidence or causality.
Exact-identifier review does not prove absence of all product-family safety signals.
Buyer worksheet
Research record
This audit distinguishes completed source review from fields that have not yet been researched.
Recovered from the prior exact-submission extraction and normalized under the current provenance rules. Exact FDA decision materials were reviewed for identity, indication, users, workflow, limitations, and submitted performance. Current vendor material is labeled product-family context where it does not establish the exact release. PubMed and ClinicalTrials.gov results are retained as candidate evidence with version applicability pending; CMS reimbursement context and exact-identifier openFDA postmarket results were also checked. Pricing, final security architecture, contracted services, enabled options, and local interoperability remain organization-specific evidence. Automated exact-name discovery found 1 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, fda decision material, vendor product page, peer reviewed literature, clinical trial registry, reimbursement policy, fda device recall, pubmed, clinical trials, openfda device recall
Sources & history
Open the ledger for source dates, scope, and research-record updates.
Scope: regulatoryIdentity, purpose, modality, anatomy
Scope: regulatoryIdentity, modalityContext
Scope: evidenceDiscovery
Scope: evidenceDiscovery, studyStatus
Scope: recallDiscovery, nativeSubmissionMatching
Scope: reimbursement, radiationTherapyPaymentContext
Scope: productFamilyContext, workflowRole, implementationCapabilities
Scope: evidenceStudies, productFamilyContext, evidenceDiscovery
Regulatory record
510(k)
Research record
human reviewed
Alternatives
RaySearch Laboratories AB (publ)
RayStation 12A is configurable software for radiation therapy and medical oncology that proposes treatment plans from user input. Authorized users may use reviewed and approved...
Elekta Solutions AB
The EMLA family delivers external-beam radiation therapy for adult and pediatric patients with benign, malignant, or metastatic disease. Authorized techniques vary by model:...
RaySearch Laboratories AB (PUBL)
RayStation and RayPlan releases covered by K240398 are configurable radiotherapy and medical-oncology software that proposes or supports treatment plans from user inputs, with...
OncoSoft. Co., Ltd.
OncoStudio OS-01 creates initial deep-learning organs-at-risk contours from CT images of the head and neck, thorax, abdomen, and pelvis for radiation-oncology review, editing, and...