K252258 · Ptw-Freiburg Physikalisch-Technische-Werkstaetten Dr. Pychla · IYE · Apr 15, 2026 · Radiology
Device Facts
Record ID
K252258
Device Name
VERIQA RT EPID 3D
Applicant
Ptw-Freiburg Physikalisch-Technische-Werkstaetten Dr. Pychla
Product Code
IYE · Radiology
Decision Date
Apr 15, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.5050
Device Class
Class 2
Attributes
Software as a Medical Device, Pediatric
Indications for Use
Software for quality assurance of ionizing radiation emitted by diagnostic imaging devices or radiotherapy devices. VERIQA RT EPID 3D is a software to assist the user in detecting errors related to - treatment planning, - plan delivery by the treatment machine, - changes in the patient anatomy, and/or patient setup deviations. VERIQA RT EPID 3D must not be used to modify a patient’s treatment plan based exclusively on the results from VERIQA RT EPID 3D. VERIQA RT EPID 3D must not be used for treatment planning. The clinical user of VERIQA RT EPID 3D is the medical physicist. Transport tasks are performed by the carrier. PTW service staff is responsible for service tasks.
Device Story
Server-based software for radiotherapy quality assurance; processes DICOM RT plans and EPID images. Operates via web-browser interface; used by medical physicists for secondary check of treatment delivery. Inputs: EPID images (pre-treatment or in-vivo) and treatment plans. Transformation: Direct back-projection algorithm reconstructs 3D dose distribution in patient anatomy; compares recalculated dose against planned dose using 3D gamma criteria and DVH metrics. Outputs: 3D dose distributions, gamma analysis, DVH metrics, and automated reports. Assists in detecting errors in treatment planning, delivery, patient anatomy, or setup. Does not modify treatment plans or perform treatment planning. Enhances clinical safety by providing verification of dose delivery.
Clinical Evidence
No clinical data. Device is a software-only QA tool; substantial equivalence supported by software verification, validation, and algorithm performance testing (bench testing only).
Technological Characteristics
Server-based software; web-browser client access. DICOM-based data transfer. Direct back-projection algorithm for 3D dose reconstruction. Features: 3D gamma distribution, DVH calculation, automated evaluation templates, email notification system, and color-coded alert system (red/orange/green).
Indications for Use
Indicated for quality assurance in radiation therapy delivery for patients of any age or gender.
Regulatory Classification
Identification
A medical charged-particle radiation therapy system is a device that produces by acceleration high energy charged particles (e.g., electrons and protons) intended for use in radiation therapy. This generic type of device may include signal analysis and display equipment, patient and equipment supports, treatment planning computer programs, component parts, and accessories.
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FDA U.S. FOOD & DRUG ADMINISTRATION
April 15, 2026
PTW-Freiburg Physikalisch-Technische-Werkstaaten Dr. Pychla
Ats Sandor-Csaba
Regulatory Affairs Manager
Loerracher Strasse 7
Freiburg, BW 79115
Germany
Re: K252258
Trade/Device Name: VERIQA RT EPID 3D
Regulation Number: 21 CFR 892.5050
Regulation Name: Medical Charged-Particle Radiation Therapy System
Regulatory Class: Class II
Product Code: IYE
Dated: July 18, 2025
Received: July 21, 2025
Dear Ats Sandor-Csaba:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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K252258 - Ats Sandor-Csaba
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Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
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K252258 - Ats Sandor-Csaba
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assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,

Lora D. Weidner, Ph.D.
Assistant Director
Radiation Therapy Team
DHT8C: Division of Radiological
Imaging and Radiation Therapy Devices
OHT8: Office of Radiological Health
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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(VERIQA software module) VERIQA RT EPID 3D
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| Indications for Use | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions. | K252258 | ? |
| Please provide the device trade name(s). | | ? |
| VERIQA RT EPID 3D | | |
| Please provide your Indications for Use below. | | ? |
| Software for quality assurance of ionizing radiation emitted by diagnostic imaging devices or radiotherapy devices.
VERIQA RT EPID 3D is a software to assist the user in detecting errors related to
- treatment planning,
- plan delivery by the treatment machine,
- changes in the patient anatomy, and/or patient setup deviations.
VERIQA RT EPID 3D must not be used to modify a patient’s treatment plan based exclusively on the results from VERIQA RT EPID 3D. VERIQA RT EPID 3D must not be used for treatment planning.
The clinical user of VERIQA RT EPID 3D is the medical physicist. Transport tasks are performed by the carrier. PTW service staff is responsible for service tasks. | | |
| Please select the types of uses (select one or both, as applicable). | ☑ Prescription Use (Part 21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C) | |
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K252258
VERIQA Software PTW 510(k) premarket notification
# 510(k) Summary - VERIQA RT EPID 3D
Submitted in accordance with 21 CFR 807.92
Date prepared: 2026-04-12
# 1 Submitter's Information
Company Name: PTW-Freiburg Physikalisch-Technische-Werkstaetten Dr. Pychlau GmbH
Company Address: Loerracher Strasse 7
79115 Freiburg
Germany
510(k) Number: K252258
# 2 Device Name and Classification
Proprietary Name: VERIQA RT EPID 3D
Common Name: Quality Assurance for Patient Radiation Treatment
Regulation Number: 21 CFR 892.5050
Regulation Name: Medical charged-particle radiation therapy system
Classification Name: Accelerator, Linear, Medical
Product code: IYE
Device class: Class II
# 3 Predicate Device
Proprietary Name: PerFRACTION
Common Name: Quality Assurance for Patient Radiation Treatment
510(k) number: K141800
Regulation Number: 21 CFR 892.5050
Regulation Name: Medical charged-particle radiation therapy system
Classification Name: Accelerator, Linear, Medical
Product code: IYE
Device class: Class II
Manufacturer: Sun Nuclear Corporation
Submitted: June 30, 2014
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VERIQA Software
510(k) premarket notification
PTW
# 4 Device Description
## 4.1 Introduction
VERIQA is a software package including among others the software module VERIQA RT EPID 3D.
VERIQA RT EPID 3D is enabling 3D dose reconstruction in the patient anatomy based on acquired EPID images. If EPID images are acquired without the patient in the beam, RT EPID 3D will use the images to reconstruct a 3D dose distribution in a virtual patient for pretreatment patient-specific QA. If EPID images are acquired during patient treatment, i.e. behind the treated patient, the images are used for in vivo dose reconstruction enabling the detection of patient-related errors, such as anatomical changes or mispositioning.
VERIQA RT EPID 3D is a server-based solution which can be accessed via a web-browser of any client computer in the same network.
VERIQA RT EPID 3D processes medical imaging information and related data and performs an automatic comparison between the reference and recalculated dose. This evaluation, often referred to as secondary check, is a method used by medical physicist as part of the patient-specific quality assurance measures.
## 4.2 System overview
VERIQA RT EPID 3D is installed on a server and can be accessed via a web-browser. The data transfer between treatment planning systems and VERIQA RT EPID 3D is realized via DICOM nodes.

(Only VERIQA RT EPID 3D is part of this 510(k) submission)
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VERIQA Software
510(k) premarket notification
PTW
# 5 Intended Use Statement
VERIQA is a software for quality assurance of ionizing radiation emitted by diagnostic imaging devices or radiotherapy devices.
## 5.1 Device Description
VERIQA RT EPID 3D is a software for performing and evaluating a 3D dose calculation based on EPID images acquired before, after, and during patient treatment. VERIQA RT EPID 3D automatically processes DICOM RT data and EPID image data and performs a dose calculation and an evaluation based on DVH criteria and 3D gamma criteria.
The user can set dose calculation parameters and evaluation criteria individually. Evaluation results can be viewed, documented, and exported.
## 5.2 Operating Principle
VERIQA RT EPID 3D is based on a central server architecture. VERIQA RT EPID 3D can receive treatment plans from a treatment planning system via DICOM protocol. When treatment plans are transmitted to the central server, VERIQA RT EPID 3D automatically retrieves EPID image data and assigns it to the respective treatment plan.
Based on this, the 3D dose distribution in the patient anatomy is automatically calculated using a direct back- projection method and is evaluated against the planned patient dose. The results can be accessed via a web browser and/or viewed in a generated report.
## 5.3 Applications
VERIQA RT EPID 3D is a software to assist the user in detecting errors related to
- treatment planning,
- plan delivery by the treatment machine,
- changes in the patient anatomy, and/or patient setup deviations.
## 5.4 Exclusions
VERIQA RT EPID 3D must not be used to modify a patient's treatment plan based exclusively on the results from VERIQA RT EPID 3D.
VERIQA RT EPID 3D must not be used for treatment planning.
## 5.5 Indications with Patient Population
VERIQA RT EPID 3D can be used for quality assurance in the delivery of radiation therapy for patients of any gender and age.
## 5.6 Contraindications
There are no contraindications for this product.
## 5.7 Intended User
The clinical user of VERIQA RT EPID 3D is the medical physicist. Transport tasks are performed by the carrier. PTW service staff is responsible for service tasks.
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VERIQA Software
510(k) premarket notification
PTW
## 5.8 Intended Clinical Benefit
Performance:
VERIQA RT EPID 3D is used as a verification tool for the delivery of radiation therapy. VERIQA RT EPID 3D assists the medical physicist in identifying potential irradiation errors by means of dosimetric differences between the planned and the delivered dose.
Safety:
VERIQA RT EPID 3D offers medical physicists a control measure that assists them in verifying the correct dose delivery and provides an additional level of treatment safety. This gives medical physicists greater confidence, especially if complex irradiation techniques are employed. Hereby the clinical safety of the patient is increased.
## 6 Indications for Use (IFU)
Software for quality assurance of ionizing radiation emitted by diagnostic imaging devices or Radiotherapy devices. VERIQA RT EPID 3D is a software to assist the user in detecting errors related to
- treatment planning,
- plan delivery by the treatment machine,
- changes in the patient anatomy, and/or patient setup deviations.
VERIQA RT EPID 3D must not be used to modify a patient's treatment plan based exclusively on the results from VERIQA RT EPID 3D. VERIQA RT EPID 3D must not be used for treatment planning.
The clinical user of VERIQA RT EPID 3D is the medical physicist. Transport tasks are performed by the carrier. PTW service staff is responsible for service tasks.
## 7 Substantial Equivalence
### 7.1 Technological Characteristics
The subject device VERIQA RT EPID 3D (K252258) and the predicate device PerFRACTION (K141800) share the same intended use, namely EPID-based patient-specific quality assurance for both pre-treatment and in-vivo dosimetry. Although the devices employ different algorithmic approaches — VERIQA RT EPID 3D uses a clinically validated direct back-projection algorithm, whereas PerFRACTION utilizes a forward-calculation method — this difference does not raise new questions of safety or effectiveness. Consistent with FDA's substantial-equivalence principles, technological differences are acceptable provided they do not introduce new safety/effectiveness concerns.
Published evidence and internal performance data demonstrate that both algorithmic approaches exhibit comparable error-detection capabilities for clinically relevant delivery deviations. The back-projection method enables additional analytical functionality (3D patient dose reconstruction, 3D gamma distribution, DVH metrics); however, these features represent enhancements in analytical depth rather than a change in intended use or clinical principles of operation. They do not modify the clinical workflow nor introduce new hazards beyond those already present in EPID-based QA approaches.
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VERIQA Software
510(k) premarket notification
PTW
7.2 Device Comparison Table
| Manufacturer | PTW Freiburg | Sun Nuclear |
| --- | --- | --- |
| Product name | VERIQA RT EPID 3D | PerFraction |
| 510(k) number | K252258 | K141800 |
| Intended Use | Software for quality assurance of ionizing radiation emitted by diagnostic imaging devices or Radiotherapy devices. VERIQA RT EPID 3D is a software to assist the user in detecting errors related to treatment planning, plan delivery by the treatment machine, changes in the patient anatomy, and/or patient setup deviations.
VERIQA RT EPID 3D must not be used to modify a patient's treatment plan based exclusively on the results from VERIQA RT EPID 3D.
VERIQA RT EPID 3D must not be used for treatment planning. | PerFRACTION is intended to allow for the detection of errors that can occur in the delivery of a patient's radiation therapy treatment.
PerFRACTION allows for the comparison of the cumulative exit image(s) for one treatment fraction to the cumulative exit image(s) for another treatment fraction, thus providing a consistency check on the delivery of the treatment fraction. |
| Intended Use Comparison | Similar to predicate device:
Both devices are software-only QA tools intended to assist users in detecting radiotherapy delivery-related errors through analysis of treatment imaging data, without controlling treatment, modifying the treatment plan, or being used as the sole basis for clinical decisions. | --- |
| Pre-treatment and in vivo EPID dosimetry | Yes | Yes |
| 3D patient dose reconstruction based on back-projection EPID dosimetry | Yes, using direct back-projection algorithm | No, using a forward calculation algorithm |
| Visualization of CT, dose and structures | Yes
visualization in RT viewer | Yes
Visualization in web-based slice viewer. |
| Calculation of 3D-gamma distribution | Yes | Yes |
| Visualization of 3D-gamma distribution | Yes
visualization in RT viewer | Yes
Visualization in web-based slice viewer. |
| Calculation of dose-volume-histograms | Yes | Yes |
| Visualization of dose-volume-histogram | Yes | Yes |
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VERIQA Software
510(k) premarket notification
PTW
| Manufacturer | PTW Freiburg | Sun Nuclear |
| --- | --- | --- |
| Product name | VERIQA RT EPID 3D | PerFraction |
| Automated processing of evaluations | Yes | Yes |
| Template based evaluation | Yes | Yes |
| Automatic notification | Yes, Email notification | Yes, Email notification and via notification center (software internal) |
| Alert system | Yes, Colour coded (red: failed, orange: warning, green: passed) | Yes Colour coded (red: failed, green: passed) |
| Digital evaluation approval and reject | Yes | Yes |
| Generation of PDF Report | Yes | Yes |
| Visualization of DICOM RT Plans | Yes, visualization in RT viewer: VERIQA RT View | Yes, Visualization in web-based slice viewer. |
| Modular software platform | Yes | Yes |
## 7.3 SE Conclusion
Given the identical intended use, the comparable detection performance, and the absence of any new questions of safety or effectiveness, the forward-calculation algorithm of the predicate device constitutes an appropriate technological basis for substantial equivalence. Therefore, PerFRACTION is suitable as a predicate device for VERIQA RT EPID 3D.
## 8 Non-clinical Performance Testing
The non-clinical performance of VERIQA RT EPID 3D was evaluated through a series of software verification and validation and algorithm performance tests to support a determination of substantial equivalence.
The following non-clinical tests were conducted:
- Software verification and validation testing to confirm that the software performs according to its design specifications and intended use.
- Algorithm performance testing to verify the accuracy and robustness of the EPID-based 3D dose reconstruction and evaluation functions.
- Performance evaluation of dose calculation and comparison workflows, including assessment of dose-volume histogram (DVH) metrics and three-dimensional gamma analysis.
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VERIQA Software
510(k) premarket notification
PTIW
- Data integrity and workflow testing to confirm correct processing of DICOM RT data and EPID image data within the intended clinical quality assurance workflow.
The non-clinical testing demonstrated that VERIQA RT EPID 3D reliably performs dose reconstruction, evaluation, and error-detection functions consistent with its intended quality assurance purpose. The test results showed that the performance of the subject device is comparable to that of the predicate device and does not raise any new questions of safety or effectiveness. These results support the conclusion that VERIQA RT EPID 3D performs as intended and is substantially equivalent to the predicate device.
# 9 Clinical Testing
Clinical testing was not required because the device supports QA processes and does not determine or modify patient treatment.
# 10 Summary
The comparison of the indications for use, the technological characteristics, the performance, safety and effectiveness of the predicate devices and the subject device has shown that the VERIQA RT EPID 3D software is as safe and effective as the predicate device and that the application is as well or better. With respect to the use the device, no new questions of safety and effectiveness could be determined.
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Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.