K240431 · Brainlab AG · IYE · Jul 24, 2024 · Radiology
Device Facts
Record ID
K240431
Device Name
ExacTrac Dynamic (2.0); ExacTrac Dynamic Surface
Applicant
Brainlab AG
Product Code
IYE · Radiology
Decision Date
Jul 24, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.5050
Device Class
Class 2
Indications for Use
ExacTrac Dynamic is intended to position patients at an accurately defined point within the treatment beam of a medical accelerator for stereotactic radiosurgery or radiotherapy procedures, to monitor the patient position and to provide a beam hold signal in case of a deviation in order to treat lesions, tumors and conditions anywhere in the body when radiation treatment is indicated.
Device Story
ExacTrac Dynamic (ETD) is an add-on system for linear accelerators (linacs) used in radiotherapy. It utilizes radiotherapy treatment plans and CT data to determine planned patient position. The system compares planned position to actual position using oblique X-ray images and thermal-surface cameras. Calculated correction shifts are transferred to the treatment machine for alignment. During treatment, the system monitors patient position via thermal-surface camera and X-ray imaging to detect movement; it provides a beam-hold signal to the linac if deviations occur. The 'ExacTrac Dynamic Surface' (ETDS) configuration operates without X-ray, relying solely on surface tracking combined with external IGRT (e.g., CBCT). The system supports breath-hold (BH) workflows to manage respiratory motion, allowing treatment only during specific phases. Patient Feedback Glasses provide visual status of respiratory gating. Used in clinical radiotherapy environments by radiation oncology staff. Benefits include improved positioning accuracy, real-time motion monitoring, and reduced respiratory-induced tumor motion, ensuring radiation is delivered within planned tolerances.
Clinical Evidence
No clinical testing was required. Evidence consists of bench testing: rigid body surface monitoring accuracy using a new camera revision (A5060) per AAPM TG-1472 guidelines, workflow and accuracy testing with phantoms, response time measurement for beam-off signals, and verification of radiation isocenter calibration.
Technological Characteristics
Add-on system for linear accelerators. Components: thermal-surface camera (A5060), workstation, interconnection hardware. ETD uses stereo X-ray and surface tracking; ETDS uses surface tracking only. Connectivity: networked with linac. Software-based positioning and monitoring. No specific material standards listed.
Indications for Use
Indicated for patients requiring stereotactic radiosurgery or radiotherapy for lesions, tumors, and conditions anywhere in the body. No specific age or gender restrictions stated.
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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July 24, 2024
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Brainlab AG % Sadwini Suresh QM Consultant Olof-Palme Str.9 Munich, 81829 GERMANY
Re: K240431
Trade/Device Name: ExacTrac Dynamic (2.0); ExacTrac Dynamic Surface Regulation Number: 21 CFR 892.5050 Regulation Name: Medical Charged-Particle Radiation Therapy System Regulatory Class: Class II Product Code: IYE Dated: February 13, 2024 Received: February 14, 2024
Dear Sadwini Suresh:
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/cdrb/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.
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 System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming
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product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 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-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (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.
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-device-safety/medical-device-reportingmdr-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/medicaldevices/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-device-advice-comprehensive-regulatoryassistance/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,
Loran Werther
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
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# Indications for Use
Submission Number (if known)
#### K240431
Device Name
ExacTrac Dynamic (2.0); ExacTrac Dynamic Surface
Exactrac Dynamic Surface
Indications for Use (Describe)
ExacTrac Dynamic is intended to position patients at an accurately defined point within the treatment beam of a medical accelerator for stereotactic radiosurgery or radiotherapy procedures, to monitor the patient position and to provide a beam hold signal in case of a deviation in order to treat lesions, tumors and conditions anywhere in the body when radiation treatment is indicated.
Type of Use (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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## 510(k) Summary
July 24, 2024
| General Information | |
|----------------------------------|-------------------------------------------------------------|
| Manufacturer | Brainlab AG<br>Olof-Palme-Str.9<br>Munich, 81829<br>Germany |
| Establishment Registration | 8043933 |
| Device Name | ExacTrac Dynamic 2.0 |
| Trade Name | ExacTrac Dynamic; ExacTrac Dynamic Surface |
| Classification Name | Medical charged-particle radiation therapy system |
| Product Code | IYE |
| Regulation Number | 892.5050 |
| Regulatory Class | II |
| Panel | Radiology |
| Predicate Device and K<br>Number | K220338; ExacTrac Dynamic 1.1 |
| Contact Information | | | |
|----------------------------------------|----------------------------------------|--|--|
| Primary Contact | Alternate Contact | | |
| Sadwini Suresh | Regulatory Affairs Brainlab | | |
| QM Consultant | Phone: +49 89 99 15 68 0 | | |
| Phone: +49 89 99 15 68 0 | Fax: +49 89 99 15 68 5033 | | |
| Email: regulatory.affairs@brainlab.com | Email: regulatory.affairs@brainlab.com | | |
#### 1. Indications for Use
ExacTrac Dynamic is intended to position patients at an accurately defined point within the treatment beam of a medical accelerator for stereotactic radiosurgery or radiotherapy procedures, to monitor the patient position and to provide a beam hold signal in case of a deviation in order to treat lesions, tumors and conditions anywhere in the body when radiation treatment is indicated.
#### 2. Device Description
ExacTrac Dynamic (ETD) is a patient positioning and monitoring device used in a radiotherapy environment as an add-on system to standard linear accelerators (linacs). It uses radiotherapy treatment plans and the associated computed tomography (CT) data to determine the patient's planned position and compares it via oblique X-ray images to the actual patient position. The calculated correction shift will then be transferred to the treatment machine to align the patient correctly at the machine's treatment position. During treatment, the patient is monitored with a thermal-surface camera and X-ray imaging to
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ensure that there is no misalignment due to patient movement. Positioning and monitoring are also possible in combination with implanted markers. By defining the marker positions, ExacTrac Dynamic can position the patient by using X-rays and thereafter monitor the position during treatment.
Additionally, ExacTrac Dynamic features a breath-hold (BH) functionality to serve as a tool to assist respiratory motion management. This functionality includes special features and workflows to correctly position the patient at a BH level and thereafter monitor this position using surface tracking. Regardless of the treatment indication, a correlation between the patient's surface and internal anatomy must be evaluated with Image-Guided Radiation Therapy. The manually acquired X-ray images support a visual inspection of organs at risk (OARs). The aim of this technique is to treat the patient only during breath hold phases where the treatment target is at a certain position to reduce respiratory-induced tumor motion and to ensure a certain planned distance to OARs such as the heart. In addition to the X-ray based positioning technique, the system can also monitor the patient after external devices such as Cone-Beam CT (CBCT has been used to position the patient).
The ExacTrac Dynamic Surface (ETDS) is a camera-only platform without the X-ray system and is available as a configuration which enables surface-based patient monitoring. This system includes an identical thermal-surface camera, workstation, and interconnection hardware to the linac as the ETD system. The workflows supported by ETDS are surface based only and must be combined with an external IGRT device (e.g., CBCT).
#### 3. Substantial Equivalence
For the Substantial Equivalence determination, comparison of the Subject Device features with the following predicate device(s) was carried out:
ExacTrac Dynamic 1.1; K220338
The predicate was chosen since it's the predecessor and similar to the subject device with respect to the indications for use, technological characteristics and use cases.
The main differences compared to the predicate device is providing the 'Surface Only' Workflow. The ExacTrac Dynamic Surface (ETDS) is a camera-only platform without the Xray system and is available as a configuration which enables surface-based patient monitoring. This system includes an identical thermal-surface camera, workstation, and interconnection hardware to the linac as the ETD system. The workflows supported by ETDS are surface based only and must be combined with an external IGRT device (e.g., CBCT).
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| Topic/ Feature | Predicate Device | Subject Device |
|-------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for use | ExacTrac Dynamic is intended to position patients at an<br>accurately defined point within the treatment beam of a medical<br>accelerator for stereotactic radiosurgery or radiotherapy<br>procedures, to monitor the patient position and to provide a<br>beam hold signal in case of a deviations in order to treat<br>lesions, tumors and conditions anywhere in the body when<br>radiation treatment is indicated. | ExacTrac Dynamic is intended to position patients at<br>an accurately defined point within the treatment beam<br>of a medical accelerator for stereotactic radiosurgery<br>or radiotherapy procedures, to monitor the patient<br>position and to provide a beam hold signal in case of<br>a deviations in order to treat lesions, tumors and<br>conditions anywhere in the body when radiation<br>treatment is indicated. |
| Localization<br>technique based<br>on: | The camera detects both the patient surface and the patient<br>thermal surface which together, can be used to track the<br>patient geometries.<br>Stereo X-ray is acquired and compared with the planned<br>position (room based).<br>CBCT data are imported from a from 3rd party CBCT Device<br>and compared with the planned position. | ExacTrac Dynamic (ETD) :The camera detects both<br>the patient surface and the patient thermal surface<br>which together, can be used to track the patient<br>geometries.<br>Stereo X-ray is acquired and compared with the<br>planned position (room based).<br>CBCT data are imported from a from 3rd party CBCT<br>Device and compared with the planned position.<br>ExacTrac Dynamic Surface (ETDS):<br>The camera detects both the patient surface and the<br>patient thermal surface which together, can be used<br>to track the patient geometries/ position.<br>No X-Ray acquisition required. |
| Topic/ Feature | Predicate Device | Subject Device |
| ETD Preparation<br>and Review<br>workflow | Preparation:<br>• Import of RT Dicom<br>• Define patient related settings<br>• Define Template<br><br>Review<br>• Review of treatment<br>• Approval of treatment | Preparation:<br>• Import of RT Dicom<br>• Define patient related settings<br>• Define Template<br><br>Review<br>• Review of treatment<br>• Approval of treatment<br><br>Additional minor Bugfixes |
| User Management<br>setup | Done via Windows user management according to our<br>instructions | Done via Windows user management according to<br>our instructions<br><br>Additional minor Bugfixes |
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| Topic/ Feature | Predicate Device | Subject Device |
|-------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Deep Inspiration<br>Breath-Hold (DIBH /<br>Breath Hold (BH)<br>workflow | Deep Inspiration Breath-Hold (DIBH) functionality to assist<br>respiratory motion management. This functionality includes<br>special features and workflows to correctly position the<br>patient to breath-hold level and then to monitor this position<br>using the ExacTrac surface tracking and x-ray positioning<br>technology. During breath-Hold the Linac Beam is enabled.<br>While the patient is not in position the beam of the LINAC will<br>be hold.<br>The aim of this technology is to treat the patient only during<br>breath-hold phases where the breast is at a defined position<br>with a maximum distance to critical structures like the heart. | ExacTrac Dynamic:<br>Additionally, ExacTrac Dynamic 2.0 extended the<br>deep inspiration breath hold to Breath-Hold (BH)<br>functionality to treat breast and thorax cancer<br>patients.<br>Additional minor Bugfixes<br>ExacTrac Dynamic Surface:<br>Workflow adaption to make a BH with external<br>imaging for positioning and Surface Tracking Unit<br>for monitoring<br>Additional minor Bugfixes |
| Topic/ Feature | Predicate Device | Subject Device |
| Surface Only<br>workflow | The ExacTrac Dynamic Surface Only workflow enables<br>patient monitoring by surface tracking after 3rd party<br>positioning, e.g. by CBCT, without using X-ray images as<br>reference or for monitoring. X-ray imaging is disabled within<br>this workflow. | ExacTrac Dynamic:<br>N/A, no change to ETD 1.1<br>Additional minor Bugfixes<br><br>ExacTrac Dynamic Surface<br>The Surface Only workflow is provided as for<br>ExacTrac Dynamic 1.1 with the following<br>modifications:<br>- Surface tracking during 3rd Party Positioning is<br>provided to set the reference point for the<br>treatment surface monitoring<br>- Non-coplanar treatment angles are supported<br>until a limited range (Only up to +-30°)<br>- Prepositioning can be based on surface<br>reference from previous treatment sessions<br><br>The workflow can be executed on a HW platform not<br>providing X-ray imaging components. For this setup<br>a specific calibration function is introduced. |
| Patient Feedback<br>Glasses | N/A | Patient Feedback Glasses provide an alternative<br>solution to the Patient Feedback System to allow the<br>patient to see the room monitor and on it the live<br>respiratory status and the BH Gating Window. |
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## 4. Performance Data
The Subject Device has been verified and validated according to Brainlab processes for product design and development. A high level explanation of the testing provided in this submission for the Subject Device is provided below.
Software verification
Software verification and validation testing has been conducted and documentation is provided as recommended by FDA's Guidance for Industry and FDA Staff, "Guidance for the Content of Premarket Submissions for Device Software Functions". These include successful implementation of product specifications, incremental testing for different release candidates, testing of risk control measures, compatibility testing or cybersecurity tests. The documentation submitted is for enhanced level.
Bench Tests
- -RIGID BODY SURFACE MONITORING ACCURACY TEST:
As ExacTrac Dynamic 2.0 uses a new revision of the ETD 3D Camera A5060 (45401B) with a new LED, the accuracy of the surface based monitoring functionality of ExacTrac Dynamic 2.0 was checked using this new camera revision and an in-house phantom. The goal of the test was to prove the feasibility of the surface based patient monitoring of ExacTrac Dynamic 2.0 for use in radiotherapy. The quality assurance guidelines for nonradiographic radiotherapy localization and positioning systems, that were defined by AAPM Task Group 1472, shall be used as reference.
- । WORKFLOW & ACCURACY TEST EXACTRAC DYNAMIC:
This test is to verify that accuracy specifications for patient positioning and monitoring at phantom treatment with ExacTrac Dynamic are not affected by relevant conditions, settings and workflows.
- -RESPONSE TIME MEASUREMENT:
The test measures the time between phantom movement and the correspondingly created Beam-off signal. The time between phantom movement and the appearance of the "out of tolerance" signal on the monitor is tracked.
- -VERIFICATION OF THE RADIATION ISOCENTER CALIBRATION IN ETD 2.0:
This test is intended to demonstrate that the Radiation Isocenter Calibration in ETD 2.0 is not inferior to the previous, well-established Radiation Isocenter Calibration in ETD 1. * by more than a given threshold.
No clinical testing was required for the subject device.
#### 5. Conclusion
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The comparison of the Subject Device with the predicate device shows that it has similar functionality, intended use and technological characteristics as the predicate device. Based on the comparison to the predicate and the performance testing conducted, the Subject Device is considered substantially equivalent to the predicate device.
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.