NeuroSwift Pro is intended for Viewing and recording eye movements in support of identifying vestibular disorders.The system is to be used by trained healthcare personnel in an appropriate healthcare setting. This system provides no diagnosis and does not provide diagnostic recommendations. The target population is 12+ years of age.
Device Story
NeuroSwift Pro (NS01-2) is a binocular video nystagmograph system consisting of see-through goggles with infrared (IR) cameras and software. Used by trained healthcare personnel in clinical settings to record and display eye movements. Hardware includes IR LEDs (940 nm), head strap, face cushion, and USB interface. Software records eye movement videos while displaying visual targets (stationary spots, moving targets, checkerboard patterns) on a computer screen. Clinician performs tests (gaze, saccade, pursuit, optokinetic, positional) while patient follows targets. Software measures slow phase velocity, eye position shift, and trace. Output includes eye movement traces, velocities, and analytical data for clinician review to support vestibular disorder identification. Device provides no automated diagnosis.
Clinical Evidence
Comparative performance study with 10 subjects evaluated by two professionals using both subject and predicate devices. Primary endpoints included calibration, eye movement direction, and quantitative metrics analyzed via Deming regression (95% CI). Results demonstrated equivalent performance across all tested vestibular functions (calibration, spontaneous nystagmus, gaze, saccade, pursuit, optokinetic, positional), meeting all pre-specified acceptance criteria.
Technological Characteristics
Binocular video goggle with polyamide/glass construction. Sensing: (2) 940 nm IR LEDs. Connectivity: USB-powered via computer. Software: Computer-based interface for video recording, eye tracking, and test protocol management. Standards: ANSI/AAMI IEC 60601-1, IEC 62304, ISO 14971, IEC 62366-1, ISO 10993-1, IEC 62471, ANSI/ASA S3.45.
Indications for Use
Indicated for viewing and recording eye movements to support identification of vestibular disorders in patients 12+ years of age. Used by trained healthcare personnel in clinical settings. Provides no diagnosis or diagnostic recommendations.
Regulatory Classification
Identification
A nystagmograph is a device used to measure, record, or visually display the involuntary movements (nystagmus) of the eyeball.
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
June 29, 2023
Neurobit Technologies Co., Ltd. % Tyra Chiu Regulatory Consultant Intellrac Consulting Ltd. 1 F., No. 28, Ln. 18, Shude 1st. St., Taiping Dist. Taichung City, 411 Taiwan
# Re: K223047
Trade/Device Name: NeuroSwift Pro Regulation Number: 21 CFR 882.1460 Regulation Name: Nystagmograph Regulatory Class: Class II Product Code: GWN Dated: May 1, 2023 Received: May 30, 2023
# Dear Tyra Chiu:
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 (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 located 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.
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
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801): medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 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 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 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 (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,
Shuchen Peng -S Shu-Chen Peng, Ph.D. Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: 06/30/2023 See PRA Statement below.
510(k) Number (if known) K223047
Device Name NeuroSwift Pro
Indications for Use (Describe)
NeuroSwift Pro is intended for Viewing and recording eye movements in support of identifying vestibular disorders.The system is to be used by trained healthcare personnel in an appropriate healthcare setting. This system provides no diagnosis and does not provide diagnostic recommendations. The target population is 12+ years of age.
Type of Use (Select one or both, as applicable)
X Prescription Use (Part 21 CFR 801 Subpart D)
| Over-The-Counter Use (21 CFR 801 Subpart C)
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FORM FDA 3881 (6/20)
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# 510(k) Summary
Date: June 28, 2023 Manufacturer: Neurobit Technologies Co., Ltd. 2F, No.320 Sec. 4, Zhongxiao E. Rd. Taipei City, 106, Taiwan. Contact Person: Dr. Chun-Chen Yang Regulatory Manager 2F, No.320 Sec. 4, Zhongxiao E. Rd. Taipei City, 106, Taiwan. Phone: +886-2-27710618 E-mail: info@neurobittech.com
| Device: Trade Name: | NeuroSwift Pro |
|-----------------------|----------------|
| Common Name: | Nystagmograph |
| Classification Names: | Nystagmograph |
| Device Class | II |
| Classification Panel: | Neurology |
| Product Code: | GWN |
| Regelation Number | 882.1460 |
Device Description The NeuroSwift Pro is intended for viewing and recording eye And Technology movements in support of identifying vestibular disorders. The Characteristics system is to be used by trained healthcare personnel in an appropriate healthcare setting. This system provides no diagnosis and does not provide diagnostic recommendations. NeuroSwift Pro. model NS01-2 contains goggles and software. The NeuroSwift Pro is a combination of hardware and software, designed to provide information for clinicians as a supplement in clinical decision-making by eye movements. The NeuroSwift Pro goggle is a see-through binocular video goggle with a pair of light reflectors and 3 metered, nylon braided USB cable connecting to the computer interface. Accompanying components include a stable and sturdy head strap, face cushion, and a lightweight eye cover. The hardware provides high-definition video recording capability. The NeuroSwift Pro software is a computer interface designed to record eye movement videos and simultaneously display the visual target(s) on the
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computer screen. The software provides vestibular test modes and calibration functions. Initially, the software instructs the users to follow calibration functions. Then, the examiner can observe spontaneous nystagmus using the eye cover. The examiner can perform oculomotor tests with the goggles, while the patient follows visual targets on the screen. During gaze tests, the patient will fixate on stationary white spots that are positioned at center, right, left, up and down. In saccade tests the patient is asked to stare at the target moving in horizontal, vertical, or mixed pattern. In pursuit tests the patient's ability to track a target that moves in a sinusoidal or triangular pattern across the screen. The optokinetic function provides a large moving checkerboard pattern on the screen. Patients can change in various body positions as directed by the clinician. The software measures the eye movement via slow phase velocity and measures the eye position shift and trace. The recorded video and test protocols are processed in the NeuroSwift Pro software. The NeuroSwift Pro generates the traces of eye movements, eye velocities, and analytical data, which allows the clinician to determine the response of the patient according to the test functions.
The device contains the following vestibular test protocols:
- Calibration -
- Spontaneous nystagmus test -
- -Gaze test
- -Saccade test
- Pursuit test -
- Optokinetic test -
- Positional test -
- NeuroSwift Pro is intended for viewing and recording eye Intended Use movements in support of identifying vestibular disorders. The system is to be used by trained healthcare personnel in an appropriate healthcare setting. This system provides no diagnosis and does not provide diagnostic recommendations. The target population is 12+ years of age.
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# Predicate Device(s):
| Predicate Device | Manufacturer | 510(K) Number |
|------------------------|-----------------------|---------------|
| VisualEyes 505/515/525 | INTERACOUSTICS<br>A/S | K200534 |
Substantial The subject device has same intended use, technology, operation Equivalence principle and technical characteristics with the predicate device(s). Design Verification activities were performed on subject device and all tests were verified to meet the required acceptance criteria. The verification tests demonstrate that the differences in the device do not affect the intended use of the device or raise any unsolved issues. There are no significant differences between subject device and the predicate device(s) that would adversely affect the use of the product. We conclude that subject device is substantially equivalent to predicate devices.
| | Subject Device<br>NeuroSwift Pro | Predicate Device<br>VisualEyes 505/515/ 525 | Equivalence<br>Discussion |
|------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) number | K223047 | K200534 | -- |
| Product code | GWN | GWN | Same |
| Classification | Class II | Class II | Same |
| Indications for<br>use | NeuroSwift Pro is intended<br>for viewing and recording eye<br>movements in support of<br>identifying vestibular<br>disorders. The system is to<br>be used by trained healthcare<br>personnel in an appropriate<br>healthcare setting. This<br>system provides no diagnosis<br>and does not provide<br>diagnostic recommendations.<br>The target population is 12+<br>years of age. | The VisualEyes system<br>provides information to assist in<br>the nystagmographic<br>evaluation, diagnosis and<br>documentation of vestibular<br>disorders. Nystagmus of the<br>eye is recorded by use of a<br>goggle mounted with cameras.<br>These images are measured,<br>recorded, displayed and stored<br>in the software. This<br>information then can be used<br>by a trained medical | Similar.<br>The age limitation is<br>different. The<br>NeuroSwift Pro<br>goggle is not<br>designed for children<br>under 12 as it may<br>not fit smaller faces<br>adequately. We<br>assess it as having<br>similar indications,<br>considering it as a<br>practical limitation. |
| | | | |
| | | professional to assist in<br>diagnosing vestibular disorders.<br>The target population for<br>VisualEyes system is 5 years of<br>age and above. | |
| Technology | Eye-tracking software and<br>manufacturer-provided<br>hardware. | Eye-tracking software to be<br>used with various goggle /<br>cameras, rotary chairs,<br>irrigators and other accessories | Same.<br>Both use tracking<br>software and<br>goggles to achieve<br>their intended use. |
| Operation<br>Principle | Infrared video cameras<br>mounted inside goggle<br>display the patient's eye<br>movements on a connected<br>computer. The goggles are<br>light-weight and equipped<br>with adjustable head band.<br>The eye cover part is<br>designed with magnet<br>attachment to be easily<br>attach/ detach to the goggle.<br>The cameras are connected<br>to the computer via USB<br>cable. The software on the<br>connected computer is<br>performed to support the<br>recording, viewing,<br>monitoring and analyzing of<br>eye position and movement. | VisualEyes 505/515/525 is a<br>software program that analyzes<br>eye movements recorded from<br>a camera mounted to a video<br>goggle. The VisualEyes is a<br>software system is intended to<br>incorporate various<br>goggle/cameras, rotary chairs,<br>irrigators and other<br>accessories. | Same.<br>Both use wearable<br>cameras and<br>software to display<br>and record the<br>patient's eye<br>movement. |
| Weight | 400 g (face cushion, eye<br>cover, goggle and cable) | Side mounted camera goggles<br>385 g (occluded view) | Similar.<br>The non-clinical and<br>clinical performance<br>testing confirm that<br>both devices meet |
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| | | | | | the required safety<br>and effectiveness<br>standards, fulfilling<br>the intended use. |
|--------------------------|------------------------------------------------------|-----------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|---------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Materials | Polyamide, glass | Unknown | Different.<br>The Biocompatibility<br>evaluation confirms<br>that the subject<br>device does not<br>raise new questions<br>of biocompatibility. | | |
| Infrared (IR)<br>Source | (2) IR LEDs @ 940 nm<br>wavelength | Dual IR LED infrared<br>illumination: 940 nm | Same | | |
| Infrared (IR)<br>Control | On when goggles are<br>plugged in and system is on. | On when goggles are plugged<br>in and system is on. | Same | | |
| Energy Source | External via USB powered by<br>computer | External via USB powered by<br>computer | Same | | |
| Test protocols | Test Battery | | Subject<br>Device | Predicate<br>Device | Different.<br>The test protocol of<br>the subject device is<br>a subset of the test<br>protocol of the<br>predicate device.<br>The performance<br>testing as described<br>in ANSI S3.45<br>confirms agreement<br>of quantitative<br>measurements<br>between subject and<br>predicate device. |
| | Calibration | | ● | ● | |
| | Spontaneous nystagmus | | ● | ● | |
| | Gaze | | ● | ● | |
| | Saccade | | ● | ● | |
| | Pursuit | | ● | ● | |
| | Optokinetic | | ● | ● | |
| | Positional | | ● | ● | |
| | Dix-Hallpike | | | ● | |
| | Caloric | | | ● | |
| | Saccadometry | | | ● | |
| | Sinusoidal Harmonic Acceleration | | | ● | |
| | Step Velocity | | | ● | |
| | VOR Suppression | | | ● | |
| | Visual VOR | | | ● | |
| | Subjective Visual Vertical (SVV) –<br>Static/Dynamic | | | ● | |
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| | Ocular Counter Roll | • | |
|--------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------|
| | VORTEQ AHR | • | |
| | VORTEQ vHIT | • | |
| | Dynamic Visual Acuity | • | |
| | Lateral Head Roll | • | |
| | | | |
| | | | |
| | | | |
| | | | |
| | | | |
| | | | |
| | | | |
| Video<br>Recording and<br>Playback<br>Capability | Yes | Yes | Same |
| System<br>Interface | A computer interface that<br>allows for display of both<br>eyes on computer monitor<br>and provides power for the<br>infrared video cameras and<br>the LEDs | The complete system is<br>operated from a standard<br>PC/Laptop via a standard USB<br>connection. The PC application<br>software controls the camera<br>recordings and shows the<br>results of the tests | Same |
#### Performance Data ANSI AAMI IEC ES60601-1:2005/(R)2012 and A1:2012, Non-Clinical Tests: C1:2009/(R)2012 and A2:2010/(R)2012, Medical electrical equipment - Part 1: General requirements for basic safety and essential performance
- ANSI AAMI IEC 60601-1-2:2014 Medical electrical equipment, Medical electrical equipment -- Part 1-2: General requirements for basic safety and essential performance --Collateral Standard: Electromagnetic disturbances --Requirements and tests
- IEC 62304:2006+AMD1:2015, Medical device software --Software life cycle processes, Ed.1.1
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- Guidance for the Content of Premarket Submissions for -Software Contained in Medical Devices
- ISO 14971:2019, Medical devices Application of risk management to medical devices
- IEC 62366-1:2015, Medical devices Part 1: Application of usability engineering to medical devices
- ISO10993-1, Fifth edition, 2018-08, Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process
- IEC 62471 First edition 2006-07, Photobiological safety of lamps and lamp systems
- ANSI/ASA S3.45-2009, American National Standard -Procedures for Testing Basic Vestibular Function
Evaluation was completed following above standards and documents. Conformity to these standards demonstrates that the proposed subject device met the standards' established acceptance criteria for the device. This supports substantial equivalence to its predicates.
### Clinical Performance A performance comparison test was conducted to support the Testing substantial equivalence of the subject device. For this test, two experienced healthcare professionals (Evaluators) were recruited to evaluate the vestibular functions of 10 subjects using both the subject device and a legally marketed device (predicate device).
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During the test, each subject underwent one round of testing with the subject device and another round of testing with the predicate device. The evaluators were responsible for observing the eye movements, generating test reports for each vestibular function test, and comparing the results between the two devices. The data analyzer utilized the Deming regression method (95% CI) to analyze and plot the data for comparison. The evaluators then assessed and rated the "Pass/Fail" status for all criteria of all tested subjects, including the calibration ability, eye movement direction, and Deming regression results. The test results successfully met all pre-specified acceptance criteria, demonstrating the equivalent performance between the subject device and the predicate device.
| Description | Equivalence |
|-----------------------|-------------|
| Calibration | same |
| Spontaneous nystagmus | same |
| Gaze | same |
| Saccade | same |
| Pursuit | same |
| Optokinetic | same |
| Positional | same |
- Conclusion: The verification and validation testing, NeuroSwift Pro meets the pre-specified acceptance criteria, that are considered essential for its intended use and 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.