K233580 · Deepwell Dtx, Inc. · HCC · Aug 1, 2024 · Neurology
Device Facts
Record ID
K233580
Device Name
A Breathing System (ABS)
Applicant
Deepwell Dtx, Inc.
Product Code
HCC · Neurology
Decision Date
Aug 1, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5050
Device Class
Class 2
Attributes
Software as a Medical Device, Therapeutic
Indications for Use
A Breathing System (ABS) is intended for use as a relaxation treatment for the reduction of stress by leading the user through interactively guided and monitored breathing exercises. The device is indicated for use only as an adjunctive treatment for high blood pressure, together with other pharmacological and/or non-pharmacological interventions.
Device Story
A Breathing System (ABS) is a software development kit (SDK) for Android (6.0+) apps; provides biofeedback to induce relaxation. Inputs: integrated microphone (audio) or accelerometer (motion) to detect user breath rate. Operation: guides users through 15-minute breathing sessions at ≤10 breaths/minute; provides visual cues (color-changing particles) to indicate synchronization status. Output: real-time visual feedback on host device screen. Used in quiet, safe environments; patient self-use. Benefits: stress reduction and adjunctive hypertension management. Healthcare providers use output to monitor patient adherence to prescribed breathing regimens.
Clinical Evidence
Bench testing only. Usability testing (n=21) showed >85% of users successfully matched target breath rates using microphone or accelerometer inputs. Comparative testing against RESPeRATE confirmed equivalent breath rate detection accuracy within measurement error. No clinical trials were conducted.
Technological Characteristics
Software SDK for Android 6.0+. Sensing: integrated microphone (Linear PCM, 16-bit, 8-44.1kHz) or accelerometer (min 12-bit resolution, std dev ≤0.05 m/s²). Connectivity: internet required for updates/download. Display: 16-bit color, PAR 0.9-1.15. Principle: guided breathing biofeedback. No hardware UI; runs on host device.
Indications for Use
Indicated for individuals seeking stress reduction and as an adjunctive treatment for high blood pressure. Contraindicated for those with active ischemic heart disease/unstable angina, bradycardia, severe congestive heart failure, chronic atrial fibrillation, stroke with permanent impairment, chronic renal failure, severe asthma, COPD, chronic bronchitis, emphysema, major organ failure, sleep paralysis, pacemakers, or pregnancy, unless consulted with a physician.
Regulatory Classification
Identification
A biofeedback device is an instrument that provides a visual or auditory signal corresponding to the status of one or more of a patient's physiological parameters (e.g., brain alpha wave activity, muscle activity, skin temperature, etc.) so that the patient can control voluntarily these physiological parameters.
Special Controls
*Classification.* Class II (special controls). The device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter when it is a prescription battery powered device that is indicated for relaxation training and muscle reeducation and prescription use, subject to § 882.9.
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FDA U.S. FOOD & DRUG ADMINISTRATION
August 1, 2024
DeepWell DTx Inc.
Caitlyn Dzhafarov
Regulatory Affairs Consultant, Medical Devices Pathway, LLC
5608 17 Ave NW Suite 570
Seattle, Washington 98107
Re: K233580
Trade/Device Name: A Breathing System (ABS)
Regulation Number: 21 CFR 882.5050
Regulation Name: Biofeedback Device
Regulatory Class: Class II
Product Code: HCC
Dated: July 3, 2024
Received: July 3, 2024
Dear Caitlyn Dzhafarov:
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.
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).
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K233580 - Caitlyn Dzhafarov
Page 2
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 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 (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 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-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-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,
Robert Kang -S
for Pamela Scott
Assistant Director
DHT5B: Division of Neuromodulation and Physical Medicine Devices
OHT5: Office of Neurological and Physical Medicine Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
Indications for Use
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
Submission Number (if known)
K233580
Device Name
A Breathing System (ABS)
Indications for Use (Describe)
A Breathing System (ABS) is intended for use as a relaxation treatment for the reduction of stress by leading the user through interactively guided and monitored breathing exercises. The device is indicated for use only as an adjunctive treatment for high blood pressure, together with other pharmacological and/or non-pharmacological interventions.
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) #: K233580 | 510(k) Summary | Prepared on: 2024-07-02 |
| --- | --- | --- |
| Contact Details | | 21 CFR 807.92(a)(1) |
| Applicant Name | DeepWell DTx Inc. | |
| Applicant Address | 5608 17 Ave NW Suite 570 Seattle WA 98107 United States | |
| Applicant Contact Telephone | 250-516-7826 | |
| Applicant Contact | Mr. Harris Jeff | |
| Applicant Contact Email | jeff.harris@deepwellldtx.com | |
| Correspondent Name | Medical Devices Pathway LLC | |
| Correspondent Address | 14330 178th Ln NE Woodinville WA 98072 United States | |
| Correspondent Contact Telephone | 360-224-3622 | |
| Correspondent Contact | Ms. Caitlyn Dzhafarov | |
| Correspondent Contact Email | cdzhafarov@meddevpath.com | |
| Device Name | | 21 CFR 807.92(a)(2) |
| Device Trade Name | A Breathing System (ABS) | |
| Common Name | Biofeedback device | |
| Classification Name | Biofeedback device | |
| Regulation Number | 882.5050 | |
| Product Code | HCC | |
| Legally Marketed Predicate Devices | | 21 CFR 807.92(a)(3) |
| Predicate # | Predicate Trade Name (Primary Predicate is listed first) | Product Code |
| K020399 | RESPeRATE | HCC |
| Device Description Summary | | 21 CFR 807.92(a)(4) |
| A Breathing System (ABS) is a software development kit (SDK) designed to provide Android app developers a reliable biofeedback mechanism to induce relaxation and address some symptoms of mild to moderate stress and anxiety. ABS SDK operates on Android devices capable of supporting Android 6.0 'Marshmallow' or newer operating systems. The ABS utilizes the integrated microphone or optionally the integrated accelerometer of a mobile device to detect and monitor breath rate during breath guided breathing exercises. Notable device features include a user-friendly interface for guided breathing, synchronization of breath and tracking of breath rate. The system also provides a mechanism for recovery if synchronization is lost. For best results users engage in 15-minute sessions for at least 45 minutes per week. | | |
| Intended Use/Indications for Use | | 21 CFR 807.92(a)(5) |
| A Breathing System (ABS) is intended for use as a relaxation treatment for the reduction of stress by leading the user through | | |
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interactively guided and monitored breathing exercises. The device is indicated for use only as an adjunctive treatment for high blood pressure, together with other pharmacological and/or non-pharmacological interventions.
## Indications for Use Comparison
21 CFR 807.92(a)(5)
The intended use and indications for use between the ABS (A Breathing System) and the RESPeRATE are identical. The ABS device is not proposing any modifications from the intended use or indications for use statement cleared by its selected predicate, RESPeRATE.
## Technological Comparison
21 CFR 807.92(a)(6)
The mechanism of action leading to the therapeutic effect between the subject and predicate device is the same, guided breathing at 10 breaths or less per minute for a 15-minute treatment duration. As well, both devices are offered as an OTC device. ABS additionally offers an optional use of breath detection through microphone, which was tested and found to be equivalent through usability and functional device testing.
The ABS alternatively utilizes some different technological characteristics outside the biofeedback mechanism. Primarily the use environment is different; the ABS, as an android based SDK exhibits adaptability, functioning on various mobile platforms that support Android 6.0 or higher operating systems, offering versatile deployment options. In contrast, the RESPeRATE is a dedicated, self-contained device.
With regard to user interface and control mechanisms, there are minor differences between the two devices that do not impact the intended use or fundamental technology. These different experiences are predicated in the platform's design and technological capabilities.
ABS, if not preloaded on a mobile device, requires internet connectivity for specific features, such as downloading the application and receiving updates, in contrast, RESPeRATE operates independently on a non-connected device.
Any technological differences do not impact the therapeutic effect demonstrated by the predicate device.
## Non-Clinical and/or Clinical Tests Summary & Conclusions
21 CFR 807.92(b)
### Text box equivalence
The ABS test planning included bench top verification of the ABS's equivalence to the predicate device as well as testing to support each user need, design input and design output.
Usability testing per the ABS Usability Testing protocol was conducted with 21 users. The test confirmed over 85% of the users were able to easily utilize the ABS device in either (microphone or accelerometer) detection mode. Users easily detect and sync their breath to the target breath rate. Test Report: (DOC:383)
The ABS represents a lower cost, higher accessibility alternative to the predicate and has been found, Per the Risk Assessment and the risk acceptability criteria defined in the ABS Risk Management Plan(DOC 441) to be low risk and raised no new levels of concern that were not adequately addressed in the design and development process.
### Not Applicable
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Bench testing has been used to confirm the design inputs have been satisfied by the design outputs for A Breathing System (ABS) periodically throughout the development cycle. Protocols are written and released in the Deepwell DTx quality system. All executed protocols should carry the release information on the last page of the document and become the data capture document.
User needs, Design Inputs, Design Outputs, Verifications and Validations are traced in DeepWell Quality System under PDPROJ-2 ABS to aid in complete visibility to testing needs.
The latest verification testing of the Unity based version was conducted on November 1, 2023, per ABS Unity version general function verification rev A and ABS mobile phone (unity) version user messaging verification rev B reported in ABS Unity version software verification test report rev A (DOC#404). Messages as well as functional elements were tested. This report concludes that ABS Unity version 0.09 functions as intended and meets the design inputs as required.
The latest verification testing was conducted on August 14, 2023, on the Mobile VR (Unreal) version of ABS as incorporated in FLOJO. The testing consisted of executing ABS Test Protocol breath target rate and detection rev B, SLOJO Test Protocol breath target rate and system clock rev A, and FLOJO SLOJO ABS Test Protocol user messaging verification rev B and reported in the ABS Software Verification / Validation test report rev E(DOC#330). All functional testing and messaging conformed to the design inputs as required.
A side-by-side comparison of ABS Unity version and a RESPeRATE device was conducted per the ABS RESPeRATE comparative testing protocol rev A on November 2, 2023, as reported in the ABS Unity RESPeRATE comparative test report (DOC#411). This report shows that the breathing rate detection methods for ABS and the RESPeRATE unit deliver the same results within the measurement error using a stopwatch to measure a five-minute interval.
ABS Usability Test Results (DOC#383)
85% of Users Successfully Matched Target Breath Rate with Microphone Input.
89% of Users Successfully Matched Target Breath Rate with Accelerometer Input.
This protocol has verified that usability meets the design input requirements. ABS is incorporated in APPs or games as the therapy mode, section or mechanic and was tested in fore usability in the Game / App environment.
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# Predicate/Reference Substantial Equivalence Basis Summary
| Product Characteristics | DeepWell ABS Subject Device | Intercure RESPeRATE K020399 Predicate Device | SE Comparison |
| --- | --- | --- | --- |
| Common name | Biofeedback Device | Biofeedback Device | Same |
| Device Manufacturer | DeepWell DTx | No. 2breathe Technologies | N/A |
| Device Class | II | II | Same |
| Primary product code | HCC | HCC | Same |
| Target Population | People who suffer or have suffered in the past with these conditions should first consult their physician: Active ischemic heart disease/unstable angina, bradycardia, severe congestive heart failure, chronic atrial fibrillation, stroke resulting in permanent impairment, chronic renal failure, severe asthma, chronic obstructive pulmonary disease (COPD), chronic bronchitis and emphysema, major organ failure, sleep paralysis, have a pacemaker, or if you are pregnant. | People who suffer or have suffered in the past with these conditions should first consult their physician: Active ischemic heart disease/unstable angina, bradycardia, severe congestive heart failure, chronic atrial fibrillation, stroke resulting in permanent impairment, chronic renal failure, severe asthma, chronic obstructive pulmonary disease (COPD), chronic bronchitis and emphysema, major organ failure, sleep paralysis, have a pacemaker, or if you are pregnant. | Same |
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| Environment | Sitting. Used anywhere that is relatively quiet, and considered a safe environment where the individual can concentrate on the therapy without distraction. Do not use when you need to be alert or to concentrate or when using heavy equipment. Do not use while driving. | Sitting. Used anywhere except in water. Do not use when you need to be alert or to concentrate or when using heavy equipment. Do not use while driving. | Same |
| --- | --- | --- | --- |
| Intended Use | A Breathing System (ABS) is intended for use as a relaxation treatment by leading the user through interactively guided and monitored breathing exercises. OTC | The RESPeRATE is intended for use as a relaxation treatment by leading the user through interactively guided and monitored breathing exercises. OTC | Same |
| Indications for Use | The ABS device is indicated for the reduction of stress, and for use only as an adjunctive treatment for high blood pressure, together with other pharmacological and/or non-pharmacological interventions. | The device is indicated for the reduction of stress, and for use only as an adjunctive treatment for high blood pressure, together with other pharmacological and/or non-pharmacological interventions. | Same |
| Parameters Monitored | Breathing rate | Breathing rate | Same |
| Alarms | No | No | Same |
| Energy Source | Supplied by the third-party compatible device the SDK is running on. | Batteries | Equivalent |
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| Interfaces | The device itself does not have a hardware UI; the software UI is displayed on the host device. | LCD Screen | Equivalent |
| --- | --- | --- | --- |
| Displayed Information on Interface | The platforms interfaces for the ABS contain session time, breaths per minute, a timer for therapeutic minutes, a visual indicator to guide through breathing exercises, visual cue when synched breathing is achieved, on-screen instructions, particles that change color depending on if the user is breathing properly or not (green is in sync and red means out of sync) | Displays - User 1, User 2, Low Battery, Guiding Figure, Breath Gauge, Therapeutic Minutes Clock, Sensor Belt Error, Volume, Info Function, Tutorial On, Session Duration, Performance Report Period, Breaths per Minute, Session Duration, Voice Instructions on/off, Melody selection. | Equivalent (though the devices display information unique to their respective designs, both are equivalently designed to provide the user with the information necessary to properly use the device) both provide visual and auditory cues to p |
| Method of Monitoring Breath Rate | Accelerometer & Auditory Inputs (Microphone) | Accelerometer | Accelerometer: Similar
Auditory Inputs: found to be equivalent method of detecting breath through testing. |
| Site of Breath Rate Monitoring | Microphone, and optionally upper/lower sensor (accelerometer) to computerized main unit. | Upper/lower sensor (accelerometer) to computerized main unit | Equivalent (Both devices primarily monitor respiration rate by analyzing breathing patterns.
The predicate RESPeRATE achieves this by utilizing a sensor belt positioned around the upper abdomen as an accelerometer for monitoring breathing. |
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| | | | The subject ABS offers flexibility by utilizing the operating device itself or optionally a sensor placed on the upper abdomen, similar to the predicate RESPeRATE sensor belt.
Both of the ABS’s approaches provide accurate measurements and user feedback. Tested to work equivalently to the predicate device. |
| --- | --- | --- | --- |
| Resolution | Displays capable of rendering 16-bit color graphics.
Technology used MUST have a pixel aspect ratio (PAR) between 0.9 and 1.15. | LCD | Similar |
| Mechanism of Action | Controlled Breathing 10 or less breaths per minute | Controlled Breathing 10 or less breaths per minute | Same |
| Duration of Treatment | 15 minutes | 15 minutes | Same |
| Principle of Operation | Guided Breathing technology | Guided Breathing technology | Same |
| Frequency of Treatment | 15 minutes per session at least 45 minutes per week. | 45 minutes a week, 3 sessions a week preferred. | Same |
| Hardware Requirements/Device Compatibility | **Minimum Hardware:**
- Display: | RESPeRATE Device, display and accelerometer with optional headphones. | Similar |
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DeepWell DTx Inc.
Attachment 5
A Breathing System 510(k) Submission
| | MUST support displays capable of rendering 16-bit color graphics.
Technology used MUST have a pixel aspect ratio (PAR) between 0.9 and 1.15.
- Microphone:
MUST allow capture of raw audio content with the following characteristics:
• Format: Linear PCM, 16-bit
• Sampling rates: 8000, 11025, 16000, 44100
• Channels: Mono
- Accelerometer:
MUST have a resolution of at least 12-bits, standard deviation no greater than 0.05 m/s^, where the standard deviation should be calculated on a per axis basis on samples collected over a period of at least 3 seconds at the fastest sampling rate. | | |
| --- | --- | --- | --- |
| Output Measurement | Time | Time | Same |
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.