K152954 · Neurometrix, Inc. · NUH · Jan 5, 2016 · Neurology
Device Facts
Record ID
K152954
Device Name
Quell
Applicant
Neurometrix, Inc.
Product Code
NUH · Neurology
Decision Date
Jan 5, 2016
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.5890
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
Quell is intended for use as a transcutaneous electrical nerve stimulation device for temporary relief of pain associated with sore and aching muscles in the lower extremities due to strain from exercise or normal household and work activities. Quell is intended for use as a transcutaneous electrical nerve stimulation device for the symptomatic relief and management of chronic intractable pain. The device may be used during sleep. The device is labeled for use only with compatible NeuroMetrix electrodes.
Device Story
Quell is a wearable, single-channel transcutaneous electrical nerve stimulator (TENS) for OTC use in managing chronic intractable pain and lower extremity muscle soreness. It uses a microprocessor-controlled high-voltage circuit to deliver current-regulated biphasic pulses via disposable electrodes attached directly to the device housing (no lead-wires). The device is powered by a rechargeable Lithium-Ion battery. Users operate the device via a physical push-button or a mobile app (via Bluetooth Low Energy) to initiate therapy and adjust intensity. An embedded accelerometer tracks sleep duration and quality as a general wellness feature. The device includes safety features like an on-skin timer, auto-restart, and stimulation lock to prevent accidental activation during sleep. Output is monitored by an LED array. The device provides symptomatic pain relief by delivering electrical stimulation to the skin, which the user controls to manage their pain levels.
Clinical Evidence
No clinical data. Substantial equivalence was demonstrated through bench, electrical, mechanical, and software verification and validation testing, confirming the device meets functional specifications and relevant safety standards (IEC 60601 series, IEC 62304).
Indicated for temporary relief of pain associated with sore/aching muscles in lower extremities due to exercise or normal activity, and for symptomatic relief/management of chronic intractable pain. Suitable for use during sleep. Contraindicated for use with non-NeuroMetrix electrodes.
Regulatory Classification
Identification
A transcutaneous electrical nerve stimulator for pain relief is a device used to apply an electrical current to electrodes on a patient's skin to treat pain.
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Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
January 5, 2016
Neurometrix, Inc. Rainer Maas Director of QA/RA/Compliance 1000 Winter Street Waltham, Massachusetts 02451
Re: K152954
Trade/Device Name: Ouell Regulation Number: 21 CFR 882.5890 Regulation Name: Transcutaneous Electrical Nerve Stimulator For Pain Relief Regulatory Class: Class II Product Code: NUH Dated: October 5, 2015 Received: October 7, 2015
Dear Mr. Maas:
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. 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 801); medical device reporting (reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
# William J. Heetderks -S
for
Carlos L. Peña. PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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## Indications for Use
510(k) Number (if known) K152954
Device Name Quell
Indications for Use (Describe)
Quell is intended for use as a transcutaneous electrical nerve stimulation device for temporary relief of pain associated with sore and aching muscles in the lower extremities due to strain from exercise or normal household and work activities.
Ouell is intended for use as a transcutaneous electrical nerve stimulation device for the symptomatic relief and management of chronic intractable pain.
The device may be used during sleep. The device is labeled for use only with compatible NeuroMetrix electrodes.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
Prescription Use (Part 21 CFR 801 Subpart D)
|X | Over-The-Counter Use (21 CFR 801 Subpart C)
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## 510(k) Summary for Ouell®
#### SPONSOR
NeuroMetrix, Inc. 1000 Winter Street Waltham, MA 02451 USA
| Contact Person: | Rainer Maas |
|-----------------|-----------------|
| Telephone: | (781) 314-2781 |
| Date Prepared: | October 5, 2015 |
#### DEVICE NAME
| Proprietary Name: | Quell |
|----------------------|----------------------------------------------------------------------------|
| Common/Usual Name: | Transcutaneous Electrical Nerve Stimulator, TENS |
| Classification Name: | 882.5890 NUH<br>Transcutaneous electrical nerve stimulator for pain relief |
#### PREDICATE DEVICE
NeuroMetrix ASCEND (K140333)
#### INTENDED USE
Quell is intended for use as a transcutaneous electrical nerve stimulation device for temporary relief of pain associated with sore and aching muscles in the lower extremities due to strain from exercise or normal household and work activities.
Quell is intended for use as a transcutaneous electrical nerve stimulation device for the symptomatic relief and management of chronic intractable pain.
The device may be used during sleep. The device is labeled for use only with compatible NeuroMetrix electrodes.
#### DEVICE DESCRIPTION
Quell is a single output-mode transcutaneous electrical nerve stimulator for symptomatic relief and management of chronic intractable pain that is sold without a prescription. - The device utilizes a microprocessor running embedded software to control a high-voltage circuit that generates currentregulated stimulating pulses with specific technical characteristics including pulse shape, amplitude, duration, pattern, and frequency. The device is powered by an embedded rechargeable Lithium-Ion battery that is charged through a USB cable connected to an AC adapter.
The device delivers electrical stimulation to the user through a disposable electrode placed on the user's body. The device is labeled for use only with compatible NeuroMetrix electrodes (e.g., K140586). to which it connects through insulated female medical snap connectors embedded within its housing; no lead-wires are used.
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The user interface consists of a push button and a linear 6 LED array consisting of 5 white LEDs and 1 amber LED. The push button initiates stimulation and controls the intensity. The LED array indicates stimulation status, battery charging, and error conditions.
A Quell user may initiate therapy, increase stimulation intensity and decrease stimulation intensity through a wireless control mechanism that is collectively referred to as the "virtual button." The virtual button is available through the Quell mobile app and is intended for use in the same environments as the Quell device.
| Form of Wireless Technology | Bluetooth® low energy |
|------------------------------|-----------------------------------------------------------|
| Type | BLE113 Bluetooth® Smart Module (Silicon Labs, Austin, TX) |
| RF Frequencies | 2.400 GHz - 2.4835 GHz ISM band |
| Maximum Output Power | 0 dBm |
| Maximum Receiver Sensitivity | -93 dBm |
| Range | 10 m (unobstructed) |
The wireless technology details are summarized below.
#### COMPARISON TO PREDICATE
Quell has identical indications for use as the cleared ASCEND device (K140333); both are intended for use as a transcutaneous electric nerve stimulation device for the symptomatic relief and management of chronic intractable pain, and may be used during sleep. Both devices are only labeled for use with compatible NeuroMetrix electrodes.
The Quell and ASCEND devices have similar technological characteristics as listed below.
- One stimulation channel
- Single output mode
- User controlled intensity ●
- Fixed therapy session timer
- LED indicators (no intensity display) ●
- Powered by battery
As demonstrated by the table below, there are no significant differences in basic unit characteristics between Quell and ASCEND that would raise new questions of safety or effectiveness.
| Parameter | Quell | ASCEND K140333 |
|-----------------------------------------------------------------------------|---------------------------------------|---------------------------------------|
| Device Name and Model Number | Quell | ASCEND |
| Manufacturer | NeuroMetrix | NeuroMetrix |
| Power Source(s) | Rechargeable 3.7V Lithium-Ion battery | Rechargeable 3.7V Lithium-Ion battery |
| Method of Line Current Isolation | Cannot charge while used | Cannot charge while used |
| Patient Leakage Current<br>Normal Condition | <10 μΑ | <10 μΑ |
| Patient Leakage Current<br>Single Fault Condition | <100 μΑ | <100 μΑ |
| Avg. DC current through electrodes when device on but no pulse applied (µA) | < 1 μΑ | < 1 μΑ |
| Number of Output Modes | 1 | 1 |
Basic Unit Characteristics
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| No. Output<br>Channels | Synchronous or<br>alternating<br>Method of chan. isolation | 1 | 1 |
|----------------------------------------|------------------------------------------------------------|---------------------------------------------|--------------------------------------------|
| | N/A | N/A | |
| | Regulated Current or Voltage | Current | Current |
| Software/Firmware/Micro. Control | | Yes | Yes |
| Automatic Overload Trip? | | Yes | Yes |
| Automatic No-Load Trip? (open circuit) | | Yes | Yes |
| Automatic Shut Off? | | Timer, trip | Timer, trip |
| User Override Control? | | 4 button presses | Double tap |
| Indicator | On/Off Status? | Yes | Yes |
| Display: | Low Battery? | Yes | Yes |
| | Voltage/Current Level? | No | No |
| Timer Range | | 60 minutes | 60 minutes |
| | Compliance with Voluntary Standards | IEC 60601-1 | IEC 60601-1 |
| | | IEC 60601-1-2 | IEC 60601-1-2 |
| | | IEC 60601-1-6 | IEC 60601-1-6 |
| | | IEC 62304 | IEC 62304 |
| | | IEC 60601-1-11 | |
| Compliance with 21 CFR 898 | | Yes | Yes |
| Weight | | 62g (2.2 oz) | 82g (2.9 oz) |
| Dimensions (W x H x D) | | 11mm (0.4") x 74mm (2.9") x 98<br>mm (3.9") | 16mm (0.6") x 63mm (2.5")<br>x176mm (6.9") |
| Housing Materials & Construction | | Plastic, Nylon, Spandex, Velcro® | Plastic, Nylon, Velcro® |
A comparison of output specifications is provided in the table below. The only difference is that Quell has maximum phase duration of 200 µs versus 100 µs for ASCEND. This leads to higher maximum phase charge, maximum current density, maximum average current, and maximum average power density. Although larger in Quell, these values are within the range of other 510(k) cleared transcutaneous electrical nerve stimulators. As a result, the increased phase duration does not raise new questions of safety or effectiveness
| Parameter | Quell | ASCEND K140333 | |
|------------------------------------------|-----------------------------------------------|-----------------------------------------------|--------------------------------------------|
| Mode or Program Name | Single mode | Single Mode | |
| Waveform | Biphasic | Biphasic | |
| Shape (output current) | Rectangular | Rectangular | |
| Maximum Output Voltage<br>(10 +/- %) | 50 V @500 Ω | 50 V @500 Ω | |
| | 100 V @2000 Ω | 100 V @2000 Ω | |
| | 100 V @10000 Ω | 100 V @10000 Ω | |
| Maximum Output Current<br>(10 +/- %) | 100 mA @500 Ω | 100 mA @500 Ω | |
| | 50 mA @2000 Ω | 50 mA @2000 Ω | |
| | 10 mA @10000 Ω | 10 mA @10000 Ω | |
| Duration of primary (depolarizing) phase | 100 - 200 μs | 100 μs | |
| Pulse Duration (both phases) | 200 - 400 μs, 30 μs inter-<br>phase delay | 200 μs, 30 μs inter-phase delay | |
| Frequency | Random with 80 Hz mean<br>(Range 60 - 100 Hz) | Random with 80 Hz mean<br>(Range 60 - 100 Hz) | |
| For multiphasic waveforms<br>only: | Symmetrical phases | Yes | Yes |
| | Phase Duration | 100 - 200 μs | 100 μs |
| | Initial Phase Polarity | Alternates with each pulse | Alternates with each pulse |
| Net Charge (per pulse) | | Nominally 0 μC @ 500Ω,<br>zero net current | Nominally 0 μC @ 500Ω, zero<br>net current |
| Maximum Phase Charge | | 20 μC @ 500Ω | 10 μC @ 500Ω |
| | 20 μC @ 1000Ω | 10 μC @ 1000Ω | |
| Maximum Current Density (r.m.s.) | | 0.71 mA/cm² @ 500Ω | 0.51 mA/cm² @ 500Ω |
| Maximum Average Current | | 4 mA @ 500 Ω | 1.6 mA @ 500 Ω |
| Maximum Average Power Density | | 7 mW/cm² @ 500Ω | 3.6 mW/cm² @ 500Ω |
Output Specifications
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Quell includes a number of new features or technological characteristics, as listed below. These features and technological characteristics do not raise new questions of safety or effectiveness.
#### On-skin Timer
This timer tracks the duration of time that the device and electrode have been on the user's skin continuously. At 4 hours the device alerts the user by pulsing stimulation at 1 Hz for 1 minute. The purpose of this alert is to encourage the user to ventilate their skin to reduce the risk of skin irritation, and therefore this feature does not raise new questions of safety or effectiveness.
#### Auto-restart Timer
If enabled, this timer automatically restarts therapy 1 hour following the end of the previous therapy session. The user retains control over stimulation and can start or halt therapy at any time. This feature is a convenience and therefore does not raise new questions of safety or effectiveness.
#### Stimulation Lock
If the user has been recumbent for a certain period of time then the device will ignore button presses that initiate therapy or increase the stimulation intensity. The ability to decrease the intensity and halt stimulation is not affected. The purpose of this feature is to prevent stimulation due to unintentional actuation of the push-button while the user is sleeping; therefore this feature does not raise new questions of safety or effectiveness.
#### Sleep Settings
There are three sleep settings. These settings offer the user the convenience of automatically reducing stimulation while sleeping, and therefore do not raise new questions of safety or effectiveness.
#### Sleep Tracking
Quell tracks sleep duration and quality based on body movement measured using an embedded accelerometer. This information helps the user track the quantity of their sleep patterns. The sleep tracking data are not linked with any disease or condition; nor are they intended for use in the diagnosis, mitigation, treatment, or prevention of sleep disorders or other related conditions. As such, the sleep-tracking feature is a low risk, general wellness function that does not raise new questions of safety or effectiveness.
#### Virtual Button
Stimulation may be initiated and halted, and stimulation intensity may be increased via a virtual button. The virtual button functionality was validated in system testing, and in a validation protocol designed to confirm that the virtual button is safe and effective as outlined in the FDA's "Radio Frequency Wireless Technology in Medical Devices. Guidance for Industry and Food and Drug Administration Staff (August 14, 2013)." The results of testing confirmed that the virtual button is safe and effective. Moreover, the user retains control over stimulation and can override virtual button control through the hardwired push-button. The user may also inactivate the virtual button by disabling Bluetooth communication on the device. For the reasons described above, the virtual button functionality does not raise new questions of safety or effectiveness.
#### Mobile App
Quell includes an optional mobile app that provides several convenience features. The app is not required to operate the device. Those features of the mobile app that relate to the control and function of the Quell device were validated in system testing. The mobile app does not raise new questions of safety or effectiveness because it is an optional feature, only permits functions included in the device
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itself, i.e., it adds no new functionality to the Quell device, and validation testing confirms that the Quell device with the mobile app is as safe and effective as the predicate.
In summary, Quell has identical indications and similar technological characteristics as the cleared ASCEND device (K140333). The limited differences between the devices do not raise new types of safety or effectiveness questions. As a result, Quell is substantially equivalent to the cleared ASCEND device.
## GUIDANCE DOCUMENT
The FDA's "Draft Guidance for Industry and Staff: Class II Special Controls Guidance Document: Transcutaneous Electrical Nerve Stimulator for Pain Relief Intended for Over the Counter Use (April 5, 2010)" addresses transcutaneous electrical nerve stimulators with product code NUH. The recommendations from the draft guidance document were taken into account in preparing this 510(k) submission. NeuroMetrix believes that the Quell device complies with the special controls as outlined in the draft guidance, thereby providing additional assurance of safety and effectiveness.
This 510(k) submission also considered recent agency guidance on wireless technology; namely "Radio Frequency Wireless Technology in Medical Devices. Guidance for Industry and Food and Drug Administration Staff (August 14, 2013)." Additional guidance documents considered included "Mobile Medical Applications, Guidance for Industry and Food and Drug Administration Staff (February 9, 2015)" and "General Wellness: Policy for Low Risk Devices, Draft Guidance for Industry and Food and Drug Administration Staff (January 20, 2015)."
### NON-CLINICAL TESTING
Verification testing of Quell included electrical, mechanical and software tests to show that the device meets its target specifications over a range of operating and storage conditions. Validation and performance testing demonstrates that the device meets as reflected in the functional specification.
Ouell conforms to the following standards:
- IEC 60601-1 Medical electrical equipment - Part 1: General requirements for basic safety and essential performance 2005 (3td Ed) plus Amendments 1:2006 and 2:2007
- IEC 60601-1-2 Medical Electrical Equipment Part 1-2: General Requirements for Safety -● Collateral standard: Electromagnetic Compatibility - Requirements and Tests (Edition 2007)
- IEC 60601-1-6 Medical Electrical Equipment Part 1-6: General Requirements for Safety -● Collateral standard: Usability (3td Ed) 2010-1
- IEC 62304:2006 Medical device software Software life cycle processes ●
- o IEC 60601-1-11:2010 Medical Electrical Equipment - Part 1-11: general requirements for basic safety and essential performance - collateral standard: requirements for medical electrical equipment and medical electrical systems used in the home healthcare environment
## CLINICAL TESTING
NeuroMetrix determined that bench and non-clinical testing were sufficient to demonstrate that Quell is as safe and effective as the predicate ASCEND device.
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## CONCLUSION
The verification, validation, and performance data presented in this 510(k) submission demonstrate that Quell is substantially equivalent to the predicate ASCEND 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.