K223027 · Neurotrigger · IPF · Oct 10, 2023 · Physical Medicine
Device Facts
Record ID
K223027
Device Name
NeuroTrigger Basic (NTB)
Applicant
Neurotrigger
Product Code
IPF · Physical Medicine
Decision Date
Oct 10, 2023
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5850
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
NeuroTrigger Basic is indicated for the prevention of disuse atrophy, muscle re-education, and for maintaining or increasing range of motion.
Device Story
NeuroTrigger Basic (NTB) is a powered muscle stimulator for neuromuscular electrical stimulation (NMES). The system consists of a stimulator unit, disposable Y-shaped pre-gelled electrodes, and an Android-based mobile application. The stimulator is worn on the body, attached via double-sided tape. It generates biphasic, symmetric, rectangular electrical pulses delivered through electrodes to stimulate nerves and muscles. The device is controlled wirelessly via Bluetooth Low Energy (BLE) from an Android smartphone app, which serves as the user interface for patients and clinicians to adjust stimulation parameters (frequency, pulse duration, amplitude, ramp time, and on/off cycles). The stimulator includes current measurement circuitry for monitoring and safety. It is housed in a charging cradle when not in use. The device is intended for use under the guidance of a supervising physician to prevent disuse atrophy, re-educate muscles, and maintain/increase range of motion, potentially benefiting patients by facilitating muscle contraction and rehabilitation.
Clinical Evidence
Bench testing only. Testing included biocompatibility (ISO 10993-5, -10, -23), packaging/shelf-life/transit simulation (ASTM D4332-14, D4169-16, F1980-16), mechanical/electrical/functional performance, software verification/validation, and electrical safety/EMC (EN60601-1, IEC60601-1-2, FCC 47CRF15).
Indicated for the prevention or retardation of disuse atrophy and muscle re-education to maintain or increase range of motion in patients requiring neuromuscular electrical stimulation.
Regulatory Classification
Identification
A powered muscle stimulator is an electrically powered device intended for medical purposes that repeatedly contracts muscles by passing electrical currents through electrodes contacting the affected body area.
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October 10, 2023
NeuroTrigger Nikolai Kuincher CEO Nirim 3 Tel Aviv, Israel 67060 Israel
Re: K223027
Trade/Device Name: NeuroTrigger Basic (NTB) Regulation Number: 21 CFR 890.5850 Regulation Name: Powered Muscle Stimulator Regulatory Class: Class II Product Code: IPF Dated: September 23, 2022 Received: September 29, 2022
Dear Nikolai Kuincher:
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).
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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 of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
# Jitendra V. Virani -S
CDR Jitendra Virani 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
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# Indications for Use
510(k) Number (if known) K223027
Device Name NeuroTrigger basic (NTB)
#### Indications for Use (Describe) Device Name: NeuroTrigger Basic
#### INDICATION FOR USE:
NeuroTrigger Basic is indicated for the prevention of disuse atrophy, muscle re-education, and for maintaining or increasing range of motion.
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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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## 510K Summary
### Submitter:
| Submitter's Name | NeuroTrigger LTD |
|----------------------|---------------------------------|
| Address: | Nirim 3, Tel Aviv 67060, Israel |
| Phone | +972-52-296-3130 |
| Contact Person Name: | Nikolai Kunicher, PhD |
| Title: | CEO |
| Phone Number: | +972-522963130 |
| Dated: | September 27, 2023 |
### Submitted Device:
Proprietary Name: NeuroTrigger Basic (NTB)
Common or Usual Name: Stimulator, power, muscle
Classification Name: Powered Muscle Stimulator
Product Code: IPF
Device Class: II
Review Panel: Physical Medicine
Regulation Number: 21 CFR 890.5850
Predicate Device: Shenzhen XFT-2000 (K193275)
#### Device Description:
The NeuroTrigger Basic (NTB) powered muscle stimulator is composed of a hardware component encased in Acrylonitrile Butadiene Styrene (ABS) plastic that attaches to the body with double-sided tape (DST) and delivers electrical stimulation to different body regions through a single use/disposable pre-gelled Y-shaped electrode. The Y-shaped electrodes consist of a PET base, with silver/silver chloride conductive ink, covered by a double coated medical polyethylene DST film, and hydrogel circles at the center of the Y heads.
The NTB System is made up of the following components and accessories:
Main components:
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- Stimulator ●
- Electrodes ●
- Android app ●
Accessories:
- Stimulator holder, with double-sided adhesive stickers ●
- Charging cradle
- USB-C charge cable ●
- AC/DC Charger ●
The NTB stimulator contains embedded software that controls the generation of the stimulation signals, provides current measurement circuitry to monitor the delivered current, provides a Bluetooth Low Energy (BLE) wireless communication with remote control SW running on Android based App. The electrical stimulation is delivered to different body regions through the 2 electrode sizes (either wide or narrow span electrodes). The stimulator is stored in the NTB charging cradle, the housing case for the device, when not in use. Both components (the stimulator and the cradle) are made of ABS, but the NTB stimulator contains a PCB board and a lithium battery, and fits into the cradle by magnetized coupling and is held in place with pogo pins. The cradle acts as a charging station for the stimulator in addition to being a housing storage unit. The cradle, built of two parts, contains magnets that allow for the single axis magnetic opening and closure of the case.
The AC/DC charger connects to the cradle through the USB C cable during charging cycles, which is when the stimulator is not in use.
The stimulator holder is supplied to allow for different body region uses, and is also made from ABS material and can be attached to different bodily regions with DST. The cradle and stimulator display different indications (i.e. BLE pairing, connection state, battery status) through LED lights.
NTB user setup is performed under the guidance and instruction of a supervising physician and is controlled wirelessly from the Android smartphone-based mobile application (Bluetooth connection to the stimulator). The stimulator contains embedded software that generates controllable stimulation signal for stimulating nerves and muscles. The stimulation signal parameters can be controlled by special application over Bluetooth Low Energy (BLE) connection. Communication with the stimulator host application is done over BLE, data are encrypted with the standard BLE pairing and encryption/decryption that is done at the BLE level.
The SW is a remote control application installed on portable Android device with support to BLE 4.2 and above to control the HW and serve as UI. Secured login mechanism is implemented on the application to prevent unsecured using of the application also to protect patient's personal information and details
The application supports three types of users:
- . Patients
- Clinicians
- . Administrators
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The SW is programmed to show the following LEDs/Display indications for general functions:
- On/off -
- -Low power
- Effective electrode contact coupling -
- Application coupling -
### Indications for Use:
NeuroTrigger Basic is indicated for the prevention or retardation of disuse atrophy and muscle re-education to maintain or increase range of motion.
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## Predicate Comparison Tables
## Table 1: Basic Unit Characteristics (comparison with predicate device)
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
|-----------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| K number | K223027 | K193275 | |
| Manufacturer | NeuroTrigger | Shenzhen XFT Medical Ltd. | |
| Model number | NT-11 | XFT-2000 | |
| Product code | IPF | IPF, GZJ | Same |
| Classification Name/Regulation<br>number | 21 CFR 890.5850 | 21 CFR 890.5850 | Same |
| Intended Use | A powered muscle stimulator intended<br>for medical purposes that repeatedly<br>contracts muscles by passing<br>electrical currents through electrodes<br>contacting the affect body area. | A powered muscle stimulator<br>intended for medical purposes that<br>repeatedly contracts muscles by<br>passing electrical currents through<br>electrodes contacting the affect body<br>area. | Same |
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| Indications for Use | NeuroTrigger Basic is indicated for<br>the prevention or retardation of<br>disuse atrophy and muscle re-<br>education to maintain or increase<br>range of motion. | XFT-2000 is intended for the<br>following use:<br>- Relaxation of muscle spasms<br>- Prevention or retardation of<br>disuse atrophy<br>- Increasing local blood circulation<br>- Muscle re-education<br>- Immediate post-surgical stimulation<br>of calf muscles to prevent venous<br>thrombosis<br>- Maintaining or increasing range<br>of motion<br>- Adjunctive treatment in the<br>management of post-surgical<br>and post-traumatic acute pain. | Substantially equivalent |
| Technology | Electrical Muscle Stimulation (EMS) | Electrical Muscle Stimulation<br>(EMS) | Same |
| Power Source<br>- method of line current isolation | N/A (battery operated) | N/A (battery operated) | Same |
| Battery | One rechargeable Lithium, Prismatic,<br>4.2V (3.7 nominal), 120 milliampere<br>hour (mAh) | 3 AAA batteries | Substantially equivalent |
| - Number | - 1 battery in stimulator | | |
| - Size | - 31 x 12 mm, 4.95 mm thick | | |
| - Type | - LiPol 4.2 V Lithium ion battery | | |
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| - Patient leakage current<br>- Normal condition<br>- Single fault condition | <1.4 μΑ<br><1.4 μΑ | N/A<br>N/A | Although no data is available for<br>the predicate device, the leakage<br>current is similar or lower than that<br>of other cleared similar devices,<br>so this does not introduce any<br>new safety concerns. In addition,<br>the leakage current meets FDA<br>guidance requirements.<br><br>Note that this parameter is not<br>applicable to device effectiveness. |
| Average DC current through<br>electrodes when device is on but<br>no pulses are being applied | 0 μΑ | 0 μΑ | Same |
| Number of output modes | 1 mode for neuromuscular<br>stimulation (NMES) | 1 mode for NMES<br>1 mode for transcutaneous<br>electrical nervestimulation<br>(TENS) | Substantially equivalent |
| Programs | - Unlimited number of programs<br>can be created by the user<br>- Frequency, pulse duration,<br>amplitude, ramp up time, and<br>time on/offcan be adjusted | - 10 pre-set NMES programs<br>- 3 pre-set TENS programs<br>- User can create and save<br>custom programs<br>- Frequency, pulse duration,<br>amplitude, treatment time, and<br>time on/off can be adjusted | Substantially equivalent |
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| Number of output channels | 1 channel | 2 channels | Substantially equivalent |
| - synchronous or alternating | N/A | - Both | |
| - method of channel isolation | | - Transistor | |
| Regulated current or voltage | Constant current (also referred to as regulated current) | Regulated current | Same |
| Software / Firmware/<br>MicroprocessorControl? | Yes, software and firmware | Yes | Same |
| Automatic overload trip? | Yes, if a zero load is connected, current shuts off | Yes | Same |
| Automatic no-load trip? | Yes, if no load is connected, current shuts off | Yes | Same |
| Automatic shut off | Yes | Yes | Same |
| User override control? | Yes | Yes, pause button | Same |
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| Indicator Display:<br>- On / Off Status | - Yes | - Yes | Same |
| - Low Battery? | - Yes | - Yes | Same |
| - Voltage / Current Level? | - Yes | - Yes | Same |
| Timer Range (min)<br>(NMES mode) | Open Stimulation period | 60 min | Different.<br>The NTB IFU contains the<br>following Caution statement: "The<br>NeuroTrigger Basic device should<br>be used for a maximum duration<br>of 120 minutes per session.<br>Longer use of the device could<br>lead to skin irritation, burning, or<br>other effects related to<br>overstimulation." Other<br>neuromuscular stimulation<br>devices within product code IPF<br>that are cleared for use by<br>patients at home have a similar<br>maximum duration of use,<br>including the Shoulder Pacemaker<br>(K220994). |
| Compliance with voluntary<br>standards? | IEC 60601-1<br>IEC 60601-1-2<br>IEC 60601-1-6<br>IEC 60601-1-11<br>IEC 60601-2-10<br>ISO 10993-1 Part 1 | IEC 60601-1<br>IEC 60601-1-2<br>IEC 60601-2-10 | Same |
| Device Name | NeuroTriggerBasic<br>(Device Under<br>Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| Compliance with 21 CFR 898? | Yes | Yes | Same |
| Weight | 11.9 g | 96 g | Substantially equivalent |
| Dimensions (mm) | 65 x 60 x 13 | 114 x 66 x 20 | Substantially equivalent |
| Housing material | ABS, injection molding | Silicone & ABS | Substantially equivalent |
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| Device Name | NeuroTrigger Basic<br>(Device Under Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
|-----------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------|-------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Waveform and shape | Pulsed, symmetric, balance biphasic, rectangular, with interphase interval | Pulsed, symmetric, balanced<br>Biphasic, Rectangular | Same |
| Area of electrode(s) | 1.5 cm² | 19.6 cm² | Different, but does not raise new<br>questions of safety or<br>effectiveness. |
| Dimensions of electrode(s) | 1.4 cm diameter (round) | 5 cm diameter (round) | See discussion below. |
| Maximum output voltage<br>@ 500 Ω ± 10% | 12.5 V | 29.7 V | Different, but does not raise new<br>questions of safety or<br>effectiveness. |
| @ 2 kΩ ± 10 % | 50 V | 89.1 V | See discussion below. |
| @ 10 kΩ ± 10% | 90 V (maximum voltage remains constant at a load larger than 3.6 kΩ) | 125 V | Different, but does not raise new<br>questions of safety or<br>effectiveness. |
| Maximum output current<br>@ 500 Ω ± 10 % | 25 mA | 59.4 mA | Different, but does not raise new<br>questions of safety or<br>effectiveness. |
| @ 2 kΩ ± 10% | 25 mA | 44.5 mA | See discussion below. |
| @ 10 kΩ ± 10% | 9 mA | 12.5 mA | See discussion below. |
| Device Name | NeuroTrigger Basic<br>(Device Under Review) | Shenzhen XFT-2000<br>(Predicate Device) | Comparison |
| Maximum Phase Charge | | | Substantially equivalent |
| @ 500 Ω | 15.0 µC | 10.8 µC | The calculation of the maximum |
| @ 2 kΩ | 15.0 µC | 15.6 µC | phase charge of the predicate<br>device was based on the<br>maximum phase duration and the<br>maximum current amplitude<br>delivered into the corresponding<br>load |
| @ 10KΩ | 5.4 µC | 4.4 µC |…
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.