K230933 · Epitel, Inc. · OMC · Jun 30, 2023 · Neurology
Device Facts
Record ID
K230933
Device Name
REMI Remote EEG Monitoring System
Applicant
Epitel, Inc.
Product Code
OMC · Neurology
Decision Date
Jun 30, 2023
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.1400
Device Class
Class 2
Attributes
Software as a Medical Device, Pediatric
Indications for Use
Acquisition and presentation of electroencephalographic (EEG) data.
Device Story
REMI Remote EEG Monitoring System captures single-channel EEG signals via disposable, wearable sensors placed on the patient's scalp. Sensors amplify and wirelessly transmit data to the REMI-Mobile application running on qualified Android tablets or smartwatches. REMI-Mobile relays data to the secure REMI-Cloud, which processes and formats the EEG for review on third-party viewing software. Used in healthcare and ambulatory settings by medical professionals and patients. The system provides notifications to users and clinicians. It serves as a physiological signal monitor to facilitate neurological review; it does not perform automated diagnosis. Benefits include remote, long-term (up to 30 days) EEG monitoring capability.
Clinical Evidence
Bench testing only. Testing verified end-to-end system performance: EEG signal acquisition, wireless transmission to REMI-Mobile, relay to REMI-Cloud, and compatibility with qualified EEG viewing software. Additional testing included electrical safety (IEC 60601-1), EMC (IEC 60601-1-2), and usability/human factors. Biocompatibility was confirmed via existing data from the predicate device (K203827) for prolonged contact.
Technological Characteristics
System comprises disposable sensors (2 gold electrodes, conductive hydrogel), Android-based mobile application, and cloud platform. Sensors use primary lithium button cells. Connectivity via low-power wireless personal area network (sensor to mobile) and WiFi/cellular (mobile to cloud). Complies with IEC 60601-1, 60601-1-2, 60601-2-26, and 60601-1-11. Biocompatibility per ISO 10993-5 and 10993-10.
Indications for Use
Indicated for use in healthcare and ambulatory settings where near real-time or remote EEG is warranted. Uses single-use, disposable, wearable sensors to amplify, capture, and wirelessly transmit a single channel of brain electrical activity for up to 30 days. Intended for adult and pediatric patients (6+ years). Does not provide diagnostic conclusions; intended as a physiological signal monitor.
Regulatory Classification
Identification
An electroencephalograph is a device used to measure and record the electrical activity of the patient's brain obtained by placing two or more electrodes on the head.
Persyst 14 EEG Review and Analysis Software (K182181)
Submission Summary (Full Text)
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June 30, 2023
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Epitel, Inc. Randy Parry Staff Regulatory Affairs Specialist 465 South 400 East. Suite 250 Salt Lake City, Utah 84111
Re: K230933
Trade/Device Name: REMI Remote EEG Monitoring System Regulation Number: 21 CFR 882.1400 Regulation Name: Electroencephalograph Regulatory Class: Class II Product Code: OMC, GXY Dated: March 31, 2023 Received: April 3, 2023
Dear Randy Parry:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part
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801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4. Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about 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,
# Patrick Antkowiak -S
for Jay Gupta Assistant Director DHT5A: Division of Neurosurgical, Neurointerventional and Neurodiagnostic 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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# Indications for Use
510(k) Number (if known) K230933
Device Name REMI Remote EEG Monitoring System
### Indications for Use (Describe)
The REMI Remote EEG Monitoring System is indicated for use in healthcare settings where near real-time and/or remote EEG is warranted and in ambulatory settings where remote EEG is warranted. REMI uses single patient, disposable, wearable sensors intended to amplify, capture, and wirelessly transmit a single channel of electrical activity of the brain for a duration up to 30 days.
The REMI System uses the REMI-Mobile software application that runs on qualified portable general purpose computing platforms. REMI-Mobile displays user setup information to trained medical professionals and provides notifications to medical professionals and ambulatory users. REMI-Mobile receives and transmits data from connected REMI Sensors to the secure REMI-Cloud where it is stored and prepared for review on qualified EEG viewing software.
REMI does not make any diagnostic conclusion about the subject's condition and is intended as a physiological signal monitor. The REMI System is indicated for use with adult and pediatric patients (6+ years).
Type of Use (Select one or both, as applicable)
| <span> <span style="font-size: 16px;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> | <span> <span style="font-size: 16px;">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> |
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## REMI Remote EEG Monitoring System Traditional 510(k) Summary K230933
#### 1. Applicant Information
Epitel, Inc. 465 S 400 E Suite 250, Salt Lake City, UT 84111
### Primary Contact Information
Randy Parry Staff Regulatory Affairs Specialist Mobile: 801-497-6297 Email: r.parry@epitel.com
### Secondary Contact Information
Christopher M. Phillips VP, Regulatory Affairs and Quality Mobile: 801-497-6297 Email: c.phillips@epitel.com
## Date Prepared
June 30, 2023
- 2. Subject Device Information Name of Device: REMI Remote EEG Monitoring System Common or Usual Name: EEG System Classification Name: Electroencephalograph, Regulatory Class: Class II Product Code and Regulation Number: OMC - Sec. 882.1400, GXY Sec. 882.1320
- 3. Predicate Device Name of Device: REMI 510(k) Number: K203827 Manufacturer: Epitel, Inc
### 4. Device Description
REMI Sensors amplify electroencephalographic activity acquired from a patient's scalp. After amplification, the EEG data is sent to the REMI Mobile medical application running on a qualified commercial-off-the-shelf mobile computing platform. REMI Mobile combines the EEG from the REMI Sensors with corresponding patient information and relays the REMI Cloud server. REMI Cloud processes the data into a format compatible for viewing using qualified EEG viewing software (initially qualified for viewing on Persyst 14 EEG Review and Analysis Software, K182181).
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The REMI System has three major components:
- 1) REMI Sensor A disposable EEG sensor which is placed on the patient's scalp using a conductive REMI Sticker
- 2) REMI Mobile A mobile medical application that is designed to run on a qualified commercial-off-the-shelf mobile computing platform (an Android tablet for use in healthcare settings, and a portable/wearable Android smartwatch for use in ambulatory settings), acquire EEG data transmitted from REMI Sensors and then transmit the EEG data and associated patient information via wireless encrypted transmission to,
- 3) REMI Cloud A HIPAA-compliant secure cloud storage and data processing platform where data is processed into a qualified EEG reviewing software format for neurological review.
This 510(k) submission includes the addition of the Android smartwatch for ambulatory use and increases the duration of monitoring to up to 30 days.
### 5. Intended Use
Acquisition and presentation of electroencephalographic (EEG) data.
### 6. Indications for Use
The REMI Remote EEG Monitoring System (REMI System) is indicated for use in healthcare settings where near real-time and/or remote EEG is warranted and in ambulatory settings where remote EEG is warranted. REMI uses single use, single patient, disposable, wearable sensors intended to amplify, capture, and wirelessly transmit a single channel of electrical activity of the brain for a duration of up to 30 days.
The REMI System uses the REMI Mobile software application that runs on qualified commercial off-the-shelf mobile computing platforms. REMI Mobile displays user setup information to trained medical professionals and provides notifications to medical professionals and ambulatory users. REMI Mobile receives and transmits data from connected REMI Sensors to the secure REMI Cloud where it is stored and prepared for review on qualified EEG viewing software.
REMI does not make any diagnostic conclusion about the subject's condition and is intended as a physiological signal monitor. The REMI System is indicated for use with adult and pediatric patients (6+ years).
### 7. Substantial Equivalence
The REMI System has been developed in compliance with applicable FDA requirements and quidance as well as with recognized standards. This submission includes required documentation and testing data demonstrating substantial equivalence of the REMI System to its predicate device. The device has undergone software testing, human factors/usability testing, electromagnetic compatibility and electrical safety testing, and biocompatibility testing, which demonstrate that it is safe and effective for its intended use. The subject REM System presents no new significant risks or safety concerns, and any potential risks have been mitigated as low as reasonably possible.
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| Attribute | Subject Device K230933<br>REMI Remote EEG Monitoring System | Predicate Device K203827<br>REMI |
|-----------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended Use | Acquisition and presentation of<br>electroencephalographic (EEG) data. | Acquisition and presentation of<br>electroencephalographic (EEG) data. |
| Indications for Use | The REMI Remote EEG Monitoring System is<br>indicated for use in healthcare settings where near<br>real-time and/or remote EEG is warranted and in<br>ambulatory settings where remote EEG is<br>warranted. REMI uses single use, single patient,<br>disposable, wearable sensors intended to amplify,<br>capture, and wirelessly transmit a single channel of<br>electrical activity of the brain for a duration up to 30<br>days.<br>The REMI System uses the REMI-Mobile software<br>application that runs on qualified portable general<br>purpose computing platforms. REMI-Mobile<br>displays user setup information to trained medical<br>professionals and provides notifications to medical<br>professionals and ambulatory users. REMI-Mobile<br>receives and transmits data from connected REMI<br>Sensors to the secure REMI-Cloud where it is<br>stored and prepared for review on qualified EEG<br>viewing software.<br>REMI does not make any diagnostic conclusion<br>about the subject's condition and is intended as a<br>physiological signal monitor. The REMI System is<br>indicated for use with adult and pediatric patients<br>(6+ years). (Rx only). | The REMI System is intended to be used in<br>healthcare settings where near real-time and/or<br>remote EEG is warranted. REMI uses disposable<br>Sensors – a single use, single patient, disposable,<br>wearable sensor intended to amplify, capture, and<br>wirelessly transmit a single channel of electrical<br>activity of the brain for up to 48 hours. The REMI<br>Mobile software and REMI Tablet are intended to<br>receive and transmit data from four REMI Sensors to<br>secure cloud storage for subsequent viewing and<br>reviewing of EEG on third-party software.<br>REMI does not make any diagnosis or<br>recommendations and is intended only as a<br>physiological signal monitor.<br>REMI Sensors are intended for use by trained<br>medical professionals in a professional healthcare<br>facility environment. REMI Sensors are intended for<br>use with adult and pediatric patients (6+). (Rx only). |
| Use Environment | The REMI system is intended to be used in health<br>care settings for near real time/and or remote EEG<br>signal collection.<br><br>The REMI system is intended to be used in<br>ambulatory settings for remote EEG signal<br>collection and includes home-use. | The REMI system is intended to be used in health<br>care settings for near real time/and or remote EEG<br>signal collection. |
| Software/System<br>User Interface | REMI Mobile medical application<br>The REMI Mobile application is run on qualified<br>commercial off-the-shelf Android computing<br>platforms. | REMI Mobile medical application<br>The REMI Mobile application is run on qualified<br>commercial off-the-shelf Android computing<br>platforms. |
| Qualified Computing<br>Platform Operating<br>Systems | Android 11 or higher<br>Wear OS 3.0 or higher | Android 6 |
| Sensor User<br>Interface | The REMI Sensor has a single push button<br>integrated into the sensor that serves as the user<br>interface. Some feedback about sensor status is<br>given via an onboard LED. | The REMI Sensor has a single push button<br>integrated into the sensor that serves as the user<br>interface. Some feedback about sensor status is<br>given via an onboard LED. |
| Physiological Signal<br>Acquired | EEG acquired from a patient's scalp | EEG acquired from a patient's scalp |
| Attribute | Subject Device K230933<br>REMI Remote EEG Monitoring System | Predicate Device K203827<br>REMI |
| Patient Contact | REMI-Sticker accessory contacts the patient's skin<br>(scalp). | REMI-Sticker accessory contacts the patient's skin<br>(scalp). |
| Cumulative Wear<br>Time | Up to 30 days. Prolonged contact. | Up to 48 hours. Prolonged contact. |
| Electrodes | 2 passive gold electrodes that interface with the<br>scalp through a conductive hydrogel integrated into<br>the sticker. | 2 passive gold electrodes that interface with the<br>scalp through a conductive hydrogel integrated into<br>the sticker. |
| Type of Use | REMI sensor is a non-sterile, single-use<br>disposable device. | REMI sensor is a non-sterile, single-use disposable<br>device. |
| Channels | Up to 10 | Up to 10 |
| Montage | 10/20 system – REMI Sensor can be placed<br>anywhere in the 10/20 system where each channel<br>represents a bipolar derivation approximation of<br>the 10/20 system | 10/20 system - REMI Sensor can be placed<br>anywhere in the 10/20 system where each channel<br>represents a bipolar derivation approximation of the<br>10/20 system |
| Electrical Safety and<br>EMC | IEC 60601-1,<br>IEC 60601-1-2,<br>IEC 60601-2-26<br>IEC 60601-1-11:2015 /A1:2020 | IEC 60601-1,<br>IEC 60601-1-2,<br>IEC 60601-2-26 |
| Input Range<br>(sensors) | 1 mVp-p | 1 mVp-p |
| Input Noise (sensors) | 5 µVp-p | 5 µVp-p |
| Transfer of Data from<br>the sensor to REMI<br>Mobile (operating on<br>a qualified computing<br>platform) | Low power wireless personal area network | Low power wireless personal area network |
| Transfer of data from<br>REMI Mobile to REMI<br>Cloud | Secured WiFi or Cellular data connection | Secured WiFi or Cellular data connection |
| Power Source<br>(sensors) | Primary lithium button cell (not rechargeable) | Primary lithium button cell (not rechargeable) |
| Data Format (Viewer<br>software) | Common EEG data formats (e.g., lay-dat) | Common EEG data formats (e.g., lay-dat) |
| Firmware (sensors) | REMI sensors use integrated firmware to collect<br>and transmit EEG data to the REMI Mobile<br>application. | REMI sensors use integrated firmware to collect and<br>transmit EEG data to the REMI Mobile application. |
| Software (REMI<br>Cloud) | The REMI Cloud receives EEG data from the<br>REMI Mobile app and prepares it into a format for<br>viewing in the qualified EEG viewing software.<br><br>REMI Cloud also facilitates transfer and<br>subsequent receipt of EEG data for additional<br>characterization by EEG analysis module(s). | The REMI Cloud receives EEG data from the REMI<br>Mobile app and prepares it into a format for viewing<br>in the qualified EEG viewing software. |
| Attribute | Subject Device K230933<br>REMI Remote EEG Monitoring System | Predicate Device K203827<br>REMI |
| Connector | REMI Sensors are equipped with a non-standard<br>USB pinout/connector that is only used for<br>programming during production. This interface is<br>not used by the clinician or patient. | REMI Sensors are equipped with a non-standard<br>USB pinout/connector that is only used for<br>programming during production. This interface is not<br>used by the clinician or patient. |
| | Available Sizes<br>(sensor) | REMI Sensor comes in one size:<br>Width: 27 mm<br>Length: 27 mm<br>Depth: 7 mm |
| Conductive<br>Electrolyte Gel<br>(sticker) | Conductive electrolyte is in the form of a hydrogel<br>converted in a one-piece adhesive sticker as an<br>accessory to the REMI Sensor. | Conductive electrolyte is in the form of a hydrogel<br>converted in a one-piece adhesive sticker as an<br>accessory to the REMI Sensor. |
| | The sticker is replaceable<br>and single use. | The sticker is replaceable<br>and single use. |
| Biocompatibility | Biocompatibility of patient contacting components<br>verified with Irritation, Sensitization, and<br>Cytotoxicity testing per ISO 10993-5:2009 and ISO<br>10993-10:2010 for a prolonged time period. | Biocompatibility of patient contacting components<br>verified with Irritation, Sensitization, and Cytotoxicity<br>testing per ISO 10993-5:2009 and ISO 10993-<br>10:2010 for a prolonged time period. |
# 7.1. Summary of Technological Characteristics and Substantial Equivalence
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#### Performance Testing 8.
Testing verifying the performance requirements of the subject device was conduct…
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.