K251821 · Onward Medical, Inc. · SDO · Nov 14, 2025 · Physical Medicine
Device Facts
Record ID
K251821
Device Name
ARC-EX System
Applicant
Onward Medical, Inc.
Product Code
SDO · Physical Medicine
Decision Date
Nov 14, 2025
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5851
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The ARC-EX System is intended to deliver programmed transcutaneous electrical spinal cord stimulation in conjunction with functional task practice in the clinic and with take-home exercises in the home to improve hand sensation and strength in individuals between 18 and 75 years old that present with a chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8 inclusive). The ARC-EX System is intended to be operated in medical centers by Rehabilitation Professionals and at home by Patients and Persons Providing Assistance to the Patient as needed.
Device Story
ARC-EX System delivers transcutaneous, carrier-frequency-enabled electrical spinal cord stimulation to activate dormant neurons; strengthens motor/sensory pathways during functional task practice. System comprises: stimulator (rechargeable battery), splitter box, extension cables, and tablet-based programmer (ARC-EX PRO app for clinicians; myARC-EX app for home use). Used in clinics by rehabilitation professionals and at home by patients/caregivers. Clinicians program stimulation parameters; home-use app restricts access to predefined settings for safety. Output: electrical stimulation via external electrodes placed on skin near spine. Benefits: improved hand strength and sensation for patients with chronic incomplete cervical spinal cord injury.
Clinical Evidence
No new clinical data provided. The submission relies on the previously cleared De Novo (DEN240014) data, as the modifications (home-use extension and software updates) do not alter the fundamental scientific technology or safety/effectiveness profile.
Indicated for individuals 18-75 years old with chronic, non-progressive neurological deficits from incomplete spinal cord injury (C2-C8) to improve hand sensation and strength via transcutaneous electrical spinal cord stimulation combined with functional task practice.
Regulatory Classification
Identification
A transcutaneous electrical spine stimulator to improve skeletal muscle strength and sensation is a device that can be programmed to apply an electrical current via electrodes on a patient's skin over the spine to improve muscle strength and sensation after neurological deficit. The ARCEX System is intended to deliver programmed, transcutaneous electrical spinal cord stimulation in conjunction with functional task practice in the clinic to improve hand sensation and strength in individuals between 18 and 75 years old that present with a chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8 inclusive).
Special Controls
In combination with the general controls of the FD&C Act, the transcutaneous electrical spine stimulator to improve skeletal muscle strength and sensation is subject to the following special controls:
- (1) Non-clinical performance testing must demonstrate that the device performs as intended under anticipated conditions of use. The following performance characteristics must be evaluated:
- (i) Characterization of the electrical stimulation parameters, including the following: waveforms; output modes; maximum output voltage and maximum output current; pulse duration; frequency; net charge per pulse; maximum phase charge, maximum current density, maximum average current, and maximum average power density:
- Characterization of the impedance monitoring system; and (ii)
- Characterization of electrode performance, including the electrical performance, (iii) adhesive integrity, shelf life, reusability, and current distribution of the electrode surface area.
- (2) Performance data must demonstrate the electromagnetic compatibility, electrical safety and performance, battery safety, and wireless compatibility of the device.
- Software verification, validation and hazard analysis must be performed. (3)
- (4) The patient-contacting components of the device must be demonstrated to be biocompatible.
- (ર) Labeling must include:
- Summaries of electrical stimulation parameters; (i)
- Instructions for user management of the device in the event of adverse effects; (ii)
- A contraindication for patients with active implantable devices or wearable (iii) defibrillators:
- (iv) Information on the typical sensations experienced during treatment;
- Instructions for accurate placement of the device on the patient; and (v)
- Cleaning instructions. (vi)
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FDA U.S. FOOD & DRUG ADMINISTRATION
November 14, 2025
Onward Medical Inc.
Nathalie Gilat
Senior Director, Clinical and Regulatory Affairs
50 Milk Street
Boston, Massachusetts 02109
Re: K251821
Trade/Device Name: ARC-EX System
Regulation Number: 21 CFR 890.5851
Regulation Name: Transcutaneous Electrical Spine Stimulator To Improve Skeletal Muscle Strength And Sensation
Regulatory Class: Class II
Product Code: SDO
Dated: October 14, 2025
Received: October 14, 2025
Dear Nathalie Gilat:
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"
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K251821 - Nathalie Gilat
Page 2
(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).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
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K251821 - Nathalie Gilat
Page 3
Sincerely,
Tushar Bansal -S
- Tushar Bansal, PhD
- Acting Assistant Director, Acute Injury Devices Team
- DHT5B: Division of Neuromodulation and Physical Medicine Devices
- OHT5: Office of Neurological and Physical Medicine Devices
- Office of Product Evaluation and Quality
- Center for Devices and Radiological Health
Enclosure
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ARC-EX System
Page 9 of 51
| Indications for Use | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This
textbox will be left blank for original applications/submissions. | K251821 | ? |
| Please provide the device trade name(s). | | ? |
| ARC-EX System | | |
| Please provide your Indications for Use below. | | ? |
| The ARC-EX System is intended to deliver programmed transcutaneous electrical spinal cord stimulation
in conjunction with functional task practice in the clinic and with take-home exercises in the home to
improve hand sensation and strength in individuals between 18 and 75 years old that present with a
chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8
inclusive).
The ARC-EX System is intended to be operated in medical centers by Rehabilitation Professionals and at
home by Patients and Persons Providing Assistance to the Patient as needed. | | |
| Please select the types of uses (select one or both, as
applicable). | ☑ Prescription Use (Part 21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C) | ? |
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| 510(k) #: K251821 | 510(k) Summary | Prepared on: 2025-10-14 |
| --- | --- | --- |
| Contact Details | | 21 CFR 807.92(a)(1) |
| Applicant Name | Onward Medical Inc. | |
| Applicant Address | 50 Milk Street, Boston MA 02109 United States | |
| Applicant Contact Telephone | 5853639124 | |
| Applicant Contact | Mrs. Nathalie Gilat | |
| Applicant Contact Email | nathalie.gilat@onwd.com | |
| Device Name | | 21 CFR 807.92(a)(2) |
| Device Trade Name | ARC-EX System | |
| Common Name | ARC-EX System | |
| Classification Name | Transcutaneous Electrical Spine Stimulator To Improve Skeletal Muscle Strength And Sensation | |
| Regulation Number | 21 CFR 890.5851 | |
| Product Code(s) | SDO | |
| Legally Marketed Predicate Devices | | 21 CFR 807.92(a)(3) |
| Predicate # | Predicate Trade Name (Primary Predicate is listed first) | Product Code |
| DEN240014 | ARC-EX System | SDO |
| Device Description Summary | | 21 CFR 807.92(a)(4) |
| The ARC-EX System is a medical device that delivers transcutaneous programmed, Carrier Frequency-enabled electrical spinal cord stimulation (ARC-EX Therapy). The System is intended to be used in conjunction with functional task practice in the clinic and with take-home exercises in the home to improve hand sensation and strength in individuals with cervical spinal cord injury (SCI).
The stimulation is intended to be delivered transcutaneously and the active electrodes are intended to be placed in direct contact with intact skin, in appropriate locations along or near the spine to elicit desired outcomes. The ARC-EX System is intended to be used in a medical center setting by patients and their rehabilitation professionals, and at home by Patients and Persons providing assistance to the patient as needed.
The primary components of the ARC-EX System are:
• ARC-EX Stimulator is an internally powered device equipped with a rechargeable battery. It generates and delivers electrical stimulation to the Electrodes based on commands received from the ARC-EX Programmer.
• ARC-EX Stimulator Charger is a wired charger used to recharge the Stimulator battery.
• ARC-EX Splitter Box is used to connect and transmit current from the Stimulator to the Electrodes (via the Extension Cables).
• ARC-EX Extension Cables are used to connect the Splitter Box to the Electrodes. Two different Extension cable lengths are provided: short Extension Cables (50 cm/19.7 inches long) long Extension Cables (100 cm/39.4 inches long)
• ARC-EX Programmer is an off-the-shelf tablet with the ARC-EX PRO app or the myARC-EX app pre-installed and can be used by the | | |
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Rehabilitation Professional and the Patient exchange data with the Stimulator.
- Programmer Charger (Tablet Charger) is used to recharge the Tablet battery.
- ARC-EX Case is intended for transportation and storage, in between use, of the ARC-EX System.
The ARC-EX System is intended to be used with the FDA-cleared Axelgaard PALS electrodes (Kl 32422).
**Intended Use/Indications for Use**
**21 CFR 807.92(a)(5)**
The ARC-EX System is intended to deliver programmed transcutaneous electrical spinal cord stimulation in conjunction with functional task practice in the clinic and with take-home exercises in the home to improve hand sensation and strength in individuals between 18 and 75 years old that present with a chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8 inclusive).
The ARC-EX System is intended to be operated in medical centers by Rehabilitation Professionals and at home by Patients and Persons Providing Assistance to the Patient as needed.
**Indications for Use Comparison**
**21 CFR 807.92(a)(5)**
510(k) Substantial Equivalence Comparison
Intended Use:
The intended use of the subject device is as a transcutaneous electrical spine stimulator to improve skeletal muscle strength and sensation. The device applies electrical current via electrodes over the spine to improve muscle strength and sensation after neurological deficit. This intended use is the same as that of the predicate device, and therefore is considered identical.
Indications for Use:
The ARC-EX System is intended to deliver programmed transcutaneous electrical spinal cord stimulation in conjunction with functional task practice in the clinic and with take-home exercises in the home to improve hand sensation and strength in individuals between 18 and 75 years old that present with a chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8 inclusive). The ARC-EX System is intended to be operated in medical centers by Rehabilitation Professionals and at home by Patients and Persons Providing Assistance to the Patient as needed.
The predicate device is indicated for the same population and purpose, but excludes home use.
The addition of home use with take-home exercises is a natural extension of functional task practice in the clinic and does not alter the intended use or raise new questions of safety or effectiveness. This difference is not considered significant.
**Technological Comparison**
**21 CFR 807.92(a)(6)**
510(k) Substantial Equivalence Comparison
Manufacturer:
Both the subject and predicate devices are manufactured by ONWARD Medical. Therefore, the manufacturer is identical.
Regulation Number:
Both devices are classified under 21 CFR 890.5851. This classification is identical.
Regulation Name:
The regulation name for both devices is "Transcutaneous electrical spine stimulator to improve skeletal muscle strength and sensation." This designation is the same for both, and therefore identical.
Product Code:
Both devices share the product code SDO.
Device Classification:
The subject and predicate devices are both Class II medical devices.
Intended Use:
The intended use of the subject device is as a transcutaneous electrical spine stimulator to improve skeletal muscle strength and sensation. The device applies electrical current via electrodes over the spine to improve muscle strength and sensation after neurological deficit.
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This intended use is the same as that of the predicate device, and therefore is considered identical.
## Indications for Use:
The ARC-EX System is intended to deliver programmed transcutaneous electrical spinal cord stimulation in conjunction with functional task practice in the clinic and with take-home exercises in the home to improve hand sensation and strength in individuals between 18 and 75 years old that present with a chronic, non-progressive neurological deficit resulting from an incomplete spinal cord injury (C2-C8 inclusive). The ARC-EX System is intended to be operated in medical centers by Rehabilitation Professionals and at home by Patients and Persons Providing Assistance to the Patient as needed.
The predicate device is indicated for the same population and purpose, but excludes home use.
The addition of home use with take-home exercises is a natural extension of functional task practice in the clinic and does not alter the intended use or raise new questions of safety or effectiveness. This difference is not considered significant.
## Principle of Operation:
Both devices use transcutaneous electrical stimulation to activate viable but dormant neurons, strengthening motor and sensory pathways with training. The principle of operation is identical.
## Components:
The subject device includes the following components: Stimulator, Charger & Adapter, Splitter Box, Extension Cables, Programmer, Programmer Charger, and Case. These components are the same as those in the predicate device and are therefore identical.
## Stimulation Parameters:
Both devices support monophasic and biphasic stimulation. Amplitude ranges from 0-250 mA; pulse width ranges from 0.1-5 ms; frequency ranges from 0.2-100 Hz. Various burst and carrier settings are available.
The only difference is in programming access control, which limits patient access in the subject device for safety. Therefore, the devices are considered identical in stimulation performance.
## Energy Source:
Both devices are powered by a rechargeable lithium-ion battery (10.8V, 3.2Ah, 37W) and include an AC/DC adapter (15VDC, 4A). This is identical.
## Output Specifications:
Maximum output for both devices includes 250 VDC and 250 mA (biphasic), 100 mA (monophasic), with a net charge of 0 µC. These specifications are identical.
## Current Density / Power Density:
For biphasic stimulation: 10.75 mA/cm² and 0.1 W/cm²
For monophasic stimulation: 8.4 mA/cm² and 0.06 W/cm²
These values are the same between devices and are thus considered identical.
## Performance Standards:
The subject and predicate devices conform to the following standards: ANSI/AAMI ES60601-1, HA60601-1-11, IEC 60601-1-6, IEC 60601-2-10, and IEC 62304. This conformity is identical.
## Biocompatibility:
Both devices are used externally with intact skin and are constructed using the same materials: silicone, polyamide, and polyurethane. This is identical.
## Software Subcomponents:
The subject device includes the ARC-EX PRO app for professional use, the MyARCEX app for home use, and stimulator firmware.
The predicate device includes only the ARC-EX PRO app and stimulator firmware.
The addition of the MyARCEX app in the subject device is considered equivalent. Programming access in the home-use app is restricted to settings predefined by healthcare professionals. No new risks are introduced, and the change does not affect safety or effectiveness.
## Non-Clinical and/or Clinical Tests Summary & Conclusions 21 CFR 807.92(b)
The changes being submitted in this 510(k) notification do not impact any non clinical like 60601 testing. These aspects of the device remain consistent with the version that was previously reviewed and granted market authorization under De Novo DEN240014.
The modifications outlined in this 510(k) are limited to extension of the intended use to include use of the device at home and the Software and labelling being updated to reflect this. These changes do not affect the device's, fundamental scientific technology, or safety and effectiveness profile. Accordingly, the information provided in the previously cleared De Novo submission remains valid and applicable, and no new data or assessments are necessary for the referenced sections. Therefore, the subject device is substantially equivalent to the predicate.
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.