RemunityPRO+ Pump for Remodulin® (treprostinil) Injection
Applicant
Deka R&D Corp
Product Code
FRN · General Hospital
Decision Date
Jul 24, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.5725
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection (the RemunityPRO+ system) is intended for continuous subcutaneous delivery of Remodulin (treprostinil) Injection for use in patients, ages 17 and older.
Device Story
Wearable, microprocessor-controlled infusion pump; delivers Remodulin subcutaneously via disposable 3mL cassette; utilizes micro-dosing mechanism with acoustic volume sensor (AVS) feedback for delivery accuracy. Operated by patient via RemunityPRO+ mobile app; supports Bring-Your-Own-Device (BYOD) model. System includes pump assembly, rechargeable battery, and accessories. New features include 2-way cloud communication for secure pairing, troubleshooting data transmission, and over-the-air software updates. Healthcare providers monitor therapy; pump logs data for clinical review. Benefits include continuous, precise drug delivery for PAH management in ambulatory settings.
Clinical Evidence
Bench testing only. No clinical or animal data provided.
Indicated for continuous subcutaneous delivery of Remodulin (treprostinil) in patients aged 17 and older with pulmonary arterial hypertension.
Regulatory Classification
Identification
An infusion pump is a device used in a health care facility to pump fluids into a patient in a controlled manner. The device may use a piston pump, a roller pump, or a peristaltic pump and may be powered electrically or mechanically. The device may also operate using a constant force to propel the fluid through a narrow tube which determines the flow rate. The device may include means to detect a fault condition, such as air in, or blockage of, the infusion line and to activate an alarm.
Predicate Devices
RemunityPRO™ Pump for Remodulin® (treprostinil) Injection (K250357)
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**FDA** U.S. FOOD & DRUG
ADMINISTRATION
July 24, 2026
Deka R&D Corp
Paul Smolenski
Regulatory Affairs
340 Commercial St.
Manchester, New Hampshire 03101
Re: K253703
Trade/Device Name: RemunityPRO+ Pump for Remodulin® (treprostinil) Injection
Regulation Number: 21 CFR 880.5725
Regulation Name: Infusion Pump
Regulatory Class: Class II
Product Code: FRN
Dated: June 22, 2026
Received: June 23, 2026
Dear Paul Smolenski:
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"
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K253703 - Paul Smolenski
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(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 Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
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 Management System Regulation (QMSR) (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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K253703 - Paul Smolenski
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Sincerely,
Jake K. Lindstrom -S
Jake Lindstrom, Ph.D.
Assistant Director
DHT3C: Division of Drug Delivery and
General Hospital Devices, and
Human Factors
OHT3: Office of Gastrorenal, ObGyn,
General Hospital, and Urology Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
# **Indications for Use**
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
510(k) Number (if known)
K253703
Device Name
RemunityPRO+ Pump for Remodulin® (treprostinil) Injection
Indications for Use (Describe)
The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection (the RemunityPRO+ System) is intended for continuous subcutaneous delivery of Remodulin (treprostinil) Injection for use in patients, ages 17 and older.
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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FORM FDA 3881 (8/23)
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PSC Publishing Services (301) 443-6740 EF
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# 510(k) Summary
This 510(k) Summary of Safety and Effectiveness information is prepared in accordance with the requirements of 21 CFR Part 807.92.
## Submitter Information
**510(k) Sponsor**
DEKA Research & Development
340 Commercial Street
Manchester, NH 03101
**Contact Person(s)**
Paul Smolenski (primary), William Calhoun (secondary)
Regulatory Affairs
Phone: (603) 669-5139
Fax: (603) 624-0573
psmolenski@dekaresearch.com, wcalhoun@dekaresearch.com
**Date Prepared**
July 23, 2026
## Subject Device(s)
**Common/Usual Name:** Infusion Pump
**Trade/Proprietary Name:** RemunityPRO+ Pump for Remodulin® (treprostinil) Injection
**Classification Name:** Infusion Pump
**Device Classification:** 880.5725
**Product Code:** FRN
**Class:** II
**Device Panel:** General Hospital
## Predicate Device
The predicate device is the RemunityPRO™ Pump for Remodulin® (treprostinil) Injection, K250357, cleared on March 11, 2025.
The predicate device has not been subject to a design-related recall.
## Device Description
The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection is a wearable infusion pump designed to deliver Remodulin (treprostinil) subcutaneously for the treatment of pulmonary arterial hypertension (PAH). The system consists of several components: a wearable pump assembly, a paired device, and accessories (e.g., rechargeable batteries, battery charger, charging cable, power adapter). The user interface for the system is the RemunityPRO+ app downloaded onto the user's mobile device. A commercially available subcutaneous infusion set is connected to the pump assembly via a standard luer connector for the delivery of Remodulin from the system to the patient. The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection is for prescription use only.
The pump assembly is composed of a durable pump and a disposable, single-use cassette with a user-filled drug reservoir. The pump infuses Remodulin subcutaneously into the patient based on an individualized programmed rate. Each disposable cassette may be used for up to 72 hours after attachment
RemunityPRO+ System
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510(k) Summary
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to the pump. The subject system utilizes a micro-dosing pump mechanism supplemented with acoustic volume sensor feedback to ensure delivery accuracy.
The subject device has added the ability to perform over-the-air software updates.
## Indications for Use
The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection (the RemunityPRO+ system) is intended for continuous subcutaneous delivery of Remodulin (treprostinil) Injection for use in patients, ages 17 and older.
## Substantial Equivalence Discussion
### Intended Use Comparison
The table below compares the intended use of the Subject and Predicate Devices.
| Characteristic | Predicate Device (K250357) | Subject Device | Equivalence |
| --- | --- | --- | --- |
| Device Classification Regulation and Product Code | Class II Infusion Pump 21 CFR 880.5725 Product Code: FRN | Class II Infusion Pump 21 CFR 880.5725 Product Code: FRN | No change |
| Indications for Use | The RemunityPRO™ Pump for Remodulin® (treprostinil) Injection (the RemunityPRO system) is intended for continuous subcutaneous delivery of Remodulin (treprostinil) Injection for use in patients, ages 17 and older. | The RemunityPRO+ Pump for Remodulin® (treprostinil) Injection (the RemunityPRO+ system) is intended for continuous subcutaneous delivery of Remodulin (treprostinil) Injection for use in patients, ages 17 and older. | No change |
| Prescription Use or Over the Counter (OTC) | Prescription | Prescription | No change |
| Intended Patient Population | Age 17 years and older | Age 17 years and older | No change |
| Patient Environment | On-body wearable ambulatory pump | On-body wearable ambulatory pump | No change |
The intended use and indications for use remain unchanged in the subject device with respect to the predicate device (K250357).
### Technological Characteristic Comparison
The table below compares the updated Subject Device with the Predicate Device and includes an assessment of the updates in the context of safety and effectiveness.
| Characteristic | Predicate Device (K250357) | Subject Device | Equivalence |
| --- | --- | --- | --- |
| Delivery Method | Microprocessor controlled micro-dosing pump mechanism supplemented with acoustic volume sensor (AVS) feedback for monitoring delivery accuracy | Microprocessor controlled micro-dosing pump mechanism supplemented with acoustic volume sensor (AVS) feedback for monitoring delivery accuracy | No change |
| Delivery type | Subcutaneous infusion | Subcutaneous infusion | No change |
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| Characteristic | Predicate Device (K250357) | Subject Device | Equivalence |
| --- | --- | --- | --- |
| Dimensions | 6 cm x 6 cm x 2 cm (2.4 in x 2.4 in x 0.4 in) | 6 cm x 6 cm x 2 cm (2.4 in x 2.4 in x 0.4 in) | No change |
| Weight | 50 g (1.76 oz.) | 50 g (1.76 oz.) | No change |
| Delivery Rate Range | 8 μL/hr – 225 μL/hr, with increments of 1 μL/hr | 8 μL/hr – 225 μL/hr, with increments of 1 μL/hr | No change |
| Delivery Rate Accuracy | ±6% | ±6% | No change |
| Bolus Volume after Occlusion Release | < 8 μL at all rates | < 8 μL at all rates | No change |
| Time to Occlusion Alarm | Maximum time to occlusion alarm: • ≥ 100 μL/hr: 12 minutes • < 100 μL/hr: 8 hours | Maximum time to occlusion alarm: • ≥ 100 μL/hr: 12 minutes • < 100 μL/hr: 8 hours | No change |
| Material Biocompatibility | *Fluid contacting:* Polycarbonate (PC), COP, Bromobutyl, SEBS, Polyurethane *Patient contacting:* PC, Acrylic, Polyurethane, ABS, Aluminum | *Fluid contacting:* Polycarbonate (PC), COP, Bromobutyl, SEBS, Polyurethane *Patient contacting:* PC, Acrylic, Polyurethane, ABS, Aluminum | No change |
| Cassette Shelf Life | 2 years | 2 years | No change |
| Service Life | 3 years | 3 years | No change |
| Applicable Safety Standards | • IEC 60601-1 • IEC 60601-1-2 • IEC 60601-1-8 • IEC 60601-1-11 • IEC 60601-2-24 • ISO 11137-1 (Sterilized via Gamma Radiation) • ISO 10993-1 • ISO 14971 • IEC 60601-4-2 • ANSI C63.27 • AIM 7351731 | • IEC 60601-1 • IEC 60601-1-2 • IEC 60601-1-8 • IEC 60601-1-11 • IEC 60601-2-24 • ISO 11137-1 (Sterilized via Gamma Radiation) • ISO 10993-1 • ISO 14971 • IEC 60601-4-2 • ANSI C63.27 • AIM 7351731 | No change |
| Power Source | Rechargeable Lithium Ion Battery | Rechargeable Lithium Ion Battery | No change |
| Pump Storage Conditions | • Temperature: -25 °C to 70 °C (-13 °F to 158 °F) • Non-condensing humidity: up to 90% • Pressure: 50 kPa to 106 kPa | • Temperature: -25 °C to 70 °C (-13 °F to 158 °F) • Non-condensing humidity: up to 90% • Pressure: 50 kPa to 106 kPa | No change |
| Operating Conditions | • Temperature: 5 °C to 40 °C (41 °F to 104 °F) • Non-condensing humidity: up to 90% • Pressure: 70 kPa to 106 kPa | • Temperature: 5 °C to 40 °C (41 °F to 104 °F) • Non-condensing humidity: up to 90% • Pressure: 70 kPa to 106 kPa | No change |
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| Characteristic | Predicate Device (K250357) | Subject Device | Equivalence |
| --- | --- | --- | --- |
| Paired Interface | Touchscreen Device (Manufacturer provided remote interface & App) | Touchscreen Device (Manufacturer provided remote interface & App or User provided mobile device for RemunityPRO+ App) | **Similar** Predicate and Subject paired interfaces are similar sized handheld touch screens. The visual format of the Predicate and Subject Device's user interface screens are the same. There is no change to clinical performance. There are no new questions of safety or effectiveness. |
| System User Feedback | Visual, audible, vibratory | Visual, audible, vibratory | **No change** |
| Cloud Communication | No Cloud Connection | 2-way Cloud Communication • Secure Pairing • Pump Software Updates • Data collected for trouble shooting and failure analysis | **Similar** No change to clinical performance. Cloud communication adds secure pairing functionality to ensure unique pump registration to support the BYOD use model. Predicate Device logs device data on pump. Subject Device logs data on pump and transmits it to the cloud. Subject Device can perform over-the-air software updates. Cybersecurity controls added to accommodate BYOD use model. |
| Battery Operating Time | • 72 hours | 72 hours | **No change** |
RemunityPRO+ System
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| Characteristic | Predicate Device (K250357) | Subject Device | Equivalence |
| --- | --- | --- | --- |
| Infusion Set | - Medtronic Quick-set Infusion Set: 23 in (58 cm), MMT-392, MMT-393 [K991759] - Medtronic Silhouette Infusion Set: 23 in (58 cm), MMT-373 [K162812] - Smiths Medical Cleo 90 Infusion Set: 24 in (61 cm), 21-7230-24, 21-7220-24 [K042172] - Neria Guard Infusion Set, 23in (58 cm), 704060-5226, 704060-5229 [K192647] | - Medtronic Quick-set Infusion Set: 23 in (58 cm), MMT-392, MMT-393 [K991759] - Medtronic Silhouette Infusion Set: 23 in (58 cm), MMT-373 [K162812] - Smiths Medical Cleo 90 Infusion Set: 24 in (61 cm), 21-7230-24, 21-7220-24 [K042172] - Neria Guard Infusion Set, 23in (58 cm), 704060-5226, 704060-5229 [K192647] | **No Change** |
| Cassette | 3 mL user-filled cassettes | 3 mL user-filled cassettes | **No change** |
| Priming Method | Primed by Pump after Cassette attachment to the Pump | Primed by Pump after Cassette attachment to the Pump | **No change** |
## Animal, Clinical, and Bench Data
Bench testing was conducted to verify device performance and establish substantial equivalence to the predicate device in terms of safety and effectiveness.
No animal or clinical data was obtained in support of this premarket submission.
## Design Control
The RemunityPRO+ Pump for Remodulin (treprostinil) Injection was specified and developed by DEKA. DEKA complies with the FDA Quality System Regulation as specified in 21 CFR 820, as well as to ISO 13485:2016.
## Conclusion
The differences between the predicate and the subject device do not raise new or different questions of safety or effectiveness. The RemunityPRO+ Pump for Remodulin (treprostinil) Injection is substantially equivalent to the predicate RemunityPRO Pump for Remodulin cleared under K250357.
RemunityPRO+ System
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510(k) Summary
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.