The Ready-to-Use Hydrophilic Catheter is indicated for intermittent catheterization of the urethra for individuals (men, women, pediatrics) who are unable to promote natural urine flow or have a significant volume of residual urine following a natural bladder-voiding episode. The catheter is inserted into the urethra to reach the bladder, allowing urine to drain and ensuring bladder emptying.
Device Story
Sterile, single-use, hydrophilic-coated polyurethane catheter; intended for intermittent bladder drainage. Device features distal eyelets for urine flow and a proximal color-coded funnel for connection to collection containers. Adult male versions include a gripper for touch-free insertion. Packaged in a foil pouch containing distilled water for pre-lubrication. Operated by patients or healthcare providers in clinical or home settings. Insertion into the urethra allows urine to drain into a container, facilitating bladder emptying for patients with urinary retention. Benefits include reduced risk of contamination via no-touch design and ease of use due to pre-lubrication.
Clinical Evidence
No clinical data. Substantial equivalence established via bench testing, including performance testing per ISO 20696:2018 (connector security, strength, flow rate, kink stability, tensile force), biocompatibility (ISO 10993 series), and shelf-life/sterilization validation.
Technological Characteristics
Materials: Polyurethane shaft, polyacrylamide derivative hydrophilic coating, thermoplastic polyurethane funnel, polyethylene gripper. Energy: None (manual). Dimensions: Various French sizes and lengths. Connectivity: None. Sterilization: E-beam irradiation (SAL 10^-6). Standards: ISO 20696:2018, ISO 10993-1, ISO 11137, ASTM F1980-21, ASTM F2096-11, ASTM D4169-23.
Indications for Use
Indicated for intermittent urethral catheterization in adult and pediatric patients (males and females) unable to promote natural urine flow or with significant residual urine volume.
Regulatory Classification
Identification
A urological catheter and accessories is a flexible tubular device that is inserted through the urethra and used to pass fluids to or from the urinary tract. This generic type of device includes radiopaque urological catheters, ureteral catheters, urethral catheters, coudé catheters, balloon retention type catheters, straight catheters, upper urinary tract catheters, double lumen female urethrographic catheters, disposable ureteral catheters, male urethrographic catheters, and urological catheter accessories including ureteral catheter stylets, ureteral catheter adapters, ureteral catheter holders, ureteral catheter stylets, ureteral catheterization trays, and the gastro-urological irrigation tray (for urological use).
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FDA U.S. FOOD & DRUG ADMINISTRATION
January 2, 2026
Jamjoom Fullcare Corporation
% Grace Liu
Consultant
Shenzhen Joyantech Consulting Co., Ltd.
1713A, 17th Floor, Block A, Zhongguan Times Square
Nanshan District
Shenzhen, Guangdong 518000
CHINA
Re: K251178
Trade/Device Name: Ready to use Nelaton Catheter
Regulation Number: 21 CFR 876.5130
Regulation Name: Urological Catheter And Accessories
Regulatory Class: Class II
Product Code: EZD
Dated: December 8, 2025
Received: December 1, 2025
Dear Grace Liu:
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.
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K251178 - Grace Liu
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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).
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
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K251178 - Grace Liu
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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).
Sincerely,
JESSICA K. NGUYEN -S
Jessica K. Nguyen, Ph.D.
Assistant Director
DHT3B: Division of Reproductive, Gynecology, and Urology Devices
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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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| 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) K251178 | |
| Device Name Ready to use Nelaton Catheter | |
| Indications for Use (Describe) The Ready-to-Use Hydrophilic Catheter is indicated for intermittent catheterization of the urethra for individuals (men, women, pediatrics) who are unable to promote natural urine flow or have a significant volume of residual urine following a natural bladder-voiding episode. The catheter is inserted into the urethra to reach the bladder, allowing urine to drain and ensuring bladder emptying. | |
| 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) | |
| CONTINUE ON A SEPARATE PAGE IF NEEDED. | |
| This section applies only to requirements of the Paperwork Reduction Act of 1995. *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.* | |
| The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to: Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov | |
| "An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number." | |
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K251178
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# 510(k) Summary - K251178
## 1. Contact Details
### 1.1 Applicant information
| Applicant Name | Jamjoom Fullcare Corporation |
| --- | --- |
| Address | No.6 Dongshan Road
Shaoxing, Zhejiang 312000
China |
| Contact person | Huaifang Liang |
| Phone No. | +86-15267586721 |
| E-mail | hf.liang@jamjoom.cn |
| Date Prepared | 2025-12-23 |
### 1.2 Submission Correspondent
| | Shenzhen Joyantech Consulting Co., Ltd.
1713A, 17th Floor, Block A, Zhongguan Times Square, Nanshan District
Shenzhen, Guangdong 518000
China |
| --- | --- |
| Phone No. | +86-755-86069197 |
| Contact person | Grace Liu |
| Contact person's e-mail | grace@cefda.com |
| Website | http://www.cefda.com |
## 2. Device Information
| Trade name | Traditional 510(k) |
| --- | --- |
| Trade name | Ready to use Nelaton Catheter |
| Common name | Catheter, urethral |
| Classification | II |
| Classification name | Urological catheter and accessories |
| Product code | EZD |
| Regulation No. | 21 CFR 876.5130 |
## 3. Legally Marketed Predicate Device
| Trade Name | Ready-to-use Hydrophilic Catheter |
| --- | --- |
| Manufacturer | Hangzhou Bever Medical Devices Co., Ltd. |
| 510(k) Number | K192468 |
| Product Code | GBM |
| Device Class | II |
| Regulation No. | 21 CFR 876.5130 |
The predicate device has not been subject to any design-related recall.
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K251178
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## 4. Device Description
Ready to use Nelaton Catheter is a sterile, single use catheter, intended to be inserted through the urethra to the bladder for intermittent urine drainage. The catheters are available in a variety of lengths and French sizes to accommodate individual anatomy of adult and pediatric patients (including males and females).
The catheter is made of polyurethane, and is not made with PVC. It is prelubricated with a hydrophilic coating. The distal end is either a smooth closed straight or coude tip with two eyelets for efficient drainage. The color-coded funnel at the proximal end can be connected to a urine collection container. There is a gripper on the catheters for adult males (length of 40cm), which serves as protection from the user's touch and aids the user during insertion.
The catheter is sealed in a foil pouch with the hydration liquid (distilled water) in one compartment, so the coated catheter is lubricated by direct contact with the hydration liquid and can be ready to use.
Ready to use Nelaton Catheter is sterilized by E-beam irradiation, and the shelf life is 3 years.
## 5. Intended Use/Indication for Use
The Ready-to-Use Hydrophilic Catheter is indicated for intermittent catheterization of the urethra for individuals (men, women, pediatrics) who are unable to promote natural urine flow or have a significant volume of residual urine following a natural bladder-voiding episode.
The catheter is inserted into the urethra to reach the bladder, allowing urine to drain and ensuring bladder emptying.
## 6. Substantial Equivalence Comparison
| Comparison Item | Proposed Device (K251178) | Predicate Device (K192468) | Comment |
| --- | --- | --- | --- |
| Manufacturer | Jamjoom Fullcare Corporation | Hangzhou Bever Medical Devices Co., Ltd. | / |
| Product Name | Ready to use Nelaton Catheter | Ready-to-use Hydrophilic Catheter | / |
| Regulation Number | 21 CFR 876.5130 | 21 CFR 876.5130 | Same |
| Classification | Class II | Class II | Same |
| Prescription Use | Yes | Yes | Same |
| Single use | Yes | Yes | Same |
| Ready to use | Yes | Yes | Same |
| Condition of use | Intermittent catheterization | Intermittent catheterization | Same |
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K251178
Page 3 of 5
| Intended Use / Indications for Use | | The Ready-to-Use Hydrophilic Catheter is indicated for intermittent catheterization of the urethra for individuals (men, women, pediatrics) who are unable to promote natural urine flow or have a significant volume of residual urine following a natural bladder-voiding episode. The catheter is inserted into the urethra to reach the bladder, allowing urine to drain and ensuring bladder emptying. | The Ready-to-use Hydrophilic Catheter is indicated for intermittent catheterization of the urethra for those individuals who are unable to promote a natural urine flow or for those individuals who have a significant volume of residual urine following a natural bladder - voiding episode. The catheter is inserted into urethra to reach the bladder allowing urine to drain. | Equivalent |
| --- | --- | --- | --- | --- |
| Intended patients | | Adults and Pediatrics | Adults and Pediatrics | Same |
| Design | Prelubricated shaft | Yes - by water hydration | Yes - by water hydration | Same |
| | Tip | Nelaton (straight and rounded); Tapered (curved and tapered) | Nelaton (straight and rounded); Tapered (curved and tapered); Olive (curved and olive) | Equivalent |
| | Drainage eyelet | 2 polished eyelets | 2 polished eyelets | Same |
| | Funnel | Colored funnel | Colored funnel | Same |
| | No touch design | Gripper | Sleeve | Equivalent |
| | Guide stripe in the shaft | N/A | Yes for Tiemann catheters | Different than the predicate device |
| Size | | Male, Nelaton: 8, 10, 12, 14, 16, 18 Fr
Male, Tiemann: 8, 10, 12, 14, 16, 18 Fr
Female: 8, 10, 12, 14, 16, 18 Fr
Pediatric male: 6, 8, 10 Fr
Pediatric female: 6, 8, 10 Fr | Male: 6, 8, 10, 12, 14, 16, 18 Fr
Female: 6, 8, 10, 12, 14, 16, 18 Fr
Tiemann: 8, 10, 12, 14, 16, 18 Fr
Pediatric: 6, 8, 10 Fr | Equivalent |
| Materials | Shaft | Polyurethane | Polyurethane | Same |
| | Hydrophilic coating | Primer coating: Polyurethane
Top coating: Polyacrylamide derivatives | PVP (polyvinylpyrrolidone) | Different than the predicate device |
| | Funnel | Thermoplastic polyurethane | Not publicly available | Equivalent |
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K251178
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| | Gripper | Polyethylene | Not publicly available | Equivalent |
| --- | --- | --- | --- | --- |
| | Hydration liquid | Distilled water | Sterile water | Same |
| Primary Package | | Peel pack | Peel pack | Same |
| Sterilization | | E-beam, SAL 10^{-6} | Radiation, SAL 10^{-6} | Equivalent |
In conclusion, Ready to use Nelaton Catheter has the similar indication for use to the predicate device, and also has similar technical characteristics to the predicate device. The differences do not raise different questions of safety and effectiveness.
## 7. Summary of Non-clinical Testing
Non-clinical tests were conducted to demonstrate the safety and effectiveness of Ready to use Nelaton Catheter and the substantial equivalence to the predicate device.
### Performance Testing
The following performance tests were performed on the proposed device according to ISO 20696:2018 and technical specifications:
- Appearance
- Connector security
- Strength
- Flow rate
- Kink stability
- Peak tensile force
- Size (including overall length, effective shaft length and outer diameter)
- Sterility
- Coating properties
- Primary package properties
The test results demonstrate that the proposed device met the requirements of ISO 20696:2018 and technical specifications.
Moreover, coating performance included friction testing and surface dry time testing. Comparative testing between the subject device and the predicate device was conducted using an internal test method. The test results showed that there were no significant statistical differences between them, and they are substantially equivalent in coating performance.
### Biocompatibility Testing
The following biocompatibility tests were performed on the proposed device according to FDA guidance - Use of
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K251178
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International Standard ISO 10993-1, "Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process" issued on Sep. 8, 2023, and the test results were acceptable.
- Cytotoxicity per ISO 10993-5:2009
- Vaginal Irritation per ISO 10993-23:2021
- Skin Sensitization per ISO 10993-10:2021
- Acute System Toxicity per ISO 10993-11:2017
- Subacute System Toxicity per ISO 10993-11:2017
- Material-mediated Pyrogenicity per USP <151>
> Sterilization
A Sterility Assurance Level (SAL) of 10⁻⁶ was validated in accordance with the requirements of ISO 11137-1:2006, ISO 11137-2:2013 and 11137-3:2017.
> Shelf Life
Accelerated aging testing was performed to assure the shelf-life of 3 years in accordance with ASTM F1980-21.
> Package Integrity Testing
Pouch integrity (bubble test) was conducted according to ASTM F2096-11(2019).
> Simulated Transportation Testing
The simulated transportation testing was conducted according to ASTM D4169-23.
## 8. Clinical Testing
This 510(k) submission did not utilize clinical study for establishing substantial equivalence, therefore this section does not apply.
## 9. Conclusions
The comparison of the design specifications and results of non-clinical testing between the proposed device and the legally marketed predicate device (K192468) demonstrate that they are Substantially Equivalent (SE).
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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.