K202676 · Zhejiang Senhong Medical&Instrument Co., Ltd. · FXX · Nov 5, 2021 · General, Plastic Surgery
Device Facts
Record ID
K202676
Device Name
Disposable Medical Face Mask
Applicant
Zhejiang Senhong Medical&Instrument Co., Ltd.
Product Code
FXX · General, Plastic Surgery
Decision Date
Nov 5, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4040
Device Class
Class 2
Indications for Use
The Disposable Medical Face Mask is intended to be worn to protect both the patient and healthcare personnel from transfer of microorganisms, body fluids and particulate material. These face masks are intended for use in infection control practices to reduce the potential exposure to blood and body fluids. This is a single use, disposable device(s), provided non-sterile.
Device Story
Disposable, three-layer, flat-pleated medical face mask; non-sterile; single-use. Construction: inner/outer nonwoven fabric layers; middle melt-blown fabric filter layer; galvanized iron wire nose piece; elastic ear loops (latex-free). Used in clinical or general settings for infection control; worn by healthcare personnel and patients. Provides physical barrier against microorganisms, body fluids, and particulates. Performance meets ASTM F2100 Level 2 standards.
Clinical Evidence
No clinical data. Bench testing only. Performance verified via ASTM F1862 (synthetic blood penetration), ASTM F2299 (particulate filtration efficiency >99%), ASTM F2101 (bacterial filtration efficiency >99%), EN 14683 (differential pressure <6.0 mmH2O/cm2), and 16 CFR 1610 (flammability Class 1). Biocompatibility confirmed per ISO 10993-5 (cytotoxicity) and ISO 10993-10 (irritation/sensitization).
Technological Characteristics
Three-layer nonwoven/melt-blown fabric construction; galvanized iron wire nose piece; elastic ear loops. Dimensions: 17.5 cm x 9.5 cm. ASTM F2100 Level 2 performance. Non-sterile, single-use. No software or electronic components.
Indications for Use
Indicated for use by patients and healthcare personnel to protect against transfer of microorganisms, body fluids, and particulate material in infection control practices to reduce exposure to blood and body fluids.
Regulatory Classification
Identification
Surgical apparel are devices that are intended to be worn by operating room personnel during surgical procedures to protect both the surgical patient and the operating room personnel from transfer of microorganisms, body fluids, and particulate material. Examples include surgical caps, hoods, masks, gowns, operating room shoes and shoe covers, and isolation masks and gowns. Surgical suits and dresses, commonly known as scrub suits, are excluded.
Special Controls
*Classification.* (1) Class II (special controls) for surgical gowns and surgical masks. A surgical N95 respirator or N95 filtering facepiece respirator is not exempt if it is intended to prevent specific diseases or infections, or it is labeled or otherwise represented as filtering surgical smoke or plumes, filtering specific amounts of viruses or bacteria, reducing the amount of and/or killing viruses, bacteria, or fungi, or affecting allergenicity, or it contains coating technologies unrelated to filtration (e.g., to reduce and or kill microorganisms). Surgical N95 respirators and N95 filtering facepiece respirators are exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to § 878.9, and the following conditions for exemption:(i) The user contacting components of the device must be demonstrated to be biocompatible.
(ii) Analysis and nonclinical testing must:
(A) Characterize flammability and be demonstrated to be appropriate for the intended environment of use; and
(B) Demonstrate the ability of the device to resist penetration by fluids, such as blood and body fluids, at a velocity consistent with the intended use of the device.
(iii) NIOSH approved under its regulation.
(2) Class I (general controls) for surgical apparel other than surgical gowns and surgical masks. The class I device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to § 878.9.
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: a symbol on the left and the FDA name and title on the right. The symbol on the left is a stylized representation of a human figure, while the text on the right reads "FDA U.S. FOOD & DRUG ADMINISTRATION" in blue letters.
November 5, 2021
Zhejiang Senhong Medical&Instrument Co., Ltd. % Boyle Wang Official Correspondent Shanghai Truthful Information Technology Co., Ltd. RM.608, No.738, Shangcheng Rd., Pudong Shanghai, Shanghai 200120 China
Re: K202676
Trade/Device Name: Disposable Medical Face Mask Regulation Number: 21 CFR 878.4040 Regulation Name: Surgical Apparel Regulatory Class: Class II Product Code: FXX Dated: September 20, 2021 Received: October 5, 2021
Dear Boyle Wang:
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
{1}------------------------------------------------
statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 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 medical devices and radiation-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,
For Clarence W. Murray, III, PhD Assistant Director DHT4B: Division of Infection Control and Plastic Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
# Indications for Use
510(k) Number (if known) K202676
Device Name Disposable Medical Face Mask
#### Indications for Use (Describe)
The Disposable Medical Face Mask is intended to be worn to protect both the patient and healthcare personnel from transfer of microorganisms, body fluids and particulate material. These face masks are intended for use in infection control practices to reduce the potential exposure to blood and body fluids. This is a single use, disposable device(s), provided non-sterile.
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
| | Prescription Use (Part 21 CFR 801 Subpart D)
X 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."
{3}------------------------------------------------
# 510(k) Summary (K202676)
This summary of 510(k) is being submitted in accordance with requirements of 21 CFR 807.92.
### 1.0 Submitter's Information
Name: Zhejiang Senhong Medical&Instrument Co., Ltd. Address: Floor 1-2, Building 2, No 889 North Huancheng Rd, Fu'xi Subdistrict, Deqing County, Huzhou, Zhejiang, 313200, China Tel: 86-18006712375 Contact: Eric Jian Date of Preparation: Nov.3,2021
#### Designated Submission Correspondent
Mr. Boyle Wang Shanghai Truthful Information Technology Co., Ltd. Room 608, No. 738 Shangcheng Rd., Pudong Shanghai, 200120 China Tel: +86-21-50313932 Email: Info@truthful.com.cn
### 2.0 Device Information
| Trade name: | Disposable Medical Face Mask |
|--------------|-----------------------------------|
| Common name: | Surgical Face Mask Classification |
| name: | Surgical Face Mask |
### 3.0 Classification
| Production code: | FXX |
|--------------------|------------------|
| Regulation number: | 21CFR 878.4040 |
| Classification: | Class II |
| Panel: | Surgical Apparel |
#### 4.0 Predicate Device Information
| Manufacturer: | WUHAN DYMEX HEALTHCARE CO., LTD. |
|----------------|----------------------------------|
| Device: | SURGICAL FACE MASK |
| 510(k) number: | K182515 |
{4}------------------------------------------------
### 5.0 Device Description
The Disposable Medical Face Mask is single use, three-layer, flat-pleated style with ear loops and nose piece. The mask is manufactured with three layers, the inner and outer layers are made of nonwoven fabrics, and the middle layer is made of melt blown fabrics. The ear loops are held in place over the users' mouth and nose by two elastic ear loops welded to the facemask. The elastic ear loops are not made with natural rubber latex. The nose piece in the layers of facemask is to allow the user to fit the facemask around their nose, which is made of galvanized iron wire. The disposable medical face mask will be provided in blue. The masks are sold nonsterile and are intended to be single use, disposable devices.
### 6.0 Indication for Use Statement
The Disposable Medical Face Mask is intended to be worn to protect both the patient and healthcare personnel from transfer of microorganisms, body fluids and particulate material. These face masks are intended for use in infection control practices to reduce the potential exposure to blood and body fluids. This is a single use, disposable device(s), provided non-sterile.
| Item | Subject Device<br>K202676 | Predicate Device<br>K182515 | Remark |
|--------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------|
| Product Name | Disposable Medical Face<br>Mask | Surgical Face Mask | -- |
| Product Code | FXX | FXX | Same |
| Regulation No. | 21 CFR 878.4040 | 21 CFR 878.4040 | Same |
| Class | II | II | Same |
| Intended Use&<br>Indications for use | The Disposable Medical Face<br>Mask is intended to be worn<br>to protect both the patient<br>and healthcare personnel<br>from transfer of<br>microorganisms, body fluids<br>and particulate material.<br>These face masks are<br>intended for use in infection<br>control practices to reduce<br>the potential exposure to<br>blood and body fluids. This<br>is a single use, disposable<br>device(s), provided non-<br>sterile. | The Surgical Face<br>Masks are intended to be<br>worn to protect both the<br>patient and healthcare<br>personnel from transfer<br>of microorganisms, body<br>fluids and particulate<br>material. These face<br>masks are intended for<br>use in infection control<br>practices to reduce the<br>potential exposure to<br>blood and body fluids.<br>This is a single use,<br>disposable device(s),<br>provided non-sterile. | Same |
#### Table 1 General Comparison
7.0 Technological Characteristics Comparison to the Predicate Device
{5}------------------------------------------------
| Design features | | | | |
|-----------------|---------------------|------------------------------------|------------------------------------|------------|
| Mask Styles | Ear Loops, 3 layers | Ear Loops, 3 layers | Same | |
| | Flat pleated | Flat pleated | Same | |
| Material | Outer facing layer | Nonwoven fabrics | Spun-bond polypropylene | Same |
| | Middle layer | Melt blown fabrics | Melt blown polypropylene filter | Same |
| | Inner Facing layer | Nonwoven fabrics | Spun-bond polypropylene | Same |
| | Nose piece | Galvanized iron wire | Malleable polyethylene wire | Different* |
| | Ear loops | not made with natural rubber latex | not made with natural rubber latex | Same |
| | Color | Blue | Blue | Same |
| | Dimension (Length) | 17.5 cm +/- 1cm | 17.5 cm +/- 1cm | Same |
| | Dimension (Width) | 9.5 cm +/- 1cm | 9.5 cm +/- 1cm | Same |
| | OTC use | Yes | Yes | Same |
| | Sterility | Non-Sterile | Non-Sterile | Same |
| | Single Use | Yes | Yes | Same |
| | Sterile | No | No | Same |
| | ASTM F2100 Level | Level 2 | Level 2 | Same |
*The difference in the materials does not raise additional questions for safety and effectiveness. Performance testing including biocompatibility evaluation has been performed on the final finished device which includes all construction materials.
# 8.0 Non-Clinical Test Conclusion
The proposed device was tested and conformed to the following standards and the requirements stated in the Guidance for Industry and FDA Staff: Surgical Masks -Premarket Notification [510(k)] Submission issued on March 5, 2004.
### Table 2 - Performance Testing
{6}------------------------------------------------
| Test<br>Methodology | Purpose | Acceptance<br>Criteria | Result |
|-------------------------------------------------------|---------------------------------------------------------------------------------------------------------------|--------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
| Resistance<br>penetration<br>synthetic blood | to Determine synthetic<br>byblood penetration<br>resistance as specified<br>in Test<br>Method F1862 | 29 Out of 32 pass<br>at 120 mmHg | Lot 1:<br>31 out of 32 pass at<br>120mmHg<br>Lot 2:<br>31 out of 32 pass at<br>120mmHg<br>Lot 3:<br>32 pass at 120mmHg<br>Pass |
| Particulate<br>Filtration<br>Efficiency<br>ASTM F2299 | Determine particulate<br>filtration efficiency as<br>directed in Test Method<br>F2299. | ≥ 98% | Lot 1: average 99.23%<br>Lot 2: average 99.29%<br>Lot 3: average 99.29%<br>Pass |
| Bacterial<br>Filtration<br>Efficiency<br>ASTM F2101 | Determine the bacterial<br>filtration efficiency as<br>directed in Test Method<br>ASTM F2101. | ≥ 98% | Lot 1: average 99.75%<br>Lot 2: average 99.79%<br>Lot 3: average 99.75%<br>Pass |
| Differential<br>Pressure<br>(Delta - P) | Determine<br>breathing<br>resistance or differential<br>pressure as directed in<br>EN 14683:2019, Annex<br>C. | < 6.0<br>mmH₂0/cm² | Lot 1:<br>average 4.07 mm H₂0/cm²<br>Lot 2:<br>average 4.07 mm H₂0/cm²<br>Lot 3:<br>average 4.13 mm H₂0/cm²<br>Pass |
| Flammability<br>16 CFR 1610 | Determine flammability<br>as specified in 16 CFR<br>Part 1610 | Class 1<br>(Burn time<br>≥3.5 s, IBE, or<br>DNI) | Lot 1: Class 1<br>Lot 2: Class 1<br>Lot 3: Class 1<br>Pass |
# Table 3 - Biocompatibility Testing
| Test Methodology | Purpose | Acceptance Criteria | Result |
|------------------|--------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------|
| Cytotoxicity | Determine the effects<br>on cells following ISO<br>10993-5 | The test article should not<br>have potential toxicity to<br>L-929 in the MTT<br>method. | Pass under the conditions<br>of the study, the device is<br>noncytotoxic. |
| Irritation | Estimate the potential<br>for contact<br>sensitization following<br>ISO 10993-10 | The irritation response<br>category in the rabbit<br>should be negligible. | Pass under the conditions<br>of the study, the device is<br>nonirritating. |
| Sensitization | Estimate the irritation<br>potential of medical<br>device following ISO<br>10993- 10 | The test article should not<br>cause delayed dermal<br>contact sensitization in the<br>guinea pig. | Pass under the conditions<br>of the study, the device is<br>nonsensitizing. |
{7}------------------------------------------------
# 9.0 Clinical Test Conclusion
No clinical study is included in this submission.
#### 10.0 Conclusion
The conclusion drawn from the non-clinical tests demonstrates that the subject device is as safe, as effective, and performs as well as or better than the legally marketed predicate device in K182515.
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
Learn the FDA Browser
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.