The electric breast pump is intended to be used by lactating women to express and collect milk from their breast. It is intended for a single user.
Device Story
Electric breast pump for lactating women; home use; single-user. Device consists of pump unit, connector body, silicone shield, diaphragm, valve, airway tube, bottle, and accessories. Powered by internal rechargeable battery or external AC adapter via Micro USB. Features massage mode (fast cycles, low vacuum) and expression mode (slow cycles, higher vacuum) with adjustable suction levels. YD-1168 supports single or double pumping; YD-1130S/YD-1132S support double pumping only. Vacuum pressure up to 280 mmHg. User controls suction mode, vacuum level, and pumping configuration. LED indicators provide status. Benefits include efficient milk expression and collection.
Clinical Evidence
No clinical data. Bench testing only, including electromagnetic compatibility, electrical safety (ANSI AAMI ES60601-1, IEC 60601-1-2, IEC 60601-1-11), biocompatibility (ISO 10993-5, ISO 10993-10), and performance testing (vacuum/cycle verification, backflow protection, use-life, and battery performance).
Technological Characteristics
Powered diaphragm pump; Micro USB 5V/2A input; internal rechargeable battery. Patient-contacting materials tested for cytotoxicity, sensitization, and irritation per ISO 10993. Vacuum range 34-280 mmHg; cycle speeds 10-140 cycles/min. LED indicators. Home-use environment. Non-sterile, reusable.
Indications for Use
Indicated for lactating women to express and collect breast milk. Intended for single-user, home-use environments.
Regulatory Classification
Identification
A powered breast pump in an electrically powered suction device used to express milk from the breast.
{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: the Department of Health and Human Services logo on the left and the FDA text logo on the right. The FDA text logo is in blue and includes the acronym "FDA" followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in a stacked format.
December 1, 2021
Zhejiang Carebao Co., Ltd. % Iris Wang Consultant Shenzhen Joyantech Consulting Co., Ltd. 1713A, Block A, Zhongguan Times Square, Liuxian Avenue Xili Town Shenzhen, Guangdong 518000 CHINA
Re: K211755
Trade/Device Name: Electric Breast Pump Regulation Number: 21 CFR 884.5160 Regulation Name: Powered Breast Pump Regulatory Class: II Product Code: HGX Dated: October 15, 2021 Received: November 1, 2021
Dear Iris 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.
{1}------------------------------------------------
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 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.
Monica D. Garcia, 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 Ouality Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
### Indications for Use
510(k) Number (if known) K211755
Device Name Electric Breast Pump
Indications for Use (Describe)
The electric breast pump is intended to be used by lactating women to express and collect milk from their breast. It is intended for a single user.
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 – K211755
# 1. Submitter Information
| Prepared Date | November 30, 2021 |
|---------------|-------------------------------------------------------------|
| Manufacturer | Zhejiang Carebao Co., Ltd. |
| | Address: |
| | 3, No.1, Chuangye 4th Road, Ningbo Free Trade Zone, Ningbo, |
| | Zhejiang, China. |
| | |
| | Contact person: Yan Xie |
| | TEL: +86-574-87902421 |
| | E-Mail: xie.yan@unibono.com |
| | |
| Submission | Shenzhen Joyantech Consulting Co., Ltd. |
| Correspondent | 1713A, 17th Floor, Block A, Zhongguan Times Square, Liuxian |
| | Avenue, Xili Town, Nanshan District, Shenzhen, Guangdong |
| | Province, China. |
| | Contact person: Mr. Field Fu; Ms. Iris Wang; |
| | E-Mail: field@cefda.com; iris@cefda.com |
| | |
| Image: Logo | |
# 2. Device Information
| Type of 510(k): | Traditional |
|-------------------------|-----------------------------|
| 510(k) Number: | K211755 |
| Device Name/Trade Name: | Electric Breast Pump |
| Common Name: | Powered breast pump |
| Model: | YD-1130S, YD-1132S, YD-1168 |
| Regulation Name: | Powered breast pump |
| Regulation Number: | 884.5160 |
| Product Code: | HGX (Pump, Breast, Powered) |
| Regulatory Class: | II |
# 3. Predicate Device Information
{4}------------------------------------------------
| Manufacturer: | Shenzhen Bosidin Technology Co. Ltd. |
|----------------|--------------------------------------|
| Device Name: | Youha electric breast pump |
| Model: | YH-8004, YH-8016, YH-8006IV, YH-8015 |
| 510(k) Number: | K163136 |
| Product Code: | HGX |
The predicate device has not been subject to a design-related recall.
## 4. Device Description
The electric breast pump is an over-the-counter powered breast pump intended to be used by lactating women to express and collect milk from their breasts. The device is intended for daily use in a home environment by a single user.
The electric breast pump includes three models: YD-1132S, and YD-1168. YD-1130S and YD-1132S has a double pumping from both breasts at the same time) configuration only. YD-1168 has both single pumping (pumping from one breast) and double pumping (pumping from both breasts at the same time) configurations.
The electric breast pump is comprised of the pump unit, system parts (including connector body, silicone shield, dust cap, top cover, diaphragm, valve, airway tube, bottle, nipple, bottle cap set, bottle stand), and USB cable.
The electric breast pump provides the following features:
- 1) Models YD-1130S and YD-1168 have two suction modes, as listed below:
- o Massage mode: Suction patterns with fast cycles and low vacuum to start milk flowing.
o Five vacuum levels from level L1-L5 for massage mode
- . Expression mode: Suction patterns with slower cycles and higher vacuum to express milk gently and efficiently.
- o Nine vacuum levels from level L1-L9 for expression mode.
- 2) Model YD-1132S has two suction as listed below:
- Massage mode: Suction patterns with fast cycles and low vacuum to start milk . flowing.
- o Six vacuum levels from level L1-L6 for massage mode
- o Vacuum level L6 of massage mode is called "Let-down control", which operates as follows: Quickly suck 3 times to start milk flowing (massage mode) and then slowly suck 1 time (expression mode).
- Expression mode: Suction patterns with slower cycles and higher vacuum pressure .
{5}------------------------------------------------
to express milk gently and efficiently.
- o Nine vacuum levels from level L1-L9 for expression mode
The electric breast pump has user-adjustable controls for turning the device on/off, switching between massage mode and expression mode, controlling vacuum level within each of the modes, and selecting between single pumping and double pumping model YD-1168 only). The electric breast pump is capable of providing a vacuum pressure up to 280 mmHq.
The device is electrically powered from either an internal rechargeable battery or an external AC power adapter. The external adapter also charges the battery. The Micro USB port of the pump unit is for connection of the AC power adapter through USB cable, and the AC power adapter is connected to AC mains for charging.
## 5. Indications for Use
The electric breast pump is intended to be used by lactating women to express and collect mills from their breasts. It is intended for a single user.
## 6. Comparison with Predicate Device
A comparison of the intended use and technological characteristics of the subject and predicate device is provided in the table below:
| Items | Subject Device | Predicate Device (K163136) | Comparison |
|------------------------------------------|---------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------|------------|
| Device name and<br>model | Electric Breast Pump,<br>Models: YD-1130S, YD-<br>1132S, YD-1168 | Youha electric breast pump,<br>Models: YH-8004, YH-8016 | N/A |
| Product code | HGX | HGX | Same |
| Regulation<br>number | 884.5160 | 884.5160 | Same |
| Device class | 2 | 2 | Same |
| Location for use | OTC | OTC | Same |
| Indications for use | The electric breast pump is<br>intended to be used by<br>lactating women to express | The Youha electric breast<br>pump is intended to be used<br>by lactating women to | Same |
| | and collect milk from their<br>breasts. It is intended for a<br>single user. | express and collect milk from<br>their breasts. It is intended for<br>a single user. | |
| Single user | Yes | Yes | Same |
| Provided non-sterile | Yes | Yes | Same |
| Re-usable | Yes | Yes | Same |
| Direct user<br>contact | Yes | Yes | Same |
| Power source | Micro USB: 5V, 2A<br>(supplied by an AC adapter<br>with a USB port) or internal<br>rechargeable battery | AC/DC wall converter and<br>Rechargeable | Similar |
| Vacuum range<br>(Massage mode) | YD-1130S: 34~190 mmHg | 34-190 mmHg | Different |
| | YD-1132S: 34~280 mmHg | | |
| | YD-1168:<br>Single pumping:<br>34~190 mmHg | | |
| | Double pumping:<br>89~190 mmHg | | |
| | | | |
| Vacuum range<br>(expression<br>mode) | YD-1130S: 67~280 mmHg | Low: 75-250mmHg<br>High: 120-280mmHg | Different |
| | YD-1132S: 97~280 mmHg | | |
| | YD-1168:<br>Single pumping:<br>87~280 mmHg | | |
| | Double pumping:<br>96~280 mmHg | | |
| | | | |
| Cycle speed<br>(Massage mode) | YD-1130S:<br>40 ~140 cycles/min | 94-113 cycles/minute | Different |
| | YD-1132S:<br>10~140 cycles/min | | |
| | YD-1168:<br>Single pumping:<br>52~140 cycles/min | | |
| | | | |
| | | | |
| | | | |
| Cycle speed<br>(expression<br>mode) | Double pumping:<br>63~105 cycles/min | | Different |
| | YD-1130S:<br>24~70 cycles/min | | |
| | YD-1132S:<br>21~68 cycles/min | Low: 41-69 cycles/minute<br>High: 16-33 cycles/minute | |
| | YD-1168:<br>Single pumping:<br>25~78 cycles/min | | |
| | Double pumping:<br>28~83 cycles/min | | |
| | | | |
| Adjustable suction<br>levels | Yes | Yes | Same |
| Suction settings<br>(Massage mode) | YD-1130S: 5 | 6 | Different |
| | YD-1132S: 6 | | |
| | YD-1168: 5 | | |
| Suction settings<br>(expression<br>mode) | YD-1130S: 9 | 6 | Different |
| | YD-1132S: 9 | | |
| | YD-1168: 9 | | |
| Overflow<br>protection | Yes | Yes | Same |
| Pumping options | YD-1130S/YD-1132S:<br>Double pumping | Single and double pumping | Similar |
| | | | |
| | YD-1168: Single or Double<br>pumping | | |
| | | | |
| Visual indicator | LED indicators | LCD | Different |
| Pump type | Diaphragm | Diaphragm | Same |
{6}------------------------------------------------
{7}------------------------------------------------
The electric breast pump has the same intended use as the predicate device – to express and collect milk from lactating women. The subject and predicate device have different technological characteristics, including different pumping options, modes, suction strengths, cycle speeds, visual indicator, and power source. However, the differences in technological characteristics do not raise different questions of safety and effectiveness.
{8}------------------------------------------------
# 7. Non-Clinical Test Summary
Non-clinical tests were conducted to verify that the proposed device met all design specifications and that the subject device is substantially equivalent to the predicate device, as follows:
#### 7.1. Electromagnetic Compatibility and Electrical Safety
The subject device has been tested in accordance with and found to comply with the following standards:
- 1) ANSI AAMI ES60601-1:2005/(R)2012 and A1:2012 Medical electrical equipment Part 1: General requirements for basic safety and essential performance
- 2) IEC 60601-1-2:2014 Medical electrical equipment Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances - Requirements and tests
- 3) IEC 60601-1-11:2015 Medical electrical equipment Part 1-11: General requirements for basic safety and essential performance - Collateral Standard: Requirements for medical electrical equipment and medical electrical systems used in the home healthcare environment
### 7.2. Biocompatibility
Biocompatibility testing in accordance with the FDA guidance "Use of International Standard ISO-10993, Biological Evaluation of Medical Devices Part 1: Evaluation and Testing" dated September 4, 2020. Testing included the following assessments:
- 1) Cytotoxicity per ISO 10993-5:2009 Biological evaluation of medical devices Part 5: Tests for in vitro cytotoxicity
- 2) Sensitization per ISO 10993-10:2010 Biological evaluation of medical devices Part 10: Tests for irritation and skin sensitization
- 3) Irritation per ISO 10993-10:2010 Biological evaluation of medical devices Part 10: Tests for irritation and skin sensitization
The results of these test demonstrated that the patient-contacting components of the subject device are non-cytotoxic, non-sensitizing, and non-irritating.
### 7.3. Performance Testing
- 1) Vacuum performance testing, cycle performance testing, and backflow protection testing was conducted at minimum and maximum vacuum settings to determine the minimum and maximum vacuum levels of the pump as compared to its specifications. The specifications were met for vacuum level, cycle rate, and backflow protection. These results held under
{9}------------------------------------------------
conditions of single and double pumping mode with varying power sources (i.e., AC adapter power and battery power).
- 2) Use life testing was conducted to demonstrate that the device maintains its performance specifications throughout its proposed use-life
- 3) Battery performance testing was conducted to demonstrate that the battery remains functional during its stated battery use-life
- 4) Battery status indicator testing was conducted to demonstrate that the battery status indicator remains functional during its stated battery life
#### 7.4. Software
The software documentation of the subject device was provided in accordance with FDA guidance document "Guidance for the Content of Premarket Submissions for Software in Medical Devices" issued May 11, 2005.
## 8. Conclusion
The results of the testing described above demonstrate that the subject device is as safe and effective as the predicate device and supports a determination of substantial equivalence.
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.