The Pulse Oximeter is intended for spot-checking in measuring and displaying functional arterial hemoglobin (SpO2) and pulse rate. It is intended for adult, adolescent, child users in hospitals, hospital facilities and home healthcare environments.
Device Story
Pulse Oximeter (Model BM20) measures SpO2 and pulse rate via light transmission through hemoglobin (Beer-Lambert law). Device uses dual light source (660nm red, 940nm infrared) and photodetector to sense pulsating arteriolar vascular bed. Output includes SpO2, pulse rate, plethysmogram, and battery status on integrated display. Used in hospitals and home settings; operated by physicians or patients for spot-checking. Device is reusable, battery-powered, and lightweight. Output assists clinicians in assessing patient oxygenation status. Not intended for continuous monitoring or motion/low perfusion conditions.
Clinical Evidence
Clinical study conducted per ISO 80601-2-61 on 12 healthy adult volunteers (including 6 dark-pigmented subjects). Study collected >400 data points comparing device SpO2 to co-oximetry SaO2. Results demonstrated an ARMS of 2.08 over the 70-100% saturation range under steady-state conditions.
Technological Characteristics
Materials: Biocompatible per ISO 10993-1. Sensing: Dual-wavelength (660nm/940nm) LED and photodetector. Power: 3.7V DC lithium battery. Form factor: Handheld/fingertip. Connectivity: None. Standards: IEC 60601-1, IEC 60601-1-11, IEC 60601-1-2, ISO 80601-2-61. Software: Embedded firmware for signal processing and display.
Indications for Use
Indicated for spot-checking functional arterial hemoglobin (SpO2) and pulse rate in adult, adolescent, and child patients in hospitals, clinical facilities, and home environments. Not for continuous monitoring or use under motion or low perfusion scenarios.
Regulatory Classification
Identification
An oximeter is a device used to transmit radiation at a known wavelength(s) through blood and to measure the blood oxygen saturation based on the amount of reflected or scattered radiation. It may be used alone or in conjunction with a fiberoptic oximeter catheter.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
September 25, 2025
Shanghai Berry Electronic Tech Co., Ltd
% Boyle Wang
General Manager
Shanghai Truthful Information Technology Co., Ltd.
RM. 1801, No. 161 East Lujiazui Rd., Pudong
Shanghai, Shanghai 200120
China
Re: K250837
Trade/Device Name: Pulse Oximeter
Regulation Number: 21 CFR 870.2700
Regulation Name: Oximeter
Regulatory Class: Class II
Product Code: DQA
Dated: August 12, 2025
Received: August 19, 2025
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 (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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K250837 - Boyle Wang
Page 2
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 regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
{2}
K250837 - Boyle Wang
Page 3
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,
Bradley Q. Quinn -S
Bradley Quinn
Assistant Director
DHT1C: Division of Anesthesia, Respiratory, and Sleep Devices
OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT, and Dental Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
{3}
Pulse Oximeter
Page 9 of 40
| Indications for Use | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions. | K250837 | ? |
| Please provide the device trade name(s). | | ? |
| Pulse Oximeter | | |
| Please provide your Indications for Use below. | | ? |
| The Pulse Oximeter is intended for spot-checking in measuring and displaying functional arterial hemoglobin (SpO2) and pulse rate. It is intended for adult, adolescent, child users in hospitals, hospital facilities and home healthcare environments. | | |
| Please select the types of uses (select one or both, as applicable). | ☑ Prescription Use (Part 21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C) | ? |
{4}
510(k) Summary
# 510(k) Summary
# K250837
This summary of 510(k) safety and effectiveness information is being submitted in accordance with requirements of 21 CFR 807.92.
## 1.0 Submitter's Information
Name: Shanghai Berry Electronic Tech Co., Ltd.
Address: Unit 104, 1st Floor, 7th Building, No.1188 Lianhang Road, Minhang District, 201112 Shanghai, China
Tel: +86-21-58531958
Fax: +86-21-58530420
Contact: Mr. Yan Xu
Registration Number: 3009241523
## Designated Submission Correspondent
Contact: Mr. Boyle Wang
Name: Shanghai Truthful Information Technology Co., Ltd.
Address: Room 1801, No. 161 East Lujiazui Rd., Pudong Shanghai, 200120 China
Tel: +86-21-50313932
Email: Info@truthful.com.cn
Date of Preparation: Jul.31,2025
## 2.0 Device Information
Trade name: Pulse Oximeter
Common name: Pulse Oximeter
Classification name: Oximeter
Model(s): BM20
Production code: DQA
Regulation number: 21 CFR 870.2700
Classification: Class II
Panel: Anesthesiology
## 3.0 Predicate Device Information
Manufacturer: Beijing Choice Electronic Technology Co., Ltd.
Page 1 of 6
{5}
510(k) Summary
Trade name: Fingertip Pulse Oximeter
510(k) number: K181503
## 4.0 Indication for Use Statement
The Pulse Oximeter is intended for spot-checking in measuring and displaying functional arterial hemoglobin (SpO2) and pulse rate. It is intended for adult, adolescent, child users in hospitals, hospital facilities and home healthcare environments.
## 5.0 Device Description
The Pulse Oximeter model BM20, can display the SpO2 and PR, plethysmogram wave and other indication parameters, such as pulse battery power status and the PI. The model BM20 Pulse Oximeter include the mainboard, display and lithium battery. It has small size, light weight, easy to carry. It adopts low power consumption design, and has the function of battery capacity display.
The pulse oximeter, model BM20, is designed for spot checking of the pulse oxygen saturation and pulse rate for adults, pediatric and adolescent patients in professional healthcare facility or home conditions when physician follow-up and operated by a physician. And it is not intended to be used under motion or low perfusion scenarios. This medical device can be reused. Not for continuously monitoring.
## 6.0 Technological Characteristic Comparison Table
Table1-General Comparison
| Item | Subject Device K250837 | Predicate Device K181503 | Remark |
| --- | --- | --- | --- |
| Product Name | Pulse Oximeter | Fingertip Pulse Oximeter | -- |
| Product Code | DQA | DQA | Same |
| Regulation No. | 21CFR 870.2700 | 21CFR 870.2700 | Same |
| Class | Class II | Class II | Same |
| Model | BM20 | MD300CI218 | -- |
| Intended Use/Indication for Use | The Pulse Oximeter is intended for spot-checking in measuring and displaying functional arterial hemoglobin (SpO2) and pulse rate. It is intended for adult, adolescent, child users in hospitals, hospital facilities and home healthcare environments. | The MD300C318T2 is intended for spot checking in measuring and displaying functional arterial hemoglobin (SpO2) and pulse rate. It is intended for adult, adolescent, child and infant users in hospitals, hospital facilities and home healthcare environments. | Same |
| Principle | The operating principle is based on light transmission through the hemoglobin. The light transmission of a substance is determined by the Beer-Lambert law, which determines the concentration of a solute (oxyhemoglobin) in a solvent | The fingertip pulse oximeter works by applying a sensor to a pulsating arteriolar vascular bed. The sensor contains a dual light source and photo detector. The one wavelength of light source is 660nm, which is red light; the other is 905nm, which is infrared-red | Same |
{6}
510(k) Summary
## Analysis:
The biocompatibility evaluation has performed and passed on the subject device and the predicate device per the International Standard ISO 10993-1 “Biological Evaluation of Medical Devices – Part 1: Evaluation and Testing Within a Risk Management Process,” as recognized by FDA.
Table 2 Performance Comparison
| | Subject Device K250837 | Predicate Device K181503 | Remark |
| --- | --- | --- | --- |
| LED wavelength | Red= 660 nm; Infrared=940nm | Red= 660nm; Infrared= 905nm | Same |
| Power source | DC 3.7V lithium battery | 2*1.5V AAA alkaline battery | Different (1) |
| SpO2 Display Range | 0-100% | 0%-100% | Same |
| SpO2 Measuring Range | 70%~100% | 70%~100% | Same |
| SpO2 Resolution | 1% | 1% | Same |
| SpO2 Accuracy | 80~100%, ±2%; 70%~79%, ±3%; 0% to 69%: unspecified | 70~100%, ±2%; 0% to 69%: no definition | Similar |
| PR Measuring Range | 25-250BPM | 30-250BPM | Same |
| PR Resolution | 1 bpm | 1 bpm | Same |
{7}
510(k) Summary
| PR Accuracy | ± 2bpm | 30bpm~99bpm, ±2bpm; 100bpm~250bpm, ±2% | Same |
| --- | --- | --- | --- |
| Single or Multi-patient Usage | Multi-patient Usage | Multi-patient Usage | Same |
| Transmitter | Not Applied | Bluetooth Compliance: Version 4.0 | Different (2) |
| Operating Temperature | +5~+40°C | 5°C~40°C | Same |
| Relative Humidity | 15~80%RH (non-condensing); 10~90%RH (non-condensing) in storage | 15% ~93%, no condensation in operation; ≤93% no condensation in storage | Similar (3) |
| Atmosphere Pressure | 70kPa~106kPa | 70kPa~106kpa | Same |
# Analysis:
) Although the Power supply specifications of the proposed device is different from the predicate device, but both the predicate device and the proposed device have passed the IEC60601-1 standard; we believe these differences will not raise different questions of the effectiveness and safety compared with the predicate device.
2) The subject device does not have the Bluetooth function which is different from predicate device. The Bluetooth is the independent function module; it will not affect other functions. Therefore, this difference does not affect substantially equivalence between subject device and predicate device on safety and effectiveness.
3) The Relative Humidity of subject device is within the scope of that of the predicate device, and has been verification according to standard ISO 60601-1 and ISO 60601-1-11. All the results can meet the standard requirements. Therefore, this difference does not affect substantially equivalence between subject device and predicate device on safety and effectiveness.
Table 3 Safety Comparison
| Item | Subject Device K250837 | Predicate Device K181503 | Remark |
| --- | --- | --- | --- |
| Electrical Safety | Comply with IEC 60601-1 IEC 60601-1-11 | Comply with IEC 60601-1 IEC 60601-1-11 | Same |
| EMC | Comply with IEC 60601-1-2 | Comply with IEC 60601-1-2 | Same |
| Performance | ISO 80601-2-61 | ISO 80601-2-61 | Same |
| Biocompatibility | Comply with ISO 10993-1, FDA Guidance | Comply with ISO 10993-1, FDA Guidance | Same |
# 7.0 Non-clinical Testing Summary
The following performance data have been conducted to verify that the Oximeter meets all design specifications which supports the conclusion that it's Substantially Equivalent (SE) to the predicate device. The testing results demonstrate that the targeted device complies with the following standards:
{8}
510(k) Summary
## Conclusions for Biocompatibility Testing
The biocompatibility evaluation for the oximeter was conducted in accordance with the FDA's Biocompatibility Guidance "Use of International Standard ISO 10993-1, 'Biological Evaluation of Medical Devices - Part 1: Evaluation and Testing Within a Risk Management Process'", as recognized by FDA. The worst case of the whole system is considered tissue contacting for duration of permanent (>30 days).
And the testing included the following tests, results of which demonstrate the biological safety of the subject device:
- Cytotoxicity (ISO 10993-5)
- Sensitization (ISO 10993-10)
- Irritation (ISO 10993-23)
## Electrical and EMC Safety:
The electrical safety and EMC safety testing was performed to, and passed, the following standards:
- IEC 60601-1:2005/AMD2:2020, Medical Electrical Equipment - Part 1: General Requirements For Basic Safety And Essential Performance
- IEC 60601-1-11:2020, 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
- IEC 60601-1-2:2020, Medical electrical equipment -- Part 1-2: General requirements for basic safety and essential performance -- Collateral standard: Electromagnetic disturbances - Requirements and tests
- IEC TS 60601-4-2:2024, Medical electrical equipment - Part 4-2: Guidance and interpretation - Electromagnetic immunity: performance of medical electrical equipment and medical electrical systems
## Summary of Bench Testing
Bench testing was conducted and the results show that the subject device complies with the below standard:
- ISO 80601-2-61:2018, Medical electrical equipment - Part 2-61: Particular requirements for basic safety and essential performance of pulse oximeter equipment
## Software Verification and Validation Testing
Software documentation including verification & validation was provided in accordance with FDA Guidance: Content of Premarket Submissions for Device Software Functions.
The Software Validation is in compliance with FDA Guidance.
## Summary of Shelf Life and Cleaning Testing
The service life has been verified through accelerated aging. The service life is 4 years except the battery is reasonable and effective.
Page 5 of 6
{9}
510(k) Summary
Cleaning and disinfection validation testing was conducted in accordance with FDA guidance "Reprocessing Medical Devices in Health Care Settings: Validation Methods and Labeling" issued March 17,2015. Moreover, the performance of the subject device shows no degradation after repeated cleaning and disinfection as suggested in the User manual.
## 8.0 Clinical Test Summary
The clinical study was conducted in accordance to ISO 80601-2-61. The subject device of this study was to verify the accuracy of pulse oximetry (SpO2) measured by the oximeter with a measurement range of 70-100% under no motion on 24 healthy adult volunteers.
Clinical hypoxia test results were obtained in human adult volunteers (the study population includes sufficient darkly pigmented subjects) to validate the accuracy of the subject devices versus arterial oxygen saturation (SaO2) as determined by co-oximetry. Twelve subjects were enrolled for the clinical study. The Fitzpatrick Scale and Monk's Scale were used to determine their skin pigmentation scores. 6 dark subjects (Fitzpatrick Type 5-6/Monk Type 08-09) in this study allow a proper evaluation of the sensor accuracy in dark population. The study contains more than the minimum 400 data points, and the clinical study results support device accuracy claims for the specified saturation range.
The SpO2 accuracy performance results showed the subject Pulse Oximeter to have an ARMS of 2.08 during steady state conditions over the range of 70-100%.
## 9.0 Conclusion
The conclusions drawn from the comparison and analysis above demonstrate that the subject device is substantially equivalent to the legally marketed predicated device.
Page 6 of 6
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.