The Reusable SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult (> 40 kg) patients. These products are intended to be used in hospital settings where patient care is offered by qualified healthcare personnel.
Device Story
Reusable SpO2 sensors consist of a connector, cable, and finger-clip housing containing two LEDs (red and infrared) and a photodetector. Device connects to compatible patient monitors (Nellcor, Nihon Kohden, Datex Ohmeda) to measure light absorption of arterial hemoglobin. Used in hospital settings by qualified healthcare personnel for continuous, non-invasive monitoring of SpO2 and pulse rate. Output is displayed on the host monitor to assist clinicians in assessing patient oxygenation status; aids in clinical decision-making regarding patient respiratory health.
Clinical Evidence
Clinical hypoxia testing performed on human adult volunteers. Accuracy validated against arterial oxygen saturation (SaO2) measured by co-oximetry. Results demonstrate accuracy within ±3% for SpO2 (70-100% range) and ±3 bpm for pulse rate (30-250 bpm), satisfying ISO 80601-2-61:2017 requirements.
Technological Characteristics
Materials: ABS, TPU, Silicone. Sensing: 2-wavelength optical absorption (Red: 660-663nm; IR: 905-940nm). Form factor: Finger clip. Connectivity: Wired (DB9 connector) to compatible monitors. Standards: IEC 60601-1, IEC 60601-1-2, ISO 80601-2-61, ISO 10993-5/10/23, IEC 62471. Non-sterile, multi-use.
Indications for Use
Indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult patients (> 40 kg).
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.
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FDA U.S. FOOD & DRUG ADMINISTRATION
January 7, 2026
Shenzhen Best Electronics Co., Ltd.
% Lucy Yan
Consultant
Shenzhen Joyantech Consulting Co., Ltd.
1713A, 17th Floor, Block A, Zhongguan Times Square
Liuxian Avenue, Xili Town, Nanshan District
Shenzhen, GuangDong 518100
China
Re: K253109
Trade/Device Name: Reusable SPO2 Sensor (BSA307-47; BSA109-50; BSA109-31O)
Regulation Number: 21 CFR 870.2700
Regulation Name: Oximeter
Regulatory Class: Class II
Product Code: DQA
Dated: December 8, 2025
Received: December 8, 2025
Dear Lucy Yan:
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
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K253109 - Lucy Yan
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Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (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
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K253109 - Lucy Yan
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Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
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
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| 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. | K253109 | ? |
| Please provide the device trade name(s). | | ? |
| Reusable SPO2 Sensor (BSA307-47; BSA109-50; BSA109-31O) | | |
| Please provide your Indications for Use below. | | ? |
| The Reusable SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult (> 40 kg) patients. | | |
| 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) | ? |
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
# SECTION 05 510(k) Summary
This summary of 510(K) safety and effectiveness information is submitted as Required by requirements of SMDA and 21 CFR §807.92.
## 5.1 Administrative Information
| Date of Summary prepared
Manufacturer information | Nov. 1, 2025
Company: Shenzhen Best Electronics Co., Ltd.
Company address:
605 No. 59 Building, The Second Industrial Zone, Tianliao Community, Yutang Street
Guangming District, Shenzhen, China.
Contact person: Martin Wong
Phone: +8613923770214
Fax: +86-755-27192975
E-mail: 307294149@qq.com |
| --- | --- |
| Submission Correspondent | Shenzhen Joyantech Consulting Co., Ltd.
Address: 1713A, 17th Floor, Block A,
Zhongguan Times Square, Liuxian Avenue, Xili
Town, Nanshan District, Shenzhen, Guangdong
Province, China
Contact person: Ms. Lucy Yan
E-Mail: lucy@cefda.com |
| Establishment registration number | |
## 5.2 Device Information
| Type of 510(k) submission: | Traditional |
| --- | --- |
| Trade Name: | Reusable SpO2 Sensor |
| Model: | BSA307-47; BSA109-50; BSA109-31O |
| Classification name: | Pulse Oximeter Sensor |
| Review Panel: | Cardiovascular |
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
Product Code: DQA
Device Class: II
Regulation Number: 870.2700
## 5.3 Predicate Device Information
Sponsor: Shenzhen Caremed Medical Technology Co., Ltd.
Device: Caremed Reusable & Disposable SpO2 Sensors
510(K) Number: K153184
## 5.4 Device Description
The Reusable SpO2 Sensors are comprised of a connector and a cable which terminates into sensor housing.
The sensors contain two specific wavelength LEDs and a photo detector assembled into the sensor housing which separate by one housing half and the other half. The sensors use optical means to determine the light absorption of functional arterial hemoglobin by being connected between the patient and the oximeter.
One types of sensor housings are described in this submission:
Reusable finger clip sensor with rigid halves and silicone pads
Reusable finger clip sensor which is multi-use.
The Reusable SpO2 Sensors mainly are used in hospital, health center, etc. which is not intended for out-of-hospital transport and for home use.
Each sensor has been designed for compatibility with the specific monitor (Nellcor, Nihon, Ohmeda), please refer to the following table:
| Reusable SpO2 sensor model | Compatible device |
| --- | --- |
| BSA307-47 | Nellcor N-595 (K012891) |
| BSA109-50 | Nihon Kohden OPV1500 (K032749) |
| BSA109-31O | Datex Ohmeda (K062576) |
The Reusable SpO2 Sensors are typically screen for or diagnose a disease or condition with a general indication for non-invasive measurement of blood oxygen saturation.
The Reusable SpO2 Sensors are not intended to be marketed with multiple components, accessories.
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
The application site is the finger for the Reusable SpO2 Sensors which are not non-sterile.
The device is multi-use.
## 5.5 Intended Use/ Indications for Use
The Reusable SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult (> 40 kg) patients.
These products are intended to be used in hospital settings where patient care is offered by qualified healthcare personnel.
## 5.6 Technological characteristics of the subject device compared to the predicate device
**Predicate Device Information:**
510(K) No.: K153184
Common name: Oximeter
Classification name: Oximeter
Production regulation: 21 CFR § 870.2700
Product code: DQA
Panel: Cardiovascular
**Comparison to predicate device:**
| Comparison item | Subject Device | Predicate Device K153184 | Remarks |
| --- | --- | --- | --- |
| Product name | Reusable SPO2 sensor | Caremed Reusable & Disposable SpO2 Sensors | |
| Manufacturer | Shenzhen Best Electronics Co., Ltd. | Shenzhen Caremed Medical Technology Co., Ltd. | / |
| Product Code | DQA | DQA | same |
| Regulation Number | 870.2700 | 870.2700 | same |
| Classification | II | II | same |
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
| Intended use&Indications for Use | The Reusable SpO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult (> 40 kg) patients.
Prescription device. | Caremed Reusable & Disposable SPO2 Sensors are indicated for continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO2) and pulse rate (PR) for adult patients weighing greater than 40kg and pediatric patients weighing 10 -50 kg.
Prescription device. | SE |
| --- | --- | --- | --- |
| Measurement Method | 2-wavelength Relative Optical Absorption | 2-wavelength Relative Optical Absorption | same |
| Light Emitting | BSA307-47: Red: 660nm±10nm
Infrared: 905nm±10nm;
BSA109-50, BSA109-31O: Red: 663±3nm
Infrared Red 940±10nm | Red:660-666nm, Ired:880-950nm | SE |
| Signal Detection Method | Photodetector | Photodetector | same |
| SPO2 Accuracy | ±3% (70-100%) | ±3% (70-100%) | same |
| Pulse Rate Accuracy | ±3(30-250bpm) | ±3(30-250bpm) | same |
| Applied population | BSA307-47, BSA109-50, BSA109-31O: Adult(≥40Kg) | C403-01 & C403S-15: Adult(≥40Kg)
N543-01: Adult(≥40Kg) & Pediatric(10-50Kg) | SE |
| Measurement part | Fingers | Fingers or toes | SE |
| Compatible monitor | Nellcor N-595, Nihon kohden, or Datex Ohmeda | Nellcor Non oximax (N395) & Masimo set | Different Note 1 |
| Sterile | No | No | same |
| Usage | Reusable | Reusable & disposable | SE |
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
| Material | ABS, TPU, Silicone | ABS, PVC, TPU, Silicone, sponge | Different Note 2 |
| --- | --- | --- | --- |
| Cable Length | 2.9m or 1m | 1.1m | Different Note 3 |
| Proximal connector Design | DB9 9pin | DB9 9pin&1269 LNOP DC | SE |
| Distal connector Design | BSA307-47, BSA109-50, BSA109-31O: Finger clip | finger clip and sponge adhesive | Different Note 4 |
| Biocompatibility | Cytotoxicity Irritation Sensitization | Cytotoxicity Irritation Sensitization | same |
| Electrical Performance and Safety | IEC60601-1, IEC60601-1-2, ISO80601-2-61, ISO10993-5/10/23 | IEC60601-1, IEC60601-1-2, ISO80601-2-61, ISO10993- 5/10 | same |
## Substantial Equivalence Discussion
## Note 1: Compatible monitors
The Compatible monitors of the subject device are different from the predicate device. The design of the subject device is used with the Compatible monitors. The safety test and the clinical test was conducted and the reusable SPO2 sensors with Compatible monitors passed the IEC 60601-1 and ISO 60601-2-61. Therefore, the difference between the subject and predicate devices do not raise safety and effectiveness issues.
## Note 2: Material
The subject reusable spo2 sensors have the same material of patient end, and the cable connecting with skin material is different, the subject device's is TPU, but the predicate device has another material PVC. The reusable sensors passed the test of ISO10993-5/10/23 requirements. so, this difference also does not raise different questions of safety and effectiveness.
## Note 3: Cable Length
The Cable Length of the subject device are different from the predicate device. The safety test and the clinical test was conducted. The reusable SPO2 sensors with Compatible monitors passed the IEC 60601-1 and ISO 60601-2-61. Therefore, the difference between the subject and predicate devices do not raise safety and effectiveness issues.
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
Note 4: Distal connector Design
The Compatible monitors of the subject device are different from the predicate device. The Distal connector design of the subject device is used with the Compatible monitors which is DB9 9pin. The safety test and the clinical test was conducted. The reusable SPO2 sensors with Compatible monitors passed the IEC 60601-1 and ISO 60601-2-61. Therefore, the difference between the subject and predicate devices do not raise safety and effectiveness issues.
5.7 Brief discussion of the nonclinical tests
Reusable SpO2 Sensor conforms to the following standards:
IEC 60601-1:2005+CORR.1:2006+CORR.2007+A1:2012+A2:2021 Medical Electrical Equipment - Part 1: General Requirements For Basic Safety And Essential Performance.
IEC 60601-1-2: 2014+A1:2021 Medical Electrical Equipment - Part 1-2: General Requirements For Basic Safety And Essential Performance - Collateral Standard: Electromagnetic Disturbances - Requirements And Tests
IEC TR 60601-4-2:2016 Medical electrical equipment - Part 4-2: Guidance and interpretation - Electromagnetic immunity: performance of medical electrical equipment and medical electrical systems
ISO 80601-2-61:2017 Medical Electrical Equipment - Part 2-61: Particular Requirements For Basic Safety And Essential Performance Of Pulse Oximeter Equipment
IEC 62471:2006 Photobiological safety of lamps and lamp systems
ISO 10993-5:2009 Biological Evaluation Of Medical Devices - Part 5: Tests For In Vitro Cytotoxicity.
ISO 10993-10:2021 Biological evaluation of medical devices Part 10: Tests for skin sensitization
ISO 10993-23:2021 Biological evaluation of medical devices Part 23: Tests for
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Shenzhen Best Electronics Co., Ltd
510k Summary
Product: Reusable SPO2 Sensors
Version: A/0
irritation
## 5.8 Brief discussion of clinical tests
Clinical testing has been performed under an approved protocol with subject informed consent. Clinical hypoxia test results were obtained in human adult volunteers to validate the accuracy of Reusable SPO2 Sensors versus arterial oxygen saturation (SaO₂) as determined by co-oximetry. Clinical test results support device accuracy claims for the specified saturation range.
The Reusable SpO₂ Sensor was accurate and safe which satisfied the requirements of FDA guidance and ISO 80601-2-61:2017 in the range of 70%-100%SaO₂.
## 5.9 Other information (such as required by FDA guidance/Test)
Animal performance testing is not required and was not performed to demonstrate safety and effectiveness of the Reusable SpO₂ Sensor.
## 5.10 Conclusions
Based on the above information, we conclude the subject device, Reusable SpO₂ Sensor, is substantially equivalent to the predicate device(K153184).
Page 7 of 7
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.