K241771 · Medical San Indústria DE Equipamentos Médicos Ltda. · GEX · Sep 16, 2024 · General, Plastic Surgery
Device Facts
Record ID
K241771
Device Name
Liftendo; Liftendo 2.0
Applicant
Medical San Indústria DE Equipamentos Médicos Ltda.
Product Code
GEX · General, Plastic Surgery
Decision Date
Sep 16, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Liftendo 2.0 and Liftendo are intended for the delivery of laser light to soft tissue in contact mode and non-contact mode during surgical procedures. The device's 980nm laser is generally indicated for use in incision, excision, vaporization, ablation, hemostasis or coagulation of soft tissue in ear, nose and throat and oral surgery (otolaryngology), dental procedures, gastroenterology, general surgery, dermatology, plastic surgery, podiatry, urology, gynecology. The device is also indicated for laser-assisted lipolysis. The device's 1470nm laser is intended for the delivery of laser light to soft tissue in non-contact mode during general surgical procedures, indicated for the treatment of reflux of the saphenous veins associated with varicose veins and varicosities.
Device Story
Liftendo and Liftendo 2.0 are diode laser surgical instruments delivering 980nm and 1470nm laser light to soft tissue. Operated in contact or non-contact modes, the device enables incision, excision, vaporization, ablation, hemostasis, or coagulation. Used in clinical settings by healthcare professionals, the device requires the use of external, FDA-cleared fibers (not supplied). The system features an aiming beam (650nm) and air cooling. Clinicians control laser intensity, pulse duration, and treatment mode (continuous or pulse) via the device interface. The output energy facilitates surgical tissue management and endovenous treatment, potentially reducing procedural trauma and improving patient outcomes compared to traditional methods.
Clinical Evidence
No clinical data. Substantial equivalence is supported by bench testing, including electrical safety (IEC 60601-1) and electromagnetic compatibility (IEC 60601-1-2) testing, and adherence to IEC 60601-2-22 for laser surgical instruments.
Technological Characteristics
Diode laser system; wavelengths 980nm±5nm and 1470nm±10nm; max power 16W (980nm) and 4.5W (1470nm); 650nm red aiming beam (0.5mW). Air-cooled. Operates in continuous or pulse modes. Pulse duration 0.01s-1.00s. Power supply 110-127Vac, 60Hz. Complies with IEC 60601-1, IEC 60601-1-2, and IEC 60601-2-22. No patient-contact materials supplied with device.
Indications for Use
Indicated for adult patients requiring soft tissue incision, excision, vaporization, ablation, hemostasis, or coagulation in ENT, oral, dental, gastrointestinal, general, dermatological, plastic, podiatric, urological, and gynecological surgery. Also indicated for laser-assisted lipolysis and treatment of saphenous vein reflux associated with varicose veins.
Regulatory Classification
Identification
(1) A carbon dioxide laser for use in general surgery and in dermatology is a laser device intended to cut, destroy, or remove tissue by light energy emitted by carbon dioxide.(2) An argon laser for use in dermatology is a laser device intended to destroy or coagulate tissue by light energy emitted by argon.
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September 16, 2024
Medical San Indústria de Equipamentos Médicos Ltda. % Rodrigo Abreu Regulatory Specialist United Regulatory & Logistics 2950 W Cypress Creek Rd. #110 Fort Lauderdale, Florida 33309
Re: K241771
Trade/Device Name: Liftendo; Liftendo 2.0 Regulation Number: 21 CFR 878.4810 Regulation Name: Laser Surgical Instrument For Use In General And Plastic Surgery And In Dermatology Regulatory Class: Class II Product Code: GEX Dated: June 6, 2024 Received: June 20, 2024
Dear Rodrigo Abreu:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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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 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-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 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-device-advicecomprehensive-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-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-regulatory
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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,
Digitally signed by Yan Fu -S
Yan Fu -S Date: 2024.09.16 10:07:13
-04'00'
for
Tanisha Hithe Assistant Director DHT4A: Division of General Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K241771
Device Name Liftendo, Liftendo 2.0
#### Indications for Use (Describe)
The Liftendo 2.0 and Liftendo are intended for the delivery of laser light to soft tissue in contact mode and non-contact mode during surgical procedures. The device's 980nm laser is generally indicated for use in incision, excision, vaporization, ablation, hemostasis or coagulation of soft tissue in ear, nose and throat and oral surgery (otolaryngology), dental procedures, gastroenterology, general surgery, dermatology, plastic surgery, podiatry, urology, gynecology. The device is also indicated for laser-assisted lipolysis. The device's 1470nm laser is intended for the delivery of laser light to soft tissue in non-contact mode during general surgical procedures, indicated for the treatment of reflux of the saphenous veins associated with varicose veins and varicosities.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
X Prescription Use (Part 21 CFR 801 Subpart D)
| Over-The-Counter Use (21 CFR 801 Subpart C)
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Image /page/4/Picture/0 description: The image shows the logo for Medical San. The logo consists of a circular emblem with an intertwined design in the center, above the words "MEDICAL SAN" in bold, sans-serif font. The emblem and text are in a dark blue color.
# 510(k) Summary K241771
- A) Submitter's Name: Medical San Indústria de Equipamentos Médicos Ltda.
Owner / Operator Registration Number: 10089008
Manufacturer Registration Number: 3029897009
Address: Rua Alberto Muller, 1100 Block 20 - Rooms 404 and 406
Bairro Carneiros - Lajeado RS - Brazil - 95913-528
#### B) Phone and Fax Numbers
Tel.: +55 (51) 3720-2762
Fax: +55 (51) 3720-2762
#### C) Contact Person:
Francis Laion de Padua Tel.: +55 (51) 3720-2762 Email: requlatorio@medicalsan.com.br
#### D) Preparation Date: September 16, 2024
## E) Classification:
Common / Usual Name: Laser surgical instrument for use in general and plastic surgery and in dermatology
Proprietary Name: Liftendo; Liftendo 2.0
Product Code: GEX
Class: Class II
Regulation: 21 CFR 878.4810
#### F) Device Description and Indications for Use
The Liftendo 2.0 and Liftendo are intended for the delivery of laser light to soft tissue in contact mode and non-contact mode during surgical procedures. The device's 980nm laser is generally indicated for use in incision, excision, vaporization, hemostasis or coagulation of soft tissue in ear, nose and throat and oral surgery (otolaryngology), dental procedures, gastroenterology, general surgery, dermatology, plastic surgery, podiatry, urology, qynecology. The device is also indicated for laser-assisted lipolysis. The device's 1470nm laser is intended for the delivery of laser light to soft tissue in non-contact mode during general surgical procedures, indicated for the treatment of reflux of the saphenous veins associated with varicose veins and varicosities.
#### G) Substantial Equivalence:
The subject device is equivalent with the following products:
| 510(k) Number | Model | Company |
|---------------|----------------------------|----------------------|
| K212734 | Diode laser therapy device | Triangel Rsd Limited |
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Image /page/5/Picture/0 description: The image contains the logo for Medical San. The logo consists of a circular emblem with intertwined letters, possibly "SS", in a blue color. Below the emblem, the words "MEDICAL SAN" are written in a bold, sans-serif font, with the word "SAN" followed by a trademark symbol.
# H) Indications for Use:
| Indications for Use Comparison | | | |
|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--|--|
| Liftendo; Liftendo 2.0 | Diode laser therapy device<br>K212734 | | |
| The Liftendo 2.0 and Liftendo are intended for the<br>delivery of laser light to soft tissue in contact mode<br>and non-contact mode during surgical procedures.<br>The device's 980nm laser is generally indicated for<br>use in incision, excision, vaporization, ablation,<br>hemostasis or coagulation of soft tissue in ear, nose<br>and throat and oral surgery (otorlaryngology),<br>dental procedures, gastroenterology, general<br>surgery, dermatology, plastic surgery, podiatry,<br>urology, gynecology. The device is also indicated for<br>laser-assisted lipolysis. The device's 1470nm laser is<br>intended for the delivery of laser light to soft tissue<br>in non-contact mode during general surgical<br>procedures, indicated for the treatment of reflux of<br>the saphenous veins associated with varicose veins<br>and varicosities. | The Diode laser therapy device is intended for<br>delivery of laser light to soft tissue in the contact<br>and non contact mode during surgical procedures.<br>The device's 980nm laser is generally indicated for<br>use in incision, excision, vaporization, ablation,<br>hemostasis or coagulation of soft tissue in ear, nose<br>and throat and oral surgery (otolaryngology), dental<br>procedures, gastroenterology, general surgery,<br>dermatology, plastic surgery, podiatry, urology,<br>gynecology. The device is further indicated for laser<br>assisted lipolysis. The device's 1470nm laser is<br>intended for delivery of laser light to soft tissue in<br>non-contact mode during general surgery<br>procedures, indicated for the treatment of reflux of<br>the saphenous veins associated with varicose veins<br>and varicosities. | | |
Although the subject device does not come with a fiber included, it is advised to utilize FDAcleared fibers in conjunction with the device. This recommendation ensures compatibility with commonly used accessories in clinical settings, adhering to industry standards and facilitating seamless integration of the subject device into existing treatment protocols.
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Image /page/6/Picture/0 description: The image shows the logo for Medical San. The logo consists of a blue circle with two intertwined white shapes resembling the letter S. Below the circle, the words "MEDICAL SAN" are written in bold, black letters. The word "SAN" has a trademark symbol next to it.
Medical San Indústria de Equipamentos Médicos Ltda. Rua Alberto Muller, 1100 Block 20 - Rooms 404 and 406 Bairro Carneiros - Lajeado RS - Brazil - 95913-528
#### I) Technological Characteristics Comparison:
The predicate devices used to establish substantial equivalence for the subject device are outlined below. This section of this submission will provide a comparison of dechnical specifications of the subject device to each of the predicate devices stratified by functional modality.
| GENERAL COMPARISON | | | |
|----------------------|-------------------------------------------------------|-----------------------------------|-------------|
| ITEM | PROPOSED DEVICE | PREDICATE DEVICE 1<br>K212734 | Observation |
| Product Code: | GEX | GEX | Same |
| Regulation No.: | 21 CFR 878.4810 | 21 CFR 878.4810 | Same |
| Class: | 2 | 2 | Same |
| Classification Name: | Powered Laser Surgical Instrument | Powered Laser Surgical Instrument | - |
| Trade Name: | Liftendo 2.0, Lifttendo | Diode laser therapy device | - |
| Manufacturer: | Medical San Industria de Equipamentos Medicos<br>LTDA | Triangel Rsd Limited | - |
| Patient Population | Adult | Adult | Same |
| PERFORMANCE COMPARISON | | | |
|------------------------|-----------------------------------------------|-----------------------------------------------|----------------|
| ITEM | PROPOSED DEVICE | PREDICATE DEVICE 1<br>K212734 | Remark |
| Wavelength | 980nm±5nm, 1470nm±10nm | 980nm±5nm, 1470nm±10nm | Same |
| Output Power max. | 16W/980nm±20%, 4.5W/1470nm±20%, 0.5mw/650nm | 16W/980nm±20%, 4.5W/1470nm±20%, 0.5mw/650nm | Same |
| Aiming beam | 650 nm, red 0.5 mW, user controlled intensity | 650 nm, red 0.5 mW, user controlled intensity | Same |
| Treatment mode | Continuous or Pulse | Continuous or Pulse | Same |
| Power supply | 110-127Vac, 60Hz | AC110V±11V, 60Hz | Gap analysis 1 |
| Cooling | Air Cooling | Air Cooling | Same |
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Image /page/7/Picture/0 description: The image shows the logo for Medical San. The logo consists of a blue circle with a stylized "SS" inside, above the words "MEDICAL SAN" in bold, black letters. The "SAN" portion of the text has a trademark symbol next to it.
Medical San Indústria de Equipamentos Médicos Ltda.
Rua Alberto Muller, 1100 Block 20 - Rooms 404 and 406
Bairro Carneiros – Lajeado RS – Brazil - 95913-528
| Interval | 980nm 1% ~ 100%,<br>1470nm 2% ~100%,<br>continuously adjustable energy | 980nm 1% ~ 100%,<br>1470nm 2% ~100%,<br>continuously adjustable energy | Same |
|----------------------|------------------------------------------------------------------------|------------------------------------------------------------------------|----------------|
| Cooling system | Air cooled | Air cooled | Same |
| Pulse duration | 0.01s-1.00s | 0.05ms-1.00s | Same |
| Fiber (applied part) | Not supplied with the equipment | Sterile, for single use | Gap analysis 2 |
| SAFETY COMPARISON | | | |
|-----------------------------------------------------|-----------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------|
| ITEM | PROPOSED DEVICE | PREDICATE DEVICE 1<br>K212734 | Remark |
| Patient Contact<br>Materials | Not supplied with the equipment | Treatment Probe | Gap analysis<br>2 |
| Biocompatibility of<br>materials contacting<br>user | Not supplied with the equipment | Cytotoxicity, Comply with ISO<br>10993-5;<br>Irritation, Sensitization, comply<br>with ISO 10993-10;<br>Aucte systemic toxicity,<br>Pyrogen test comply with ISO<br>10993-11;<br>In vitro hemolytic test comply<br>with ISO 10993-4. | Gap analysis<br>2 |
| Electrical Safety | Comply with IEC 60601-1, IEC 60601-2-22 | Comply with IEC 60601-1, IEC 60601-2-22 | Same |
| EMC | Comply with IEC 60601-1-2 | Comply with IEC 60601-1-2 | Same |
| Gap analysis 1 | The proposed equipment has a wider input voltage range of 110 to 220Vac and the predicated one has only 110Vac<br>voltage. |
|----------------|----------------------------------------------------------------------------------------------------------------------------|
| Gap analysis 2 | The proposed equipment does not provide fiber with the device. |
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Image /page/8/Picture/0 description: The image shows the logo for Medical San. The logo consists of a blue circle with the letters "SS" intertwined in the center. Below the circle, the words "MEDICAL SAN" are written in bold, black letters. The word "SAN" has a trademark symbol next to it.
## Substantial Equivalence Discussion:
Indication of Use:
Both the subject and predicate devices have the same intended for use, targeting the same patient population. The intended use statements for both devices align closely, demonstrating equivalence in their intended clinical applications.
#### Wavelength:
The subject device operates at the same wavelength range as the predicate device, ensuring comparable therapeutic effects and treatment outcomes. Both devices utilize 980nm±5nm, 1470nm±10nm for their respective procedures.
#### Output Power Max:
The maximum output power of the subject device matches that of the predicate device, ensuring equivalent energy delivery during treatments. Both devices provide a maximum output power of 16W/980nm±20%, 4.5W/1470nm±20%, 0.5mw/650nm to achieve optimal therapeutic results.
#### Aiming Beam:
Both devices are equipped with an aiming beam characteristic.
Treatment Mode:
The subject device offers treatment modes identical to those of the predicate device, enabling healthcare professionals to select the most appropriate mode for specific patient needs. Both devices support Continuous or Pulse, ensuring equivalent versatility in treatment options.
#### Power Supply:
Both devices are powered by the same type of power supply, ensuring consistent and reliable operation. The subject device utilizes 110VAC, which is equivalent to those of the predicate device, ensuring compatibility with standard power sources.
#### Cooling :
The subject device incorporates a cooling system that is comparable to the cooling system of the predicate devices employ Air Cooling, effectively managing thermal effects and ensuring patient comfort during treatments.
#### Interval Cooling System:
Both devices feature an interval cooling system designed to optimize treatment efficacy and patient comfort. The subject device's interval cooling system operates in a manner consistent with that of the predicate device, ensuring equivalent cooling intervals and treatment durations.
#### Standards Compliance:
Both the subject and predicate devices adhere to the same regulatory standards and requirements, demonstrating compliance with applicable FDA regulations and industry standards. Both devices meet or exceed IEC 60601-2-22 and IEC 60601-1-22 and IEC 60601-1-2, ensuring equivalent levels of safety and efficacy.
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Image /page/9/Picture/0 description: The image contains the logo for Medical San. The logo consists of a blue circle with the letters "SS" intertwined in the center. Below the logo, the words "MEDICAL SAN" are written in bold, black letters. The word "SAN" has a trademark symbol next to it.
Fiber Compatibility:
While the subject device does not include a fiber, it is recommended to use FDA-cleared fibers with the device, ensuring compatibility with established accessories commonly utilized in clinical practice. This recommendation aligns with industry best practices and ensures that the subject device can be seamlessly integrated into existing treatment protocols.
In conclusion, the subject device demonstrates substantial equivalence to the predicate device based on the provided information. The similarities in indications of use, technical specifications, features, and standards compliance support the assertion that the subject device is substantially equivalent to the predicate device and thus merits FDA 510(k) clearance.
# K) Non-clinical Testing:
Conducting non-clinical tests on the subject device, as per international standard IEC 60601-2-22, ensures its reliability, safety, and performance in real-world scenarios. These tests evaluate functionality, environmental compatibility, safety features, and user interface, confirming the device's suitability for diverse non-clinical settings. Adhering to this standard demonstrates the device's accuracy and regulatory compliance outside clinical environments, bolstering user confidence and minimizing risks. As part of the substantial equivalence, the predicate also demonstrates non-clinical tests based on the IEC 60601-2-22.
Additionally, conducting tests in accordance with IEC 60601-1 and IEC 60601-1-2 standards further ensures the device's compliance with essential safety and electromagnetic compatibility requirements. IEC 60601-1 focuses on the basic safety and essential performance of medical electrical equipment, while IEC 60601-1-2 addresses the electromagnetic disturbances and immunity of the device. These comprehensive evaluations enhance the overall safety profile and operational integrity of the device, providing additional assurance to users and stakeholders.
# L) Conclusions
The conclusion drawn from the nonclinical tests demonstrates that the subject device in 510(K) submissions, the subject device is as safe, as effective, and performs as well as or better than the legally marketed predicate device cleared under K212734
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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.