K143145 · Lina Medical Aps · GEI · Dec 4, 2014 · General, Plastic Surgery
Device Facts
Record ID
K143145
Device Name
SafeAir Smoke Pencil
Applicant
Lina Medical Aps
Product Code
GEI · General, Plastic Surgery
Decision Date
Dec 4, 2014
Decision
SESE
Submission Type
Special
Regulation
21 CFR 878.4400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The SafeAir Smoke Pencil is designed for general electrosurgical applications including cutting and coagulation and for removing smoke generated by electrosurgery when used in conjunction with an effective smoke evacuation system. The pencil enables the operator to remotely conduct an electrosurgical current from the output connector of an electrosurgical unit to the operative site for the desired surgical effect.
Device Story
SafeAir Smoke Pencil is a sterile, single-use, integrated electrosurgical pencil and smoke evacuation handpiece. Device connects to a user-supplied monopolar electrosurgical generator and a smoke evacuation system (filtration or central vacuum). Operator uses rocker or push-button switches on the handpiece to activate monopolar cut or coagulate functions while simultaneously capturing surgical smoke plume via an integrated suction sleeve. Device features 70 mm stainless steel blade electrodes (coated or uncoated). Smoke evacuation tubing includes dual 8 mm and 22 mm connectors. Used in surgical environments to minimize personnel exposure to surgical smoke. Output is the delivery of electrosurgical current to the operative site for tissue cutting or coagulation, with concurrent smoke plume capture.
Clinical Evidence
Bench testing only. Testing included biocompatibility (ANSI/AAMI/ISO 10993-1), electrical safety (ISO 60601-1, ISO 60601-2-2), integrity and functionality after aging, thermal spread, and sterilization validation (ANSI/AAMI/ISO 11135-1) to a sterility assurance level of 10^-6.
Technological Characteristics
Sterile, single-use electrosurgical pencil with integrated smoke evacuation. Materials: stainless steel (electrodes), polypropylene (connector), styrene butadiene copolymer (suction sleeve), ABS with barium sulfate (sleeve), ABS with thermoplastic elastomer (housing). Dimensions: 15 mm x 190 mm handpiece; 70 mm electrodes. Monopolar energy source (max 6 kV peak). Sterilization: Ethylene Oxide (EO).
Indications for Use
Indicated for general electrosurgical applications, including cutting and coagulation, and for smoke removal during electrosurgery in conjunction with an evacuation system. Intended for use by clinicians in surgical settings.
Regulatory Classification
Identification
An electrosurgical cutting and coagulation device and accessories is a device intended to remove tissue and control bleeding by use of high-frequency electrical current.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo is a circular seal with the words "DEPARTMENT OF HEALTH & HUMAN SERVICES • USA" around the perimeter. Inside the circle is a stylized image of three human profiles facing to the right, with a design that resembles a bird in flight above them.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
December 11, 2014
LiNA Medical ApS Anne Klitgard QA/RA Manager Formervangen 5 Glostrup, Demark, DK-2600
Re: K1413145 Trade/Device Name: SafeAir Smoke Pencil Regulation Number: 21 CFR 878.4400 Regulation Name: Electrosurgical cutting and coagulation device and accessories Regulatory Class: Class II Product Code: GEI Dated: October 31, 2014 Received: November 3, 2014
Dear Ms. Klitgard,
This letter corrects our substantially equivalent letter of 12/4/2014.
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. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must
{1}------------------------------------------------
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 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. Also, please note the regulation entitled. "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours.
# David Krause -S
for
Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
{2}------------------------------------------------
## Indications for Use
510(k) Number (if known) K143145
Device Name SafeAir Smoke Pencil
#### Indications for Use (Describe)
The SafeAir Smoke Pencil is designed for general electrosurgical applications including cutting and for removing smoke generated by electrosurgery when used in conjunction with an effective smoke evacuation system. The pencil enables the operator to remotely conduct an electrosurgical current from the output connector of an electrosurgical unit to the operative site for the desired surgical effect.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
> Prescription Use (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
Form Approved: OMB No. 0910-0120
Expiration Date: January 31, 2017
See PRA Statement below.
#### 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."
4-1
{3}------------------------------------------------
K143145 Page 1 of 6
# 510(k) Summary
- LiNA Medical ApS Applicant: Formervangen 5 2600 Glostrup Denmark
- Contact: Anne Klitgård QA/RA Manager Phone: +45 43 29 66 50 Fax: +45 43 29 66 99 Email: akl(@)lina-medical.com
Registration Number: 3002626775
Date Summary Prepared: 29 October 2014
Trade Name: SafeAir Smoke Pencil
Common Name: Electrosurgical cutting and coagulation device and accessories
- Classification Data: 21 CFR 878.4400, Electrosurgical cutting and coagulation device and accessories, Product Code GEI, Class II 510(k)
Special 510(k) - device modifications and line Reason for 510(k) Submission: extension with no change to fundamental scientific technology or intended use. Device Modification: LiNA Medical ApS submits this Special 510(k) for the SafeAir Smoke Pencil. The modifications are as follows.
- Modification of electrode connector material for coated blade electrode
- Addition of clip and holster accessories to the package
- . The 70 mm blade electrodes (coated and uncoated) and suction sleeve will be provided pre-mounted onto the pencil
The modifications change neither the intended use, the indications for use, nor the fundamental scientific technology of the system.
{4}------------------------------------------------
| Line Extension: | The line of electrodes offered for use with the<br>SafeAir Smoke Pencil will be expanded to include<br>the following configuration: |
|----------------------|-----------------------------------------------------------------------------------------------------------------------------------------|
| | • Blade electrode, coated, 70 mm length |
| | The line extension does not change the intended<br>use, indications for use, or the fundamental<br>scientific technology of the system. |
| Predicate SE Device: | SafeAir Smoke Pencil, K142538 |
#### Indications for Use:
The SafeAir Smoke Pencil is designed for general electrosurgical applications including cutting and coagulation and for removing smoke generated by electrosurgery when used in conjunction with an effective smoke evacuation system. The pencil enables the operator to remotely conduct an electrosurgical current from the output connector of an electrosurgical unit to the operative site for the desired surgical effect.
#### Device Description:
The SafeAir Smoke Pencil is a sterile, single-use, integrated electrosurgical pencil and smoke evacuation handpiece. The device is designed for general electrosurgical applications and for removing smoke generated by electrosurgery when used in conjunction with an effective smoke evacuation system. The integration of the electrosurgical pencil and smoke evacuation enables the operator to activate an electrosurgical current as well as capture smoke plume simultaneously.
The SafeAir Smoke Pencil is available in two activation switch configurations, a rocker style and push-button style, which activate monopolar cut or coagulate functions. The pencil is connected to smoke evacuation tubing which features a dual connector (8 and 22 mm) to allow the user to connect to a variety of smoke evacuation systems including filtration or central vacuum systems, thus minimizing exposure of personnel to surgical smoke plume. Electrodes are available in either 70 mm blade or 70 mm coated blade configurations.
{5}------------------------------------------------
## Device Models:
| Description | Part Numbers |
|--------------------------------------------------------------------------------|----------------|
| SafeAir Smoke Pencil with 70 mm blade electrode | SHK-VS-TS |
| SafeAir Smoke Pencil with 70 mm blade electrode,<br>rocker button style | SHK-VS-RS-TS |
| SafeAir Smoke Pencil with 70 mm coated blade<br>electrode | SHK-VS-C-TS |
| SafeAir Smoke Pencil with 70 mm coated blade<br>electrode, rocker button style | SHK-VS-RS-C-TS |
### Performance Data (Non-Clinical Tests):
The results of performance testing demonstrate that the functionality, integrity, and safety and effectiveness of the SafeAir Smoke Pencil and electrodes are sufficient for their intended use and support a determination of substantial equivalence.
### Summary of Performance Testing:
Biocompatibility testing was performed on the subject device in accordance with ANSI/AAMI/ISO 10993-1:2009: Biological Evaluation of Medical Devices-Part 1: Evaluation and Testing. Results of testing validate the subject device is biocompatible as intended for use.
The SafeAir Smoke Pencil is available only in sterile packaged form. The sterile product will be terminally sterilized using ethylene oxide (EO). The sterilization method was validated and performed in accordance with ANSI/AAMI/ISO 11135-1:2007, Sterilization of health care products - Ethylene oxide. A sterility assurance level of 10° has been validated for this product.
Performance testing was conducted on the subject devices as determined by the risk analysis of the product. The following areas were evaluated:
- Electrical safety testing
- Integrity and functionality testing after aging
- Thermal spread testing
- Biocompatibility testing
- Sterilization and packaging testing
{6}------------------------------------------------
# Predicate Comparison:
| | Description | SafeAir Smoke Pencil<br>(Subject) | SafeAir Smoke Pencil,<br>K142538<br>(Predicate) | Explanation of<br>Difference |
|------------------------------------|---------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|
| | 510(k)<br>Number | Not yet assigned | K142538 | N/A |
| | Product Code | GEI | GEI | Same |
| | Regulation<br>Number | 21 CFR 878.4400 | 21 CFR 878.4400 | Same |
| | Regulation<br>Name | Electrosurgical cutting and<br>coagulation device and<br>accessories | Electrosurgical cutting and<br>coagulation device and<br>accessories | Same |
| | Product<br>Classification | Class II | Class II | Same |
| Regulatory Information | Indications<br>for use | The SafeAir Smoke Pencil<br>is designed for general<br>electrosurgical applications<br>including cutting and<br>coagulation and for<br>removing smoke generated<br>by electrosurgery when used<br>in conjunction with an<br>effective smoke evacuation<br>system. The pencil enables<br>the operator to remotely<br>conduct an electrosurgical<br>current from the output<br>connector of an<br>electrosurgical unit to the<br>operative site for the desired<br>surgical effect. | The SafeAir Smoke Pencil<br>is designed for general<br>electrosurgical applications<br>including cutting and<br>coagulation and for<br>removing smoke generated<br>by electrosurgery when used<br>in conjunction with an<br>effective smoke evacuation<br>system. The pencil enables<br>the operator to remotely<br>conduct an electrosurgical<br>current from the output<br>connector of an<br>electrosurgical unit to the<br>operative site for the desired<br>surgical effect. | Same |
| | Overall Design Concept | Overall<br>Design | Device designed to integrate<br>smoke evacuation into<br>electrosurgery by combining<br>both features into a single<br>handpiece | Device designed to integrate<br>smoke evacuation into<br>electrosurgery by combining<br>both features into a single<br>handpiece |
| Power supply | | Monopolar generator<br>supplied by user | Monopolar generator<br>supplied by user | Same |
| Monopolar<br>Generator<br>Setting | | Maximum 6 kV peak | Maximum 6 kV peak | Same |
| Electrical<br>Connector | | US-3-Pin | US-3-Pin | Same |
| | Electrical<br>Safety Testing | ISO 60601-1<br>ISO 60601-2-2 | ISO 60601-1<br>ISO 60601-2-2 | Same |
| | Description | SafeAir Smoke Pencil<br>(Subject) | SafeAir Smoke Pencil,<br>K120454<br>(Predicate) | Explanation of<br>Difference |
| Electrode Technology and Materials | Sterility | Sterile, single use only<br>Sterilized by Ethylene<br>Oxide gas<br>Sterility Assurance level =<br>$10^{-6}$ | Sterile, single use only<br>Sterilized by Ethylene<br>Oxide gas<br>Sterility Assurance level =<br>$10^{-6}$ | Same |
| | Packaging | Single pencil unit with<br>preassembled blade and<br>suction sleeve, holster, and<br>clip in an individual Tyvek<br>sealed pouch, sold 10 per<br>box. | Single pencil unit with<br>blade, in an individual<br>Tyvek sealed pouch, sold 10<br>per box. | Similar - Blade<br>and suction<br>sleeve are<br>preassembled,<br>holster and clip<br>included. |
| | Electrode rod<br>material | Stainless steel | Stainless steel | Same |
| | Electrode rod<br>diameter | 2.4 mm (3/32 inches) | 2.4 mm (3/32 inches) | Same |
| | Electrode<br>connector<br>material | Polypropylene | Polypropylene | Similar -<br>polypropylene<br>connector for<br>coated blade is<br>supplied from a<br>different source<br>than cleared<br>connector<br>material. |
| | Electrode<br>coupler shape<br>(all<br>electrodes) | Pentagonal | Pentagonal | Same |
| | Electrode,<br>blade<br>material | Stainless steel | Stainless steel | Same |
| | Electrode,<br>blade coating<br>(if present) | Polytetrafluoroethylene<br>(PTFE) | N/A | Coating is being<br>introduced in<br>this submission. |
| | Electrode<br>Length | 70 mm | 70 mm | Same |
{7}------------------------------------------------
{8}------------------------------------------------
| | Description | SafeAir Smoke Pencil<br>(Subject) | SafeAir Smoke Pencil,<br>K120454<br>(Predicate) | Explanation of<br>Difference |
|----------------------------------------------|---------------------------------------------|--------------------------------------------------------------------|--------------------------------------------------------------------|------------------------------|
| Smoke Evacuation Materials<br>and Technology | Adjustable<br>Suction<br>Sleeve<br>Material | Styrene butadiene copolymer | Styrene butadiene<br>copolymer | Same |
| | Sleeve<br>Material | Acrylonitrile butadiene<br>styrene with barium sulfate | Acrylonitrile butadiene<br>styrene with barium sulfate | Same |
| | Evacuation<br>Tubing<br>Dimension | 10 mm diameter X 3 m<br>length | 10 mm diameter X 3 m<br>length | Same |
| | Smoke<br>Evacuation<br>System<br>Connector | 8 mm, 22 mm | 8 mm, 22 mm | Same |
| | Handpiece<br>Housing<br>Material | Acrylonitrile Butadiene<br>Styrene with Thermoplastic<br>Elastomer | Acrylonitrile Butadiene<br>Styrene with<br>Thermoplastic Elastomer | Same |
| Pencil Technology and<br>Materials | Handpiece<br>Dimension | 15 mm diameter X 190 mm<br>length | 15 mm diameter X 190<br>mm length | Same |
| | Operation<br>Function<br>Switches | CUT button labeled yellow<br>and proximal to electrode | CUT button labeled yellow<br>and proximal to electrode | Same |
| | | COAG button labeled blue<br>and distal to electrode | COAG button labeled blue<br>and distal to electrode | Same |
#### Conclusion/Substantial Equivalence Rationale:
The SafeAir Smoke Pencil and Accessories are either identical or similar in intended use, indications for use, technological characteristics, safety, and effectiveness to the previously cleared SafeAir Smoke Pencil. The products have the same fundamental scientific technology, basic design, functional characteristics and applications. The modifications and line extension of a coated electrode introduced raise no new questions of safety and effectiveness. Therefore, the SafeAir Smoke Pencil is at least as safe and effective as the predicate, and evidence supports a determination of substantial equivalence.
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.