K262364 · Ellian Corp · GEI · Sep 2, 2026 · General, Plastic Surgery
Device Facts
Record ID
K262364
Device Name
Ellian Enigma RF Device
Applicant
Ellian Corp
Product Code
GEI · General, Plastic Surgery
Decision Date
Sep 2, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Enigma RF Device is intended for use in dermatologic procedures for electrocoagulation and hemostasis.
Device Story
Enigma RF Device is a battery-powered, handheld, pen-style electrosurgical device; delivers 1 MHz bipolar radiofrequency (RF) energy to tissue via a disposable cartridge containing 36 insulated microneedle electrodes (6x6 array). Operated by clinicians in dermatologic settings; user selects insertion depth (0.5–3.5 mm) and intensity (1–10 levels) via integrated touch display on handpiece. Device transforms electrical energy into thermal energy at needle tips; induces localized micro-coagulation and hemostasis. Battery-powered design allows portability compared to console-based predicate. Output affects tissue coagulation; benefits patient by providing controlled, localized hemostasis during dermatologic procedures.
Clinical Evidence
Bench testing only. Includes electrical safety (ANSI AAMI ES60601-1, IEC 60601-2-2, IEC 60601-1-2, IEC TS 60601-4-2), biocompatibility (ISO 10993-1), sterilization/packaging validation (ISO 11607-1, ISO 11737-1), and thermal/histopathological performance testing comparing micro-coagulation zones to the predicate.
Technological Characteristics
Bipolar RF energy source (1 MHz); 36-needle array (0.3 mm diameter, 0.5–3.5 mm depth); battery-powered handheld pen form factor; integrated touch display; charging base. Electrical safety per ANSI AAMI ES60601-1 and IEC 60601-2-2. Biocompatible materials per ISO 10993-1. Sterilized single-use needle cartridges.
Indications for Use
Indicated for dermatologic procedures requiring electrocoagulation and hemostasis. Suitable for all skin types.
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}
FDA U.S. FOOD & DRUG ADMINISTRATION
September 2, 2026
Ellian Corp
Julie Summerville
CEO
1825 E. Plano Pkwy.
Suite 200
Plano, Texas 75074
Re: K262364
Trade/Device Name: Ellian Enigma RF Device
Regulation Number: 21 CFR 878.4400
Regulation Name: Electrosurgical Cutting And Coagulation Device And Accessories
Regulatory Class: Class II
Product Code: GEI
Dated: July 10, 2026
Received: July 10, 2026
Dear Julie Summerville:
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.
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"
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K262364 - Julie Summerville
Page 2
(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 Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
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 Management System Regulation (QMSR) (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-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).
{2}
K262364 - Julie Summerville
Page 3
Sincerely,
Colin K. Chen
Digitally signed by Colin K.
Chen -S
Date: 2026.09.02 07:45:10
-04'00'
-S
Colin K. Chen
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
{3}
DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
# **Indications for Use**
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
510(k) Number (if known)
K262364
Device Name
Enigma RF Device
Indications for Use (Describe)
The Enigma RF Device is intended for use in dermatologic procedures for electrocoagulation and hemostasis.
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)
**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."*
FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740 EF
{4}
# K262364
# 510(k) SUMMARY
# Ellian Enigma RF Device
Prepared in accordance with the requirements of 21 CFR 807.92
A. SPONSOR INFORMATION
| Item | Information |
| --- | --- |
| Submitter | Ellian Corp 1825 E. Plano Parkway, Suite 200 Plano, TX 75074, USA |
| Contact Person | Julie Summerville |
| Telephone | (972) 380-2911 |
| Email | jsummerville@ellianmed.com |
| Date Prepared | September 1st, 2026 |
B. DEVICE NAME
| Item | Information |
| --- | --- |
| Trade / Proprietary Name | Enigma RF Device |
| Common / Usual Name | Electrosurgical device |
| Classification Name | Electrosurgical cutting and coagulation device and accessories |
| Regulation Number | 21 CFR 878.4400 |
| Regulatory Class | Class II |
| Product Code | GEI |
| Review Panel | General and Plastic Surgery |
| Predicate Device | VIVACE Electrosurgical System, ShenB Co., Ltd. K193070 |
# C. INTENDED USE / INDICATIONS FOR USE
The Enigma RF Device is intended for use in dermatologic procedures for electrocoagulation and hemostasis.
# D. DEVICE DESCRIPTION
The Enigma RF Device is a radiofrequency output device that delivers bipolar radiofrequency energy at 1 MHz to the human body through a disposable needle cartridge attached to a handheld, battery-powered pen-style handpiece. The system consists of a single handpiece with an integrated touch display, one type of single-patient-use disposable cartridge containing 36 insulated microneedle electrodes and a charging base.
# E. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS
{5}
The subject Enigma RF Device and the predicate VIVACE Electrosurgical System (K193070) share the same intended use, the same regulatory classification and product codes, and the same fundamental scientific technology. The tables below compare the two devices.
**Table 1. Device Identification**
| | Subject Device | Predicate Device |
| --- | --- | --- |
| **510(k) Number** | K262364 | K193070 |
| **Device Name** | Enigma RF Device | VIVACE Electrosurgical System |
| **Manufacturer** | Ellian 1825 E. Plano Parkway, Suite 200 Plano, TX 75074, USA | ShenB Co., Ltd. Shenb Bldg, 148 Seongsui-ro, Seongdong-Gu Seoul, KR 04796 |
| **Classification / Product Code** | 21 CFR 878.4400 / GEI | 21 CFR 878.4400 / GEI |
| **Regulatory Class** | Class II | Class II |
**Table 2. Indications for Use Comparison**
| | Subject Device Enigma RF Device | Predicate Device VIVACE (K193070) | Comparison |
| --- | --- | --- | --- |
| **Indications for Use** | The Enigma RF Device is intended for use in dermatologic procedures for electrocoagulation and hemostasis. | The VIVACE Electrosurgical System is intended for use in dermatologic and general surgical procedures for electrocoagulation and hemostasis and the percutaneous treatment of facial wrinkles for use with Fitzpatrick Skin Type I to Skin Type V when using the 1 MHz setting. | The predicate device is indicated for the treatment of wrinkles; the subject device's indications for use do not include wrinkle treatment. Treatment for the supported indications is appropriate for all skin types. |
**Table 3. Comparison of Technological Characteristics**
| Specification | Subject Device Enigma RF Device | Predicate Device VIVACE (K193070) | Comparison |
| --- | --- | --- | --- |
| **Source of Energy** | Bipolar RF | Bipolar Fractional RF | Same |
| **Delivery System** | Bipolar handpiece + microneedle electrodes | Bipolar handpiece + microneedle electrodes | Same |
| **RF Frequency** | 1 MHz (±10%) | 1 MHz (±10%), 2 MHz (±10%) | The 1 MHz function is the same for both devices. The subject device does not include a 2 MHz setting. |
{6}
| Specification | Subject Device Enigma RF Device | Predicate Device VIVACE (K193070) | Comparison |
| --- | --- | --- | --- |
| Maximum Power | 17 W (load resistance 500 Ω) | 1 MHz: 36 W (load resistance 500 Ω) 2 MHz: 23.3 W (load resistance 500 Ω) | The maximum power of the subject device is lower than that of the predicate device. Comparative thermal and histopathological bench testing demonstrates equivalent performance. |
| Connected Electrodes | 36 electrodes | 36 electrodes | Same |
| Electrode Array | 36 each, 6 × 6 array | 36 each, 6 × 6 array | Same |
| Needle Outer Diameter | Ø 0.3 mm | Ø 0.3 mm | Same |
| Needle Insert Depth | 0.5 – 3.5 mm (0.25 mm step, 13 settings) | 0.5 – 3.5 mm (0.1 mm step) | Same treatment depth range. |
| Intensity | 1–10 Level (1 Step) | 1–10 Level (1 Step) | Same |
| User Interface | Integrated touch display on handpiece | LCD touch screen control panel | Same function; different implementation. See discussion |
| Electrical Requirements | 100–240 VAC, 50/60 Hz (charging base) Internal rechargeable battery, 14.8 V DC | 120 VAC, 50/60 Hz | Different. The subject device is battery powered with a charging base while the predicate is mains powered. |
| Weight | 331g | 24 kg (without arm) | Different. |
| Dimensions | Pen with cartridge: 200mm (L) x 46mm (W) x 56mm (D) | (W) 380 mm × (L) 340 mm × (H) 1200 mm | Different. |
### F. PERFORMANCE DATA
The following non-clinical performance testing was conducted to support a determination of substantial equivalence:
- Electrical safety and essential performance testing in accordance with
- ANSI AAMI ES60601-1:2005/(R)2012 & A1:2012, C1:2009/(R)2012 & A2:2010/(R)2012 (Cons. Text) [Incl. AMD2:2021]
- IEC 60601-2-2 Edition 6.0 2017-03
- IEC 60601-1-2:2014 [Including AMD 1:2021]
- IEC TS 60601-4-2 Edition 1.0 2024-03
{7}
- Biocompatibility evaluation of patient-contacting components in accordance with ISO 10993-1 Fifth edition 2018-08
- Sterilization and packaging validation for the single-use needle cartridge was performed in accordance with
• ISO 11607-1 Second edition 2019-02
• ISO 11737-1 Third edition 2018-01 [Including AMD1:2021]
- Software verification and validation testing in accordance with IEC 62304:2006 - Software life cycle processes and FDA Guidance on Premarket Submissions for Device Software Functions (Enhanced Level Documentation)
- Risk Management is conducted in accordance with ISO 14971, third edition 2019-12
- Thermal and histopathological performance testing in accordance with FDA Guidance on Electrosurgical Devices
### G. SUMMARY OF SUBSTANTIAL EQUIVALENCE
The Enigma RF Device has the same intended use as the predicate VIVACE Electrosurgical System (K193070) and is regulated under the same classification regulation and product codes. Both devices deliver bipolar radiofrequency energy at 1 MHz through a bipolar handpiece and an array of 36 microneedle electrodes arranged in a \( 6 \times 6 \) configuration, inserted percutaneously to a depth within the range of 0.5 mm to 3.5 mm, with treatment intensity selectable over 10 levels. The fundamental scientific technology and the mechanism by which the clinical effect is achieved are therefore identical.
The differences in technological characteristics identified in Table 3 are addressed below.
#### Maximum power
The maximum output power of the subject device, measured into the same 500 Ω load resistance used to characterize the predicate, is lower than that of the predicate device. A lower maximum output does not introduce a new risk relative to the predicate. Comparative bench testing demonstrated that, at matched operating settings, the subject device produces thermal distributions and micro-coagulation zone dimensions comparable to those of the predicate, confirming equivalent tissue effect.
#### Electrical requirements and user interface.
The predicate device is a mains-powered console with a tethered handpiece and a console-mounted LCD touch screen control panel. The subject device is a self-contained, battery-powered handpiece with an integrated touch display and a charging base. Both devices provide the same operator control functions, namely selection of insertion depth and intensity and initiation of radiofrequency delivery. The tissue interaction at the needle-electrode interface is determined by the radiofrequency output characteristics and the electrode geometry, which are equivalent, and is not affected by the physical location of the radiofrequency generator or of the display.
### I. CONCLUSION
The Enigma RF Device has the same intended use and the same fundamental scientific technology as the predicate VIVACE Electrosurgical System (K193070). Where differences in technological characteristics exist, they represent simplifications of, or reductions relative to, the capabilities of the predicate device, and each has been shown not to raise new questions of safety or effectiveness.
Based on the comparison of intended use, technological characteristics and performance data presented, the Ellian Enigma RF Device is substantially equivalent to the predicate VIVACE Electrosurgical System (K193070).
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Guidance alerts
New and changed FDA guidance documents, emailed as a daily digest.
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
Learn the FDA Browser
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the ? 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 as a Medical Device, 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 as a Medical Device), 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.