K250018 · Gigaalaser Company , Ltd. · GEX · Apr 1, 2025 · General, Plastic Surgery
Device Facts
Record ID
K250018
Device Name
Medical Diode Laser Systems (THEIA808)
Applicant
Gigaalaser Company , Ltd.
Product Code
GEX · General, Plastic Surgery
Decision Date
Apr 1, 2025
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The THEIA808 is intended for hair removal, permanent hair reduction on all skin types (Fitzpatrick skin type I-VI), including tanned skin. Permanent hair reduction is defined as the long-term, stable reduction in the number of hairs regrowing when measured at 6, 9, and 12 months after the completion of a treatment regime.
Device Story
THEIA808 is a diode laser system for hair removal. Device uses 808nm GaAlAs diode bar; laser beam coupled into handpiece via fiber-coupling technology. During operation, thermoelectric cooler (TEC) cools light outlet; NTC resistor monitors temperature; water flow in cooling module dissipates heat. Laser energy absorbed by hair melanin; thermal energy destroys hair follicle structure to prevent regeneration. Dynamic cooling at treatment head protects epidermis from heat damage, enabling painless treatment. Operated by clinician in clinical setting. Output is laser energy delivered to skin; effect is permanent hair reduction. Benefits include fast, painless, permanent hair removal.
Clinical Evidence
No clinical data. Bench testing only, including electrical safety (IEC 60601-1), electromagnetic compatibility (IEC 60601-1-2), laser safety (IEC 60825-1, IEC 60601-2-22), and biocompatibility (ISO 10993-5, -10, -23).
Technological Characteristics
808nm GaAlAs diode laser; Class IV. Handpiece materials: aluminum alloy and sapphire. Cooling: water-cooled with integrated thermoelectric cooler (TEC). Power: 110-240V AC. Standards: IEC 60601-1, IEC 60601-1-2, IEC 60825-1, IEC 60601-2-22, ISO 10993. Connectivity: Not specified.
Indications for Use
Indicated for hair removal and permanent hair reduction in patients of all skin types (Fitzpatrick I-VI), including tanned skin.
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.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
April 1, 2025
Gigaalaser Company Ltd.
Xinxing Nie
Regulations Control Manager
B15-8F, Wuhan Hi-Tech Medical device park, #818 Gaoxin Road
Wuhan, Hubei 430206
China
Re: K250018
Trade/Device Name: Medical Diode Laser Systems (THEIA808)
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: January 3, 2025
Received: January 3, 2025
Dear Xinxing Nie:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K250018 - Xinxing Nie
Page 2
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
{2}
K250018 - Xinxing Nie
Page 3
assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
YAN FU -S
Digitally signed by YAN FU -S
Date: 2025.04.01 09:30:29
-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
{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.
Submission Number (if known)
K250018
Device Name
Medical Diode Laser Systems (THEIA808)
Indications for Use (Describe)
The THEIA808 is intended for hair removal, permanent hair reduction on all skin types (Fitzpatrick skin type I-VI), including tanned skin.
Permanent hair reduction is defined as the long-term, stable reduction in the number of hairs regrowing when measured at 6, 9, and 12 months after the completion of a treatment regime.
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."
{4}
Gigaalaser Company Ltd.
# 510k Summary
K250018
## 0. Date of Preparation
25/03/2025
## 1. Submitter's Identifications
Submitter's Name: Gigaalaser Company Ltd.
Address: B15-8F, Wuhan Hi-Tech Medical device park, #818 Gaoxin Road, Wuhan 430206, China
Contact Person: Nie Xinxing
Contact Title: Regulations Control Manager
Contact Email Address: fdagigaalaser@sohu.com
Telephone: +86-18086025718
## 2. Correspondent's Identifications
Correspondent's Name: Gigaalaser Company Ltd.
Address: B15-8F, Wuhan Hi-Tech Medical device park, #818 Gaoxin Road, Wuhan 430206, China
Contact Person: Nie Xinxing
Contact Title: Regulations Control Manager
Contact E-mail Address: fdagigaalaser@sohu.com
Telephone: +86-18086025718
{5}
Gigaalaser Company Ltd.
# 3. Name of the Device
Classification Name: Powered Laser Surgical Instrument
Trade Name: Medical Diode Laser Systems
Model: THEIA808
Classification Panel: General & Plastic Surgery
Product Code: GEX
Regulation Number: 21 CFR 878.4810
Device Classification: Class II
# 4. The Predicate Devices
Primary Predicate device: K162659 Diode Laser Hair Removal System
# 5. Device Description
The Diode laser is a kind of laser with semiconductor as working material. It consists of working material, cavity resonator and power source.
The diode laser for this unit is GaAlAs diode bar, and the wavelength is 808nm. It features impact structure, high efficiency and long lifetime. Generally the beam shall be emitted as the big beam divergence of the laser from the diode. With the unique fiber-coupling technology, the laser beam can be coupled efficiently into the handpiece.
When the THEIA808 works, the thermoelectric cooler cools the light outlet, and the main device measures the working temperature of the light outlet through the NTC temperature measuring resistor.
When the temperature reaches the minimum temperature, the TEC is controlled to stop working. The heat generated by thermoelectric cooler is conducted away by the water flow in
{6}
Gigaalaser Company Ltd.
the cooling module.
The energy of the laser is preferentially absorbed by the melanin in the hair, so that the hair follicle produces high heat. Thereby destroying the structure of the hair follicle, making the hair lose the ability to regenerate, and achieving the purpose of hair removal. The light outlet (treatment head) adopts a uniquely designed dynamic cooling device.
During the hair removal process, it can ensure that the epidermis will not be burned, so that the laser heat is limited to damage the hair follicles, while allowing the heat to diffuse from the epidermis, so that the epidermis can be anesthetized in a short time. The skin will not reach the damage threshold and can be protected from heat damage, thus ensuring a painless, fast and permanent hair removal effect.
# 6. Indication for use:
The THEIA808 is intended for hair removal, permanent hair reduction on all skin types (Fitzpatrick skin type I-VI), including tanned skin.
Permanent hair reduction is defined as the long-term, stable reduction in the number of hairs regrowing when measured at 6, 9, and 12 months after the completion of a treatment regime.
# 7. Substantially Equivalent (SE) Comparison
Table 1
| | Proposed device | Primary predicate device | Comparison |
| --- | --- | --- | --- |
| 510k Number | K250018 | K162659 | --- |
| Product Code | GEX | GEX | SE |
| Proprietary Name | Medical Diode Laser Systems | Diode Laser Hair Removal System | --- |
| Model | THEIA808 | HM-DL100 | --- |
| Manufacturer | Gigaalaser Company Ltd. | Shandong Huamei Technology Co., Ltd. | --- |
{7}
Gigaalaser Company Ltd.
| Regulation No. | 21 CFR 878.4810 | 21 CFR 878.4810 | SE |
| --- | --- | --- | --- |
| Class | Class II | Class II | SE |
| Indications for use | The THEIA808 is intended for hair removal, permanent hair reduction on all skin types (Fitzpatrick skin type I-VI), including tanned skin. Permanent hair reduction is defined as the long-term, stable reduction in the number of hairs regrowing when measured at 6, 9, and 12 months after the completion of a treatment regime. | The Diode Laser Hair Removal System is intended for hair removal, permanent hair reduction on all skin types (Fitzpatrick skin type I-VI), including tanned skin. Permanent hair reduction is defined as the long-term, stable reduction in the number of hairs regrowing when measured at 6, 9, and 12 months after the completion of a treatment regime. | SE |
| Configuration | Main Unit | Main Unit | SE |
| | Handpiece | Handpiece | SE |
| | Foot Control | Foot Control | SE |
| Principle of Operation | Diode Laser | Diode Laser | SE |
| Laser Type | Diode Laser | Diode Laser | SE |
| Laser Classification | Class IV | Class IV | SE |
| Laser Wavelength | 808 nm | 808 nm | SE |
| Spot Size | 1.44 cm² | 1.44 cm² | SE |
| Fluence | 5 J/cm² to 120J/cm² | 1-120J/ cm² | SE |
| Irradiance | 0.7-347.8 W/cm² | 0.7-347.8 W/cm² | SE |
| Frequency | Adjustable from 1 Hz to 10 Hz | 0.5-15Hz | SE |
| Pulse Duration | 22-570ms | 5-400ms | Different The Pulse Duration of the proposed device is different from that of the predicate device K162659, and the |
{8}
Gigaalaser Company Ltd.
| | | | pulse width of the device does not affect safety and effectiveness. |
| --- | --- | --- | --- |
| Power Supply | 110-240 V AC, 50-60 Hz | AC 110V/60Hz | SE |
| Dimension | 510(W)*445(L)*270(H)mm | 450mm× 550mm×380mm | Different |
| Weight | 30 kg (transport status, without water)
32 kg (full of water) | 52kg | Different |
| Software | Yes | Yes | SE |
| Patient Contact Materials | Aluminum alloy and sapphire in handpiece | Sapphire in handpiece | SE |
| Cooling methods | Water cooling | Water cooling | SE |
| Cytotoxicity | No Cytotoxicity | No Cytotoxicity | SE |
| Sensitization | No evidence of sensitization | No evidence of sensitization | SE |
| Irritation | No evidence of irritation | No evidence of irritation | SE |
| Electromagnetic compatibility and electrical safety compliance | IEC 60601-1
IEC 60601-1-2
IEC 60825-1
IEC 60601-2-22 | IEC 60601-1
IEC 60601-1-2
IEC 60825-1
IEC 60601-2-22 | SE |
| Discussion for Substantially Equivalent (SE) | The proposed device Medical Diode Laser Systems products has the same purpose as the predicate device: product code, Regulation No., Class, indications for use, Configuration, Principle of Operation, Laser Type, Laser Classification, Laser wavelength, Spot Size, Fluence, Irradiance, Power Supply, Software, Patient Contact Materials, Cooling methods, Cytotoxicity, Sensitization, Irritation and Electromagnetic compatibility and electrical safety compliance.
The difference only exists in such contents: Pulse Duration, Dimension and Weight. These items can be controlled within the scope of application. These small differences between the proposed devices and predicate devices do not cause new safety and effectiveness problems. According to the non clinical test results, the proposed device is as safe, effective and has good performance as the predicate device.
So, the proposed device is Substantially Equivalent (SE) to the predicate device which is US legally market device. | | |
8. Non-Clinical Test Conclusion
{9}
Gigaalaser Company Ltd.
Non clinical tests were conducted to verify that the proposed device met all design specifications as was Substantially Equivalent (SE) to the predicate device. The test results demonstrated that the proposed device complies with the following standards:
IEC 60601-1:2005+A1:2012 Medical electrical equipment - Part 1: General requirements for basic safety and essential performance.
EN 60601-1-2:2015 / IEC 60601-1-2:2014 Medical electrical equipment - Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances- Requirements and tests.
EN 60601-2-22:2020 / IEC 60601-2-22:2019 Medical electrical equipment - Part 2-22: Particular requirements for basic safety and essential performance of surgical, cosmetic, therapeutic and diagnostic laser equipment.
EN 60825-1:2014 / IEC 60825-1:2014 Safety of laser products - Part 1: Equipment classification and requirements.
ISO 10993-5:2009, Biological Evaluation of Medical Device, Part 5-Tests for 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 irritation.
9. Clinical Test Conclusion
No clinical study is included in this submission.
10. Substantially Equivalent (SE) Conclusion
Based on the comparison and analysis above, the proposed device is determined to be Substantially Equivalent (SE) to the predicate device.
6 / 6
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:
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 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.