NS033C is to be used as a light body material for: - Two step putty/wash technique - Single step putty/wash technique - Functional peripheries - Silicon dental impressions - Crown/bridge work - Inlays, Onlays NS017C/NS017T is to be used as a heavy body material for: - Two step putty/wash technique - Single step putty/wash technique - Functional peripheries - Crown/bridge work - Inlays, Onlays MSP is to be used as a putty body material for: - Two step putty/wash technique - Single step putty/wash technique - Functional peripheries - Crown/bridge work - Inlays, Onlays MSBC is to be used as a bite type for: - Making accurate occlusal registrations - Standards bite registrations in the end bite position. - Key material for needle point registration. - Production of small model segments MSRC is to be used as a regular body material for: - Two step putty/wash technique - Single step putty/wash technique - Functional peripheries - Reline impressions - Crown/bridge work - Inlays, Onlays MSCC is to be used as a regular body material for: - Two step putty/wash technique - Single step putty/wash technique - Functional peripheries - Reline impressions - Crown/bridge work - Inlays, Onlays
Device Story
PEAK is a two-component (1:1 base/catalyst) vinyl polysiloxane dental impression material. Available in four viscosities (light, heavy, putty, regular) and delivered via cartridges or jars. Used by dental professionals in clinical settings to create dental impressions for crown/bridge work, inlays, onlays, reline impressions, and occlusal registrations. The material is manually mixed and applied to the patient's oral cavity to capture anatomical structures. The resulting impression serves as a physical model for dental restorations. Benefits include accurate reproduction of oral geometry for prosthetic fabrication.
Clinical Evidence
Bench testing only. Compliance with ISO 4823 (consistency, mixing/working time, detail reproduction, gypsum compatibility, linear dimensional change, elastic recovery, strain-in-compression) and ISO 10993 (cytotoxicity, skin sensitization, oral mucous irritation, acute systemic toxicity).
Technological Characteristics
Vinyl polysiloxane impression material. Four viscosities (light, heavy, putty, regular). 1:1 mixing ratio. Non-sterile. Delivery via cartridges or jars. Complies with ISO 4823 and ISO 10993 standards.
Indications for Use
Indicated for dental patients requiring impressions for crown/bridge work, inlays, onlays, reline impressions, functional peripheries, and occlusal registrations.
Regulatory Classification
Identification
Impression material is a device composed of materials such as alginate or polysulfide intended to be placed on a preformed impression tray and used to reproduce the structure of a patient's teeth and gums. The device is intended to provide models for study and for production of restorative prosthetic devices, such as gold inlays and dentures.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a stylized caduceus symbol, which is a staff with two snakes coiled around it. The words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" are arranged in a circular pattern around the symbol. The logo is black and white.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
October 22, 2015
Neosil Co., Ltd c/o Ms. Priscilla Chung Regulatory Affairs Consultant LK Consulting Group Usa, Inc. 2651 E Chapman Ave Ste 110 Fullerton, California 92831
Re: K152180
Trade/Device Name: PEAK Regulation Number: 21 CFR 872.3660 Regulation Name: Impression Material Regulatory Class: II Product Code: ELW Dated: July 29, 2015 Received: August 4, 2015
Dear Ms. Chung:
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.
{1}------------------------------------------------
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 devicerelated 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" (21 CFR 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,
Tina
Kiang -S
for Erin I. Keith, M.S. Director Division of Anesthesiology, General Hospital. Respiratory. Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
# Indications for Use
510(k) Number (if known) K152180
Device Name PEAK
Indications for Use (Describe)
NS033C is to be used as a light body material for:
- Two step putty/wash technique
- · Single step putty/wash technique
- · Functional peripheries
- · Silicon dental impressions
- Crown/bridge work
- Inlays, Onlays
NS017C/NS017T is to be used as a heavy body material for:
- Two step putty/wash technique
- Single step putty/wash technique
- · Functional peripheries
- Crown/bridge work
- Inlays, Onlays
MSP is to be used as a putty body material for:
- Two step putty/wash technique
- · Single step putty/wash technique
- · Functional peripheries
- Crown/bridge work
- Inlays. Onlays
MSBC is to be used as a bite type for:
- Making accurate occlusal registrations
- · Standards bite registrations in the end bite position.
- · Key material for needle point registration.
- Production of small model segments
MSRC is to be used as a regular body material for:
- Two step putty/wash technique
- · Single step putty/wash technique
- Functional peripheries
- Reline impressions
- Crown/bridge work
- Inlays, Onlays
MSCC is to be used as a regular body material for:
- Two step putty/wash technique
- · Single step putty/wash technique
- · Functional peripheries
- · Reline impressions
- Crown/bridge work
- Inlays. Onlays
FORM FDA 3881 (1/14)
Form Approved: OMB No. 0910-0120 Expiration Date: January 31, 2017 See PRA Statement below.
{3}------------------------------------------------
Type of Use (Select one or both, as applicable)
2 Prescription Use (Part 21 CFR 801 Subpart D)
_ Over-The-Counter Use (21 CFR 801 Subpart C)
# PLEASE DO NOT WRITE BELOW THIS LINE – CONTINUE ON A SEPARATE PAGE IF NEEDED.
# FOR FDA USE ONLY
Concurrence of Center for Devices and Radiological Health (CDRH) (Signature)
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.qov
"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}------------------------------------------------
# 510(k) Summary (K152180)
This summary of 510(k) is being submitted in accordance with requirements of 21 CFR Part 807.92.
October 21, 2015 Date: ________________________________________________________________________________________________________________________________________________________________________
## Applicant / Submitter: 1.
Neosil Co., Ltd. 63, Gongdanseoro 18beon-gil, Geumjeong-gu, Busan Republic of Korea
Tel: +82-51-465-5456 Fax: +82-51-462-6810
### 2. Submission Correspondent:
Priscilla Chung LK Consulting Group USA, Inc. 2651 E Chapman Ave Ste 110, Fullerton, CA 92831
Phone: 714-202-5789 Fax: 714-409-3357 Email: juhee.c@lkconsultinggroup.com
#### 3. Device:
| Proprietary Name: | PEAK |
|------------------------------|----------------------------|
| Common Name: | Dental Impression Material |
| Classification Name: | Material, Impression |
| Classification: | Class II, 21 CFR 872.3660 |
| Classification Product Code: | ELW |
### 4. Predicate Device:
BONASIL A+ by DMP, Limited (K102836)
{5}------------------------------------------------
### Device Description: 5.
PEAK is a two component (base paste and catalyst, mixing ratio 1:1) vinyl polysiloxane impression material to be used for impressions, where typically alginates are used. The PEAK offers four different viscosities (light, heavy, putty and regular) in delivery systems of cartridges and jars. The device includes accessories such as a spoon.
PEAK offers one light body type: NS033C.
PEAK offers two regular body types: MSRC and MSCC with different material compositions and color. The MSCC has clear appearance.
PEAK offers two heavy body types: NS017C/NS017T and MSBC with different material compositions and color. MSBC is a bite type particularly.
#### 6. Intended Use:
NS033C is to be used as a light body material for:
- Two step putty/wash technique .
- Single step putty/wash technique
- Functional peripheries .
- Silicon dental impressions
- Crown/bridge work .
- Inlays, Onlays
NS017C/NS017T is to be used as a heavy body material for:
- Two step putty/wash technique .
- Single step putty/wash technique .
- · Functional peripheries
- Crown/bridge work
- · Inlays, Onlays
MSP is to be used as a putty body material for:
- Two step putty/wash technique .
- Single step putty/wash technique
- Functional peripheries .
- Crown/bridge work
- Inlays, Onlays
MSBC is to be used as a bite type for:
- · Making accurate occlusal registrations
- · Standards bite registrations in the end bite position.
- Key material for needle point registration. .
- Production of small model segments
MSRC is to be used as a regular body material for:
- Two step putty/wash technique .
- Single step putty/wash technique .
- · Functional peripheries
- · Reline impressions
- Crown/bridge work
{6}------------------------------------------------
- Inlays, Onlays .
MSCC is to be used as a regular body material for:
- Two step putty/wash technique
- . Single step putty/wash technique
- · Functional peripheries
- · Reline impressions
- Crown/bridge work
- Inlays, Onlays
## Performance Data(Non-Clinical): 7.
The following properties were tested based on the referenced standards. All the test results support substantial equivalence to the predicate devices.
- . ISO 4823 - Consistency Test, Mixing Time Test, Working Time Test, Detail Reproduction Test, Test for Compatibility with Gypsum, Linear Dimensional Change Test, Elastic Recovery Test, and Strain-in-Compression Test
- ISO 10993-5 Cytotoxicity Test .
- ISO 10993-10 Skin Sensitization Test, Oral Mucous Irritation Test .
- . ISO 10993-11 - Acute Systemic Toxicity Test
- . Other bench testing - Shelf life, Visual Inspection, Weight and Component Color Check
#### 8. Substantial Equivalence
The PEAK is substantially equivalent to the predicate device described herein with respect to intended use, device design, accessory components, base material and delivery method. Also the curing mechanism of the subject device and the predicate devices is substantially equivalent in principle. This supports that the compatibility of the subject device are substantially equivalent to the predicate devices.
The difference might be the compositions of some materials; however, the biocompatibility and the results of performance testing performed according to ISO 4823 show that this difference does not raise issues in safety and effectiveness.
| | Subject Device | Predicate Device |
|---------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(K) Number | N / A | K102836 |
| Trade Name | PEAK | BONASIL A+ |
| Manufacturer | Neosil Co., Ltd | DMP, Limited |
| Product Code | ELW | ELW |
| Intended Use | NS033C is to be used as a light body material for:<br>- Two step putty/wash technique | Bonasil A+ Light (light normal set, light fast set) is to be used as a light body material for :<br>- Two step putty/wash technique |
| | Single step putty/wash technique Functional peripheries Silicon dental impressions Crown/bridge work Inlays, Onlays NS017C/NS017T is to be used as a heavy body material for: Two step putty/wash technique Single step putty/wash technique Functional peripheries Crown/bridge work Inlays, Onlays MSP is to be used as a putty body material for: Two step putty/wash technique Single step putty/wash technique Functional peripheries Crown/bridge work Inlays, Onlays MSBC is to be used as a bite type for: Making accurate occlusal registrations Standards bite registrations in the end bite position. Key material for needle point registration. Production of small model segments MSRC is to be used as a regular body material for: Two step putty/wash technique Single step putty/wash technique Functional peripheries Reline impressions Crown/bridge work Inlays, Onlays MSCC is to be used as a regular body material for: Two step putty/wash technique Single step putty/wash technique Functional peripheries Reline impressions Crown/bridge work Inlays, Onlays | Single step putty/wash technique Functional peripheries Reline impressions Crown/bridge work Inlays, Onlays Bonasil A+ Heavy (heavy normal set, heavy fast set) is to be used as a heavy body material for : Two step putty/wash technique Single step putty/wash technique Functional peripheries Crown/bridge work Inlays, Onlays Bonasil A+ Putty (putty normal set, putty fast set, putty soft, putty extra hard, lab putty) is to be used as a preliminary material for : Two step putty/wash technique Single step putty/wash technique Functional peripheries Crown/bridge work Inlays, Onlays Bonasil A+ Bonabite (bonabite fast set) is to be used as a light body material for: Making accurate occlusal registrations Standards bite registrations in the end bite position. Key material for needle point registration. Production of small model segments |
| Raw Material | Vinyl polysiloxane | Vinyl polysiloxane |
| Human Factor | Ready to use dispensing system | Ready to use dispensing system |
| Biocompatibility | Biocompatible conforming to ISO 10993-1 | Biocompatible conforming to ISO 10993-1 |
| | Meets ISO 4823 specifications | Meets ISO 4823 specifications |
| Physical Properties | 1) NS033C<br>- Working time : more than 40sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 3 | 1) Bonasil A+ Light<br>- Working time : about120sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 3 |
| | 2) NS017C/NS017T<br>- Working time : more than 40sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 1 | 2) Bonasil A+ Heavy<br>- Working time : about 120sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 1 |
| | 3) MSP<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 0 | 3) Bonasil A+ Putty<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 0 |
| | 4) MSBC<br>- Working time : more than 30sec<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 1 | 4) Bonasil A+Bonabite<br>- Working time : about 30sec<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 2<br>- Hardness : more than 20HD |
| | 5)MSRC<br>- Mixing time : more than 30sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 2 | |
| | 6)MSCC<br>- Mixing time : more than 30sec<br>- Elastic recovery rate : more than 96.5%<br>- Linear Dimensional change : less than 1.5%<br>- Classification according to the standards (ISO 4823) : Type 2 | |
| Mixing ratio | 1:1 | 1:1 |
| Sterility | Non-sterile | Non-sterile |
{7}------------------------------------------------
{8}------------------------------------------------
# 9. Conclusion:
Based on the testing results, Neosil Co., Ltd. concludes that the PEAK is substantially equivalent to the predicate devices.
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.