K140848 · Talladium, Inc. · EIH · Dec 17, 2014 · Dental
Device Facts
Record ID
K140848
Device Name
LUMINESSE PORCELAIN SYSTEM
Applicant
Talladium, Inc.
Product Code
EIH · Dental
Decision Date
Dec 17, 2014
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 872.6660
Device Class
Class 2
Indications for Use
The Luminesse Porcelain is intended to be used by trained dental technicians or on the order of a dental professional. The Luminesse Porcelain is not for use by the general public or over the-counter.
Device Story
Luminesse Porcelain System comprises dental porcelain materials (low fusing, high fusing, zirconia) used by dental technicians to fabricate biocompatible crowns, bridges, and veneers. System includes pressable ingots, powders (opaque, dentin, incisal, modifiers, correction, glaze), and liquids. Technician applies porcelain to metal, zirconia, or pressable ceramic frameworks; material is fired to fuse to the base. Coefficient of thermal expansion (CTE) is adjusted to match base materials to prevent cracking and stress-induced damage. Final output is a custom dental prosthetic. Used in dental laboratories; operated by trained technicians on prescription from dental professionals. Benefits include restoration of dental function and esthetics.
Clinical Evidence
Bench testing only. Testing conducted in accordance with ISO 6872 to determine flexural strength, solubility, and glass transition temperature. No clinical data provided.
Technological Characteristics
Leucite-fortified glass ceramic and feldspathic porcelain. Provided in powder, liquid, paste, and pressable pellet formats. CTE adjusted to match base materials (metal or zirconia). Bench testing per ISO 6872. No software or electronic components.
Indications for Use
Indicated for use in conjunction with metal, zirconia, or pressable ceramic framework in the construction of crowns, bridgework, and veneers for dental patients.
Regulatory Classification
Identification
Porcelain powder for clinical use is a device consisting of a mixture of kaolin, felspar, quartz, or other substances intended for use in the production of artificial teeth in fixed or removable dentures, of jacket crowns, facings, and veneers. The device is used in prosthetic dentistry by heating the powder mixture to a high temperature in an oven to produce a hard prosthesis with a glass-like finish.
{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 image of a human figure in profile, with three faces overlapping to suggest a sense of community or interconnectedness. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular pattern around the figure.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
December 17, 2014
Talladium Incorporated Mr. Edward Harms Vice President OA/RA 27360 West Muirfield Lane Valencia, CA 91326
Re: K140848
Trade/Device Name: Luminesse Porcelain System Regulation Number: 21 CFR 872.6660 Regulation Name: Porcelain powder for clinical use Regulatory Class: II Product Code: EIH Dated: September 15, 2014 Received: September 18, 2014
#### Dear Mr. Harms:
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}------------------------------------------------
Page 2 - Mr. Harms
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 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/Resourcesfor You/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 vours.
# Erin | Keith -S
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}------------------------------------------------
### Section 4: Indications for Use
510(k) Number (if known):
Device Name: Luminesse Porcelain System
Indications for Use:
The Luminesse Porcelain System is dental porcelain material to be used in conjunction with metal, zirconia, or pressable ceramic framework in the construction of crowns and/or bridgework and veneers.
Prescription Use
(Part 21 CFR 801 Subpart D) (21 CFR 807 Subpart C)
# (PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of Center for Devices and Radiological Health (CDRH)
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image shows the logo and contact information for Talladium Incorporated. The logo features a stylized "T" with orbiting electrons. The contact information includes the address 27360 West Muirfield Lane, Valencia, California 91355, phone number (661) 295-0900, fax number (661) 295-0895, and email address info@talladium.com.
#### 510(k) Summary
December 15, 2014
Contact: Edward R. Harms, CEO
Tel: 661-295-0900 ext: 182
Email: eddie@talladium.com
| General Information | |
|-------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------|
| Trade Name | Luminesse Porcelain |
| Luminesse Porcelain's Assigned 510k | K140848 |
| Common Name | Porcelain powder for clinical use |
| Predicate 510(k) | Duceragold Porcelains (K040421), Willi Geller<br>Creation Porcelain<br>(K981490), NobelRondo Dental Ceramic -<br>Zirconia (K043312) |
| Product Code | EIH |
| Regulation No. | 872.6660 Porcelain Powder for Clinical Use |
| Classification | Class II |
| Review Panel | Dental |
| Manufacturer | Talladium Incorporated |
| Registration # | 2023129 |
| Submission Type | Traditional 510k for a New Device |
#### Device Description:
The Luminesse Porcelain is dental porcelain used by dental technicians to create biocompatible crowns, bridges, and veneers. It consists of three categories: low fusing, high fusing, and zirconia porcelain. The application, indication, and performance is the same for all three categories; therefore, it is a porcelain system. It includes Pressable Ingots, Opaque Powders, Opaque Powders, Opacious Dentins, Dentins, Incisal Powders, Stains, Incisal Transluscents, Dentin Modifiers, Correction Powder, Glaze Powder, Glaze Liquid, Modeling Liquid, and Opaque Liquid. The dental technician will use various components of the system to create the specific, desired dental prosthetic, for the sole use of individual dental patients. It is for prescription use only.
#### Intended Use:
The Luminesse Porcelain is intended to be used by trained dental technicians or on the order of a dental professional. The Luminesse Porcelain is not for use by the general public or over the-counter.
{4}------------------------------------------------
Image /page/4/Picture/0 description: The image shows the logo and contact information for Talladium Incorporated. The logo features a stylized "T" surrounded by atomic symbols. The contact information includes the address 27360 West Muirfield Lane, Valencia, California 91355, phone number (661) 295-0900, fax number (661) 295-0895, and email address info@talladium.com.
#### Indications for Use:
The Luminesse Porcelain is porcelain material to be used in conjunction with metal, zirconia, or pressable ceramic framework in the construction of crowns and/or bridgework and veneers.
#### Technological Characteristics:
Luminesse Porcelain is used to veneer or press over the appropriate base materials (metal or zirconia). In order to prevent cracking and avoid damage of the restoration due to the thermally-induced stress, the average coefficient of thermal expansion has been adjusted to a coefficient of thermal expansion of the appropriate base materials, which allows fusion to the base materials. This is the main technological characteristic of the dental porcelains in general, and it is shared by the subject device and predicate devices. Bench testing to determine flexural strength, solubility, and glass transition temperature
was conducted in accordance with ISO 6872.
#### Conclusion:
All components found in Luminesse Porcelain have been used in legally marketed devices and were found safe for dental use. It has the same technological characteristics, chemical composition, manufacturing process, and same intended use as the predicate devices. Components of this product have not changed in any way that would adversely affect biocompatibility; therefore, it is determined that no biocompatibility testing is necessary for this product. The Luminesse Porcelain, as designed and manufactured, is as safe and effective as the predicate devices.
{5}------------------------------------------------
## PREDICATE DEVICES COMPARISON TABLE - LUMINESSE PORCELAIN PRODUCT SIMILARITIES AND DIFFERENCES
| Company<br>Information | US FDA 510(k)<br>Number | Product Name | Indications | Technology | Design/Material Composition |
|---------------------------|-------------------------------|-----------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Talladium<br>Incorporated | K140848 | Luminesse<br>Porcelain,<br>Low-Fusing | The Luminesse Low-Fusing is<br>porcelain material to be used in<br>conjunction with metal, or<br>pressable ceramic framework in<br>the construction of crowns<br>and/or bridgework and<br>veneers. | TALLADIUM's Luminesse LF (Low Fusing) is a low-fusing glass/leucite<br>ceramic keyed to the *VITA® shade guide. For Porcelain Fused-to-Metal<br>restorations the recommended alloy CTE range for the Luminesse II is<br>13.8 - 14.4 @ 600 ºC. Luminesse LH can be used on All Ceramic (AC),<br>Pressed-to-Metal (PTM) and Fused-to-Metal Restorations (FTM). | Leucite-fortified glass ceramic provided in powder, liquids and<br>pressable pellets delivery designs. |
| Talladium<br>Incorporated | K140848 | Luminesse<br>Porcelain<br>High-Fusing | The Luminesse High-Fusing is<br>porcelain material to be used in<br>conjunction with metal, or<br>pressable ceramic framework in<br>the construction of crowns<br>and/or bridgework and<br>veneers. | TALLADIUM's Luminesse HF (Low Fusing) is a high-fusing glass/leucite<br>ceramic keyed to the *VITA® shade guide for life-like esthetics. For<br>Porcelain Fused-to-Metal restorations the recommended alloy CTE range<br>for the Luminesse HF is 13.8 - 15.1 @ 600 ºC. Luminesse HF can be used<br>on All Ceramic (AC), Pressed-to-Metal (PTM) and Fused-to-Metal<br>Restorations (FTM). In contrast to Luminesse LF, HF offers a higher<br>tensile strength during cyclical firings and higher translucency. | Leucite-fortified glass ceramic provided in powder, liquids and<br>paste designs. |
| Talladium<br>Incorporated | K140848 | Luminesse<br>Porcelain,<br>Zirconia | The Luminesse Zirconia is<br>porcelain material to be used in<br>conjunction with zirconia<br>framework in the construction<br>of crowns and/or bridgework<br>and veneers. | TALLADIUM's Luminesse ZR is a high feldspathic-content veneering<br>porcelain and an ideal match for all zirconia or lithium disilicate<br>substructures. Its 13.2 average CTE provides suitability to zirconia<br>restorations. | Feldspathic porcelain designed specifically foir zirconia<br>substructure restorations. These are provided in liquid and<br>powder application formats. |
| Dentsply<br>International | K040421<br>(Predicate Device) | Duceragold®<br>Porcelains | Preparation of crowns and<br>bridges - veneering metal<br>Framework and copings and<br>veneering pressable ceramic. | Ducera Gold is a low-fusing porcelain used for PFM restorations. At an<br>average CTE of 15.1, it is used successfully on certain metal substrates.<br>SIMILARITIES: Geared toward low-fusing CTE metals to prevent cracking;<br>Available in powder and paste;<br>Instructions of use:<br>(1) Tooth/Dye Preparation<br>(2) Waxing<br>(3) Spruing<br>(4) Investing<br>(5) Burnout<br>(6) Pressing<br>(7) Divesting<br>(8) Opaque firing<br>(9) Apply Porcelain<br>(10) Build-up Dentine and Enamel layers<br>(11) A second firing may be used for fine adjustments and account for<br>shrinkage.<br>(12) A final glaze firing is necessary to achieve the ideal shine of the<br>tooth.<br>DIFFERENCES: Average CTE for Duceragold is higher; FIring temperature<br>used is higher (800C x 750C); Instructions of use (secod firing is not<br>recommended in Duceragold porcelains). | Duceragold porcelain is a silica based low CTE porcelain<br>offered in the powder and liquid formats for metal-based<br>substructures.<br>Specific material makeup of Duceragold were not publicly<br>available likely due to its proprietary value.<br>SIMILARITIES: The application and general basis of the<br>chemistry is substantially equivalent to Luminesse Low-Fusing<br>porcelain; Silica as the main ingredient and pigments are<br>organically based.<br>DIFFERENCES: Unless specific chemistry makeup of<br>Duceragold is known, one cannot compare the material<br>composition. |
| Jensen<br>Industries | K981490<br>(Predicate Device) | Willi Geller<br>Creation CC<br>Porcelain | Willi Geller Creation porcelain is<br>a dental ceramic that is used by<br>dental technicians to fabricate<br>dental restorations including<br>porcelain fused to metal<br>crowns and bridges, laminate<br>veneers, and inlays. | Creation CC is a high-fusing metal-ceramic with unique optical and<br>physical properties. The perfectly coordinated ceramic materials have<br>excellent homogeneity and thus guarantee high flexural strength. The<br>result: a densely sintered structure for pure and non-porous layering<br>with the utmost reliability. At an average 13.3 CTE, it is suitable to<br>Pressed-to-Metal and Fused-to-Metal restorations.<br>SIMILARITIES: Technology created to accomodate suitable metals with<br>higher CTE; Instructions of Use (as described above) are identical.<br>DIFFERENCES: Lower CTE than Luminesse HF CTE range; Not available in<br>paste as Luminesse; slight deviation in Instruction of Use, such as firing<br>temperatures. | Obtained from filed 510(k) Summary: The ceramic powders<br>in the Creation porcelain system are composed in varying<br>proportions of silicon dioxide, aluminum dioxide, sodium<br>oxide, potassium oxide, tin oxide, barium oxide and iron<br>oxide. Chemically stable mixed metal oxides, including spinel<br>baddeleyit, zircon, and periclase phases of zirconium, iron,<br>cobalt, chromium, yttrium, cerium, nickel and zinc oxides, are<br>used in trace amounts for pigmentation. The paste opaques<br>are comprised of ceramic powder fitting this description<br>suspended in glycerol, zinc chloride, sodium acetate,<br>propandiol, and aerosol. The stains are composed of silicon<br>dioxide, aluminum oxide, potassium oxide, tin oxide, barium<br>oxide, iron oxide, and calcium oxide, and chemically stable<br>mixed metal oxides for pigmentation.<br>SIMILARITIES: Most all oxides are present in both Luminesse<br>High-Fusing and Willi Geller Creation CC porcelain. |
| Nobel Biocare<br>USA LLC | K043312<br>(Predicate Device) | NobelRondo<br>Dental<br>Ceramic -<br>Zirconia | NobelRondo Dental Ceramic -<br>Zirconia is a ceramic material<br>intended for veneering<br>substructures such as single<br>crowns, multiple frameworks or<br>abutments made from zirconia. | NobelRondoTM Zirconia offers veneering for zirconia substrates in<br>dental restoration.<br>SIMILARITIES: Instruction of use and CTE.<br>DIFFERENCES: Language in instruction of use (shoulder x neck, which is<br>used in Luminesse Zirconia), | NobelRondo's Ceramic Zirconia is a silica based ceramic<br>offered in the powder for zirconia substructures' restorations<br>Specific material makeup of NobelRondo Ceramics were not<br>publicly available likely due to its proprietary value.<br>SIMILARITIES: The application and general basis of the<br>chemistry is substantially equivalent to Luminesse Zirconia<br>given its specific applicability to Zirconia restorations.<br>DIFFERENCES: Unless specific chemistry makeup of<br>NobelRondo Ceramics is known, one cannot compare the<br>material composition. However, given NobelRondo's product<br>lineup, some of their fluorescent ceramics have a different<br>pigmentation composition. |
{6}------------------------------------------------
{7}------------------------------------------------
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.