Permanent cementation of all sorts of dental restorations including crowns, bridges, inlays/onlays, veneers and other restorations made from materials of metals/alloys, metal-ceramic and/or porcelain, composites, and their combinations. Permanent cementation for all types of root canal posts. Core build-ups.
Device Story
TopCEM Dual Cure Resin Cement is a dental luting and core build-up material. It consists of two pastes (Base and Catalyst) containing methacrylate resins (TEGDMA, EBPADMA, UDMA) and silanated barium glass fillers. The device is supplied in either separate syringes for manual mixing or double-barrel syringes for automixing. It is used by dental professionals in a clinical setting. The material is dual-curing, utilizing both photo-initiators and chemical polymerization initiators to harden. Once applied, it provides a radiopaque, durable bond for restorations and posts. The device benefits patients by providing a stable, long-term fixation for dental prosthetics and structural support for teeth requiring core build-ups.
Clinical Evidence
No clinical data. Bench testing only, conducted in accordance with ISO 4049, ISO 29022, and FDA guidance for dental composite resin devices. Tests included film thickness, working/setting time, flexural strength, water sorption/solubility, radiopacity, shear bond strength, and compressive strength. All results met established pass/fail criteria.
Technological Characteristics
Dual-cure methacrylate-based resin cement. Components: TEGDMA, EBPADMA, UDMA resins; silanated barium glass filler (approx. 40% vol, 0.01-3 microns). Form: Paste-paste (1:1 ratio). Delivery: Hand-mix or automix syringe. Radiopaque. Conforms to ISO 4049 (Type 2 Class 3) and ISO 29022.
Indications for Use
Indicated for permanent cementation of dental restorations (crowns, bridges, inlays/onlays, veneers) made of metal/alloys, metal-ceramic, porcelain, or composites; permanent cementation of root canal posts; and core build-ups.
Regulatory Classification
Identification
Tooth shade resin material is a device composed of materials such as bisphenol-A glycidyl methacrylate (Bis-GMA) intended to restore carious lesions or structural defects in teeth.
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health & Human Services logo on the left and the FDA logo on the right. The FDA logo is in blue and includes the letters "FDA" followed by the words "U.S. Food & Drug Administration".
December 22, 2023
Rizhao HuGe Biomaterials Company, Ltd. Maggie Zheng Regulatory Affairs Manager No.2 North Zhaoyang Road, District of Donggang Rizhao Citv. 276800 China
Re: K233082
Trade/Device Name: TopCEM Dual Cure Resin Cement Regulation Number: 21 CFR 872.3690 Regulation Name: Tooth Shade Resin Material Regulatory Class: Class II Product Code: EBF, EMA Dated: September 25, 2023 Received: September 26, 2023
Dear Maggie Zheng:
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" (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).
{1}------------------------------------------------
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 OS 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 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-reportingcombination-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.
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-device-safety/medical-device-reportingmdr-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/medicaldevices/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-device-advice-comprehensive-regulatoryassistance/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,
Bobak Shirmohammadi -S
For Michael E. Adjodha, M.ChE., RAC, CQIA Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental Devices
{2}------------------------------------------------
Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
{3}------------------------------------------------
# Indications for Use
Submission Number (if known)
K233082
Device Name
#### TopCEM Dual Cure Resin Cement
#### Indications for Use (Describe)
· Permanent cementation of all sorts of dental restorations including crowns, bridges, inlays/onlays, veneers and other restorations made from materials of metals/alloys, metal-ceramic and/or porcelain, composites, and their combinations.
- · Permanent cementation for all types of root canal posts.
- · Core build-ups.
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}------------------------------------------------
# 510 (k) Summary
This summary of 510(k) for the subjective device equivalence information is being submitted in accordance with the requirements of 21 C.F.R. 807.92.
## 1. Date Summary Prepared: December 1, 2023
# 2. Submitter Information:
| Owner's Name | Rizhao HuGe Biomaterials Company, Ltd. |
|----------------|-------------------------------------------------------------------------------------------------|
| Address | No.2 North Zhaoyang Road, District of Donggang, Rizhao City,<br>Shandong Province, China 276800 |
| Telephone | 0086 633 2277268 |
| Fax | 0086 633 2277298 |
| Contact Person | Ms. Maggie Zheng |
| Contact Title | Regulatory Affairs Manager |
| E-mail | zhengxy@hugedent.com |
### 3. Device Name
Trade name: TopCEM Dual Cure Resin Cement Common name: Dual Cure Resin Cement Classification name: Material, Tooth Shade, Resin (21 CFR 872.3690) Regulatory Class: II Product Code: EBF, EMA
### 4. Predicate Device Information
| Owner/Operator | Device Trade Name | 510 (k) No. | Product Code | Predicate |
|-------------------------------------------|----------------------------------|-------------|--------------|-----------|
| COLTENE/WHALEDENT<br>AG | PARAPOST PARACORE<br>AUTOMIX 5ML | K052820 | EBF | Primary |
| Rizhao HuGe Biomaterials<br>Company, Ltd. | Dual Cure Resin Cement | K201790 | EMA, EBF | Secondary |
These predicate devices have not been subject to a design-related recall.
No reference device were used in this submission.
{5}------------------------------------------------
# 5. Description of Device
TopCEM Dual Cure Resin Cement is a versatile and ultimate dental dual cure (chemical and/or light cure) luting cement containing paste-paste of Base and Catalyst. The mixing ratio, based on volume, is 1 part base paste : 1 part catalyst paste. It is also a core build up material in syringes.
The principal organic components are mixtures of dental methacrylate resins (TEGDMA, EBPADMA and UDMA). The inorganic filler loading is about 40% by volume having particle size range of about 0.01 to 3 microns.
TopCEM Dual Cure Resin Cement is delivered in either two separated single syringes for Hand-mix or double-barrel syringes for Automix and comes in seven shades: TR (Translucent), A0 (Light+), A1 (Light), A2 (Medium), A3 (Dark), White Opaque) and Opaque (Universal Opaque).
TopCEM Dual Cure Resin Cement is radiopaque, allowing for easy identification on radiographs. It belongs to Type 2 Class 3 dual cure materials in accordance with ISO 4049. The curing mechanism of the predicate devices and subject device is polymerization of uncured methacrylate ester monomers. This reaction is caused by photo initiator and chemical polymerization initiator systems.
# 6. Indications for Use
· Permanent cementation of all sorts of dental restorations including crowns, bridges, inlays/onlays, veneers and other restorations made from materials of metals/alloys, metal-ceramic, all-ceramic and/or porcelain, composites, and their combinations.
· Permanent cementation for all types of root canal posts.
· Core build-ups.
# 7. Summary of Physical and Chemical Properties Tests
The subject device belongs to Type 2 Class 3 dual cure materials in accordance with ISO 4049. The physical properties of the subject device were determined and tested according to ISO 4049, ISO 29022 and FDA guidance "Guidance for Industry and FDA Staff Dental Composite Resin Devices - Premarket Notification [510(k)]Submissions Document issued on: October 26, 2005". Bench testings were performed on the subject device and the predicate devices, the test results demonstrated the substantial equivalence when compared to the predicate devices.
{6}------------------------------------------------
| Summary of Physical and Chemical Properties Test | | |
|-------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------|
| Items per<br>ISO 4049/ISO 29022 | Pass/fail criteria | Conclusion |
| ISO 4049<br>5.2.2 Film thickness, luting<br>materials | The film thickness of luting materials in any event shall be<br>no greater than 50 µm. | Satisfactory |
| ISO 4049<br>5.2.4 Working time, Class 1<br>and Class 3 luting materials | The material shall be capable of forming a thin layer;<br>during its formation there shall be no detectable change in<br>its homogeneity, shall be not less than 60 s. | Satisfactory |
| ISO 4049<br>5.2.6 Setting time, Class 3<br>materials | The setting time shall be not more than 10 min. | Satisfactory |
| ISO 4049<br>5.2.9 Flexural strength | The flexural strength shall be equal to or greater than 50<br>MPa. | Satisfactory |
| ISO 4049<br>5.2.10 Water sorption and<br>solubility | The water sorption shall be ≤ 40 µg/mm³.<br>The solubility of shall be ≤ 7.5 µg/mm³. | Satisfactory |
| ISO 4049<br>5.5 Radio-opacity | The radio-opacity shall be equal to or greater than that of<br>the same thickness of aluminium (1 mm of material). | Satisfactory |
| Shear bond strength<br>(The test methods refer to the<br>ISO 29022) | Meet internal standards. | Satisfactory |
| Bonding durability<br>(The test methods refer to the<br>ISO 29022) | Meet internal standards. | Satisfactory |
| Compressive strength<br>Flexural strength<br>Elastic modulus | Meet internal standards. | Satisfactory |
### 8. Technological Characteristics Comparison
All components of the subject device are based upon industry well-known chemistry. The curing mechanism of the subject device and predicate devices are all of polymerization of uncured methacrylate ester monomers. The reaction is caused by photo initiator and chemical polymerization initiator systems. The following table shows the significant technological characteristics for the subject device and indicates the following similarities and differences with the predicate devices:
| Technological Characteristics Comparison Table | | | |
|------------------------------------------------|--------------------|--------------------|---------------------|
| Technological<br>Characteristics | Subject device | Primary predicate | Secondary Predicate |
| Monomer matrix | K233082 | K052820 | K201790 |
| Methacrylate based | Methacrylate based | Methacrylate based | Methacrylate based |
{7}------------------------------------------------
| Technological Characteristics Comparison Table | | | |
|------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Technological<br>Characteristics | Subject device | Primary predicate | Secondary Predicate |
| | K233082 | K052820 | K201790 |
| Primary Filler(s) | Silanated Barium glass filler | Silanated Barium glass filler | Silanated Barium glass filler |
| Physical Form | Pastes of Catalyst and Base | Pastes of Catalyst and Base | Pastes of Catalyst and Base |
| Indications of Use | • Permanent cementation of<br>all sorts of dental<br>restorations including<br>crowns, bridges,<br>inlays/onlays, veneers and<br>other restorations made from<br>materials of metals/alloys,<br>metal-ceramic, all-ceramic<br>and/or porcelain,<br>composites, and their<br>combinations.<br>• Permanent cementation for<br>all types of root canal posts.<br>• Core build-ups. | ParaPost ParaCore automix<br>5ml is indicated for core<br>build-ups and cementation<br>of posts. | Dual Cure Resin Cement is a<br>dental luting system designed<br>for cementation of all sorts of<br>dental restorations including<br>crowns, bridges,<br>inlays/onlays, veneers, dental<br>posts and other restorations<br>made from materials of<br>metals/alloys, metal-ceramic,<br>all-ceramic and/or porcelain,<br>composites, and their<br>combinations. |
| Prescription/over-<br>the-counter use | Prescription | Prescription | Prescription |
| Curing method | Dual cure | Dual cure | Dual cure |
| Delivery form | Hand-mix / Automix | Automix | Hand-mix / Automix |
| Radiographic<br>Appearance | Radiopaque | Radiopaque | Radiopaque |
| Physical<br>Properties | The subject device and the predicate devices have substantially equivalent physical<br>properties as they all conform to ISO 4049, ISO 29022 and FDA guidance "Guidance for<br>Industry and FDA Staff Dental Composite Resin Devices - Premarket Notification<br>[510(k)] Submissions Document issued on: October 26, 2005". | | |
The indications of the subject device are all covered by that of the 510(k) cleared predicate devices. Based on the indications for use in comparison to predicate devices, the subject device has been shown to be safe and effective for its intended use and the minor differences in indications for use fall within the intended use of the predicate devices affecting neither the general intended use nor substantial equivalence. The subject device has similar technological characteristics as the predicate devices. As compared to the primary predicate device, the subject device is also available in Hand-mix model, which is having the Catalyst and Base resin cement pastes packaged into physically separated single syringes instead of being packaged into a double barrel syringe as for the Automix. The base and catalyst are mixed in a 1:1 ratio to form dual-curing cement, and it will not pose any new issues of the safety and effectiveness. Therefore, the minor differences in the delivery system affect neither the intended use nor substantial equivalence.
{8}------------------------------------------------
# 9. Summary of Biocompatibility
The subject device is substantially equivalent to the predicate devices that have been legally marketed for years and with no clinical adverse events. The compositions of the subject device do not contain any non-conventional chemicals compared to the legally marketed predicate devices.
Biocompatibility tests were performed fully following the ISO 10993 standards. The test items include Cytotoxicity, Sensitization, Irritation, Systemic Toxicity, Subchronic Toxicity and Genotoxicity.
# 10. Clinical Performance Data
Clinical test is not applicable.
# 11. Conclusions
Based on the indications for use, technological characteristics, performance testing and comparison to predicate devices, the subject device has been shown to be safe and effective for its intended use and the minor differences in indications for use fall within the intended use of the predicate devices affecting neither the general intended use nor substantial equivalence. Rizhao HuGe Biomaterials Company, Ltd. concludes that the subject device is substantially equivalent to the predicate devices described herein.
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.