K152624 · Revmedx, Inc. · PGZ · Dec 7, 2015 · General, Plastic Surgery
Device Facts
Record ID
K152624
Device Name
XSTAT 30, 3-PACK, XSTAT 30, 1-PACK
Applicant
Revmedx, Inc.
Product Code
PGZ · General, Plastic Surgery
Decision Date
Dec 7, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4452
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
XSTAT 30 is a hemostatic device for the control of severe, life-threatening bleeding from wounds in the groin or axilla that are not amenable to tourniquet application in adults and adolescents. XSTAT 30 is a temporary device for use up to four (4) hours until surgical care is acquired. It should only be used for patients at high risk for immediate life-threatening, hemodynamically significant (Advanced Trauma Life Support class 3 or 4 hemorrhagic shock), non-compressible junctional wounds, and when definitive care at an emergency care facility cannot be achieved within minutes. XSTAT 30 is NOT indicated for use in the thorax; the pleural cavity; the mediastinum; the abdomen; the retroperitoneal space, the sacral space above the inguinal ligament; or tissues above the clavicle.
Device Story
Hemostatic device for severe, non-compressible junctional wounds (groin/axilla); used when tourniquets ineffective and surgical care delayed. Consists of applicator delivering ~92 compressed, chitosan-coated regenerated cellulose mini-sponges. Upon blood contact, sponges expand (40-50 mm) to pack wound; provide temporary hemorrhage control (up to 4 hours). Includes radiopaque marker for post-removal verification via X-ray. Used by clinicians/first responders in civilian or battlefield settings. Output is physical wound packing; aids clinical decision-making by stabilizing patient during transport to definitive surgical care. Benefits patient by minimizing blood loss in life-threatening trauma.
Clinical Evidence
Bench testing only. Performance data incorporated by reference from predicate device (K130218). Biocompatibility testing performed per ISO 10993 standards (cytotoxicity, sensitization, irritation, acute systemic toxicity, hemocompatibility).
Technological Characteristics
Regenerated cellulose mini-sponges coated with chitosan; radiopaque marker embedded. Dimensions: 4-5 mm height, 9.8 mm diameter (compressed); expands to 40-50 mm. Applicator-based delivery. Sterilized via gamma radiation (SAL 10^-6). Biocompatibility per ISO 10993-4, 5, 10, 11.
Indications for Use
Indicated for adults and adolescents with severe, life-threatening, hemodynamically significant (ATLS class 3 or 4 hemorrhagic shock) non-compressible junctional wounds in the groin or axilla not amenable to tourniquet application. Contraindicated for use in thorax, pleural cavity, mediastinum, abdomen, retroperitoneal space, sacral space above inguinal ligament, or tissues above clavicle.
Regulatory Classification
Identification
A nonabsorbable expandable hemostatic sponge for temporary internal use is a prescription device intended to be placed temporarily into junctional, non-compressible wounds, which are not amenable to tourniquet use, to control bleeding until surgical care is acquired. The sponges expand upon contact with blood to fill the wound cavity and provide a physical barrier and pressure that facilitates formation of a clot. The device consists of sterile, nonabsorbable radiopaque compressed sponges and may include an applicator to facilitate delivery into a wound.
Special Controls
In combination with the general controls of the Food, Drug & Cosmetic Act, the Non-absorbable, expandable, hemostatic sponge for temporary internal use is subject to the following special controls:
*Classification.* Class II (special controls). The special controls for this device are:(1) Performance data must demonstrate the biocompatibility of patient-contacting components.
(2) Performance data must demonstrate the sterility of patient-contacting components including endotoxin and pyrogenicity assessments.
(3) Performance data must support device stability by demonstrating continued sterility of the patient-contacting components of the device, package integrity, and device functionality over the requested shelf life.
(4) Assessment of material characteristics must be sufficient to support safety under anticipated conditions of use. Assessments must include the following:
(i) Material specifications.
(ii) Immunogenicity.
(iii) Viral inactivation for animal-derived materials.
(5) Non-clinical performance data must demonstrate that the device performs as intended under anticipated conditions of use. The following performance characteristics must be tested:
(i) Absorption capacity.
(ii) Extent of swelling.
(iii) Mechanical properties.
(iv) Expansion force/pressure.
(v) Radiopacity.
(vi) Deployment/applicator functionality.
(6) In vivo performance data must demonstrate safe and effective use by verifying that the device performs as intended under anticipated conditions of use. Appropriate analysis/testing must demonstrate that the product: Controls bleeding, does not promote adverse local or systemic effects, and can be completely removed from the wound. The following performance characteristics must be tested:
(i) Deployment.
(ii) Control of bleeding.
(iii) Radiopacity.
(iv) Retrieval.
(v) Assessment of local and systemic effects.
(7) Human factors testing and analysis must validate that the device design and labeling are sufficient for appropriate use by emergency responders deploying the device as well as surgeons retrieving the device from wounds.
(8) Labeling must include:
(i) Specific instructions for deployment by emergency responders and retrieval by surgeons.
(ii) Warnings, cautions, and limitations needed for safe use of the device.
(iii) Information on how the device operates and the typical course of treatment.
(iv) A detailed summary of the in vivo and human factors testing pertinent to use of the device.
(v) Appropriate imaging information to ensure complete retrieval of device.
(vi) An expiration date/shelf life.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the seal for the Department of Health & Human Services - USA. The seal is circular and contains the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. In the center of the seal is a stylized image of three faces in profile, stacked on top of each other.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
December 7, 2015
RevMedx Incorporated John J. Smith, M.D., J.D. Hogan Lovells US LLP 555 Thirteenth Street, Northwest Washington, DC 20004
Re: K152624
Trade/Device Name: XSTAT 30 Regulation Number: 21 CFR 878.4452 Regulation Name: Nonabsorbable expandable hemostatic sponge for temporary internal use Regulatory Class: Class II Product Code: PGZ Dated: September 14, 2015 Received: September 14, 2015
Dear Dr. Smith:
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.
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
{1}------------------------------------------------
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.
# Binita S. Ashar -S
Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
510(k) Number (if known)
Device Name
XSTAT 30
Indications for Use (Describe)
XSTAT 30 is a hemostatic device for the control of severe, life-threatening bleeding from wounds in the groin or axilla that are not amenable to tourniquet application in adults and adolescents.
XSTAT 30 is a temporary device for use up to four (4) hours until surgical care is acquired. It should only be used for patients at high risk for immediate life-threatening, hemodynamically significant (Advanced Trauma Life Support class 3 or 4 hemorrhagic shock), non-compressible junctional wounds, and when definitive care at an emergency care facility cannot be achieved within minutes.
XSTAT 30 is NOT indicated for use in the thorax; the pleural cavity; the mediastinum; the abdomen; the retroperitoneal space, the sacral space above the inguinal ligament; or tissues above the clavicle.
Type of Use (Select one or both, as applicable)
X 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."
{3}------------------------------------------------
#### 510(k) SUMMARY RevMedx, Inc. XSTAT 30
#### Manufacturer Information:
RevMedx, Inc. 25999 SW Canvon Creek Road. Suite C Wilsonville, OR 97070 Phone: 503-218-2172 Facsimile: 503-218-2274
Contact Person: Amy K. Pointer, RA/QA Manager
Date Prepared: September 14, 2015
#### Trade/Proprietary Name:
XSTAT 30
#### Classification Name:
Non-Absorbable, Expandable, Hemostatic Sponge for Temporary Internal Use
## Product Classification & Code:
21 CFR 878.4452; PGZ
#### Predicate Devices:
XSTAT (DEN130016; K130218)
#### Intended Use / Indications for Use:
Intended Use:
The XSTAT 30 is intended for the control of bleeding from wounds in the groin or axilla that are not amenable to tourniquet application in adults and adolescents.
Indications for Use:
XSTAT 30 is a hemostatic device for the control of severe, life-threatening bleeding from junctional wounds in the groin or axilla not amenable to tourniquet application in adults and adolescents.
XSTAT 30 is a temporary device for use up to four (4) hours until surgical care is acquired. It should only be used for patients at high risk for immediate life-threatening bleeding from, hemodynamically significant (Advanced Trauma Life Support class 3 or 4 hemorrhagic shock), non- compressible junctional wounds, and when definitive care at an emergency care facility cannot be achieved within minutes.
XSTAT 30 is NOT indicated for use in: the thorax; the pleural cavity; the mediastinum; the abdomen; the retroperitoneal space; the sacral space above the inguinal ligament; or tissues above the clavicle.
{4}------------------------------------------------
# Technological Characteristics
The XSTAT 30 dressing is composed of a standard, regenerated cellulose medical sponge that is compressed and formed into a group of approximately 92 mini-sponges. Each minisponge has a height of 4-5 mm and a circular surface diameter of 9.8 mm. The compressed regenerated cellulose sponge is coated with chitosan. Upon contact with blood, the mini-sponges absorb blood and, if unencumbered, are capable of expanding to a pre-compressed height of 40-50 mm within approximately 20 seconds. A radiopaque marker is embedded into a circular surface of the mini-sponges to render each sponge detectable via X-ray. The XSTAT 30 dressing includes an applicator that facilitates delivery of the mini-sponges to external bleeding wounds. Three applicators filled with the XSTAT 30 dressing (i.e., mini-sponges) are packaged in a sealed foil pouch and terminally sterilized by gamma radiation to a sterility assurance level of 10°.
For the treatment of severe bleeding from pelvis or shoulder wounds not amenable to tourniquet application, the XSTAT 30 sponges are applied to the wound using the applicator. Once applied to the wound, the XSTAT 30 sponges absorb blood and expand, thereby packing the wound. All mini-sponges must be removed from wounds before surgical repair and closure of the wounds. Following removal of the mini-sponges and definitive surgical repair of the wound, a radiograph is required prior to wound closure to confirm that every mini-sponge has been removed.
# Performance Data
The technological characteristics for XSTAT 30 are identical to the predicate device. Thus, the performance testing of the XSTAT 30 has been demonstrated by the clearance of the XSTAT predicate device. The testing provided in the cleared XSTAT notification (K130218) is incorporated herein by reference.
## Substantial Equivalence
XSTAT 30 and XSTAT have the same intended use, same technological characteristics, same principles of operation and similar indications. The difference between the devices is a change to the indications for use. The X-Stat devices have a specific indication for use to control hemorrhage from non-compressible junctional wounds. This type of wound is equally life threatening when sustained in either a combat environment or a civilian environment. where there may be a delay to expeditious surgical intervention. When available at the point of injury. X Stat 30 can help minimize blood loss and provide a bridge to surgery. Therefore, XSTAT 30 is substantially equivalent to XSTAT.
# Conclusions
The XSTAT 30 is as safe and effective as the predicate XSTAT device. The intended use is the same for both XSTAT 30 and XSTAT, as are the technological characteristics and principles of operation. The Substantial Equivalence Summary table below details and compares the XSTAT 30 to the XSTAT.
{5}------------------------------------------------
| of<br>3<br>3 | |
|--------------|--|
|--------------|--|
| | XSTAT 30 | XSTAT (K130218) |
|----------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended Use | Same | Same |
| Indications for Use | XSTAT 30 is a hemostatic device<br>for the control of severe, life-<br>threatening bleeding from<br>junctional wounds in the groin or<br>axilla not amenable to tourniquet<br>application in adults and<br>adolescents. | XSTAT is a hemostatic device for<br>the control of bleeding from<br>junctional wounds in the groin or<br>axilla not amenable to tourniquet<br>application in adults and<br>adolescents. |
| | XSTAT 30 is a temporary device<br>for use up to four (4) hours until<br>surgical care is acquired. It should<br>only be used for patients at high<br>risk for immediate life-threatening<br>bleeding from, hemodynamically<br>significant (Advanced Trauma Life<br>Support class 3 or 4 hemorrhagic<br>shock), non-compressible<br>junctional wounds, and when<br>definitive care at an emergency<br>care facility cannot be achieved<br>within<br>minutes.<br>XSTAT 30 is NOT indicated for<br>use in the thorax; the pleural<br>cavity; the mediastinum; the<br>abdomen; the retroperitoneal<br>space, the sacral space above the | XSTAT is a temporary device for<br>use up to four (4) hours until<br>surgical care is acquired. XSTAT<br>is intended for use in the<br>battlefield.<br>XSTAT is NOT indicated for use<br>in: the thorax; the pleural cavity;<br>the mediastinum; the abdomen;<br>the retroperitoneal space; the<br>sacral space above the inguinal<br>ligament; or tissues above the |
| | inguinal ligament; or tissues above<br>the clavicle. | clavicle. |
| User Population | Civilian and battlefield patients | Battlefield patients |
| Technological<br>Characteristics | 1. Mini-sponges<br>2. Applicator<br>3. Casualty Card<br>4. Packaging | 1. Mini-sponges<br>2. Applicator<br>3. Casualty Card<br>4. Packaging |
| Dimensions | 3-Pack: 254mm x 165mm x 38mm | 3-Pack: 254mm x 165mm x 38mm |
| (l x w x h) | 1-Pack: 254mm x 165mm x 38mm | 1-Pack: 254mm x 165mm x 38mm |
| Weight | 3- Pack: 0.25kg<br>1-Pack: 0.1kg | 3- Pack: 0.25kg<br>1-Pack: 0.1kg |
| Safety Features | Radiopaque marker | Radiopaque marker |
| Biocompatibility | Cytotoxicity (ISO 10993-5);<br>Sensitization (ISO 10993-10);<br>Irritation (ISO 10993-10);<br>Acute systemic toxicity (ISO<br>10993-11); and | Cytotoxicity (ISO 10993-5);<br>Sensitization (ISO 10993-10);<br>Irritation (ISO 10993-10);<br>Acute systemic toxicity (ISO<br>10993-11); and |
| | Hemocompatibility (ISO 10993-4). | Hemocompatibility (ISO 10993-4). |
| Sterilization | Gamma radiation sterilization | Gamma radiation sterilization |
# Substantial Equivalence Summary Table
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.