K260617 · Rapid Medical Ltd. · NRY · Aug 28, 2026 · Cardiovascular
Device Facts
Record ID
K260617
Device Name
Tigertriever 13 Ultra Revascularization Device
Applicant
Rapid Medical Ltd.
Product Code
NRY · Cardiovascular
Decision Date
Aug 28, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 870.1250
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The Tigertriever 13 Ultra Revascularization Device is intended to restore blood flow by removing thrombus from a large intracranial vessel in patients experiencing ischemic stroke within 8 hours of symptom onset. Patients who are ineligible for thrombolytic drug therapy or who failed thrombolytic drug therapy are candidates for treatment.
Device Story
Tigertriever 13 Ultra is a stent retriever for ischemic stroke; used by neurointerventionalists in clinical settings. Device consists of a manually expandable nitinol braided mesh on a stainless steel shaft; controlled via a proximal handle with a rotating knob mechanism. Physician deploys device under fluoroscopic guidance; expands mesh to penetrate and encapsulate thrombus; retrieves clot to restore blood flow. Radiopaque markers facilitate visualization. Modification from predicate slider to rotating knob improves control; does not alter fundamental mechanism of action. Benefits include effective mechanical recanalization for patients ineligible for or failing thrombolytic therapy.
Clinical Evidence
No clinical data. Substantial equivalence supported by bench testing including simulated use in neurovascular models, radial force measurement, durability testing, tensile strength, and usability evaluation. All tests met predefined acceptance criteria.
Technological Characteristics
Nitinol braided mesh; 304 stainless steel shaft; 90% platinum/10% iridium markers. Manual expansion via rotating knob handle. 233 cm total length; 20.5 mm stent length. Compatible with 0.0165-inch ID microcatheters. Sterilized via ethylene oxide (ISO 10993-7 compliant). Single-use.
Indications for Use
Indicated for patients experiencing ischemic stroke within 8 hours of symptom onset requiring thrombus removal from large intracranial vessels. Candidates include those ineligible for or who have failed thrombolytic drug therapy.
Regulatory Classification
Identification
A percutaneous catheter is a device that is introduced into a vein or artery through the skin using a dilator and a sheath (introducer) or guide wire.
{0}
**FDA** U.S. FOOD & DRUG
ADMINISTRATION
August 28, 2026
Rapid Medical Ltd.
Ina Gutman
QA/RA Senior Director
Carmel Building, P.O. Box 337
Yokneam, 2069205
Israel
Re: K260617
Trade/Device Name: Tigertriever 13 Ultra Revascularization Device
Regulation Number: 21 CFR 870.1250
Regulation Name: Percutaneous Catheter
Regulatory Class: Class II
Product Code: NRY
Dated: July 28, 2026
Received: July 28, 2026
Dear Ina Gutman:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K260617 - Ina Gutman
Page 2
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
{2}
K260617 - Ina Gutman
Page 3
assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
NAIRA MURADYAN -S
Naira Muradyan, PhD
Assistant Director
DHT5A: Division of Neurosurgical,
Neurointerventional, and
Neurodiagnostic Devices
OHT5: Office of Neurological and
Physical Medicine Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
{3}
# Indications for Use
Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions.
K260617
Please provide the device trade name(s).
Tigertriever 13 Ultra Revascularization Device
Please provide your Indications for Use below.
The Tigertriever 13 Ultra Revascularization Device is intended to restore blood flow by removing thrombus from a large intracranial vessel in patients experiencing ischemic stroke within 8 hours of symptom onset. Patients who are ineligible for thrombolytic drug therapy or who failed thrombolytic drug therapy are candidates for treatment.
Please select the types of uses (select one or both, as applicable).
☑ Prescription Use (21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C)
?
{4}
Rapid Medical
# 510(k) Summary
K260617
## Submission Sponsor
Rapid Medical Ltd.
Carmel Building, P.O. Box 337
Yokneam, 2069205
Israel
Company Phone No.: +972-72-250-3331
## Contacts:
Ina Gutman, QA/RA Senior Director
Email: ina.gutman@rapid-medical.com
Ronen Eckhouse, CEO
Email: ronen@rapid-medical.com
## Date Prepared
August 24, 2026
## Device Identification
Trade/Proprietary Name: Tigertriever 13 Ultra Revascularization Device
Common/Usual Name: Catheter, Thrombus Retriever
Classification Name: Percutaneous Catheter
Regulation Number: 21 CFR 870.1250
Product Code: NRY
Device Class: II
Classification Panel: Neurology
## Legally Marketed Predicate Device
Predicate Device: Tigertriever 13 Revascularization Device (K220808)
## Indications for Use Statement
The Tigertriever 13 Ultra Revascularization Device is intended to restore blood flow by removing thrombus from a large intracranial vessel in patients experiencing ischemic stroke within 8 hours of symptom onset. Patients who are ineligible for
1
{5}
Rapid Medical
thrombolytic drug therapy or who failed thrombolytic drug therapy are candidates for treatment.
## Device Description
The Tigertriever 13 Ultra Revascularization Device (“Tigertriever 13 Ultra”) is part of the Tigertriever family of stent retrievers and incorporates the same fundamental design and mechanism of action as the predicate device.
The device consists of a manually expandable nitinol braided mesh attached to a stainless steel shaft, with a nitinol core wire extending from the distal mesh to the proximal handle. The handle incorporates a rotating knob mechanism that enables controlled expansion of the mesh under fluoroscopic guidance. The radiopaque mesh allows visualization during deployment to ensure apposition to the vessel wall. The device is designed to penetrate and encapsulate thrombus for retrieval. It is supplied sterile, single-use, and intended for use by physicians trained in neurointerventional procedures.
## Comparison of Technological Characteristics
The Tigertriever 13 Ultra has the same intended use, operating principle, materials, and fundamental design as the predicate Tigertriever 13 device (K220808).
The primary difference is the proximal handle design, which has been modified from a slider mechanism (predicate) to a rotating knob mechanism (subject device). This modification does not affect the distal mesh design, materials, or mechanism of clot engagement and retrieval.
The subject device does not raise new questions of safety or effectiveness compared to the predicate device.
| | **Tigertriever 13 Ultra Revascularization Device (Subject device)** | **Tigertriever 13 Revascularization Device (Predicate device)** |
| --- | --- | --- |
| 510(k) Number | K260617 | K220808 |
| Regulation No. | 21 CFR 870.1250 | 21 CFR 870.1250 |
| Regulation Name | Percutaneous catheter | Percutaneous catheter |
| Classification | Class II | Class II |
| Product Code | NRY | NRY |
| Indications for Use | The Tigertriever 13 Ultra Revascularization Device is intended to restore blood flow by removing thrombus from a large intracranial vessel in patients experiencing ischemic stroke within 8 hours of symptom onset. Patients who are ineligible for thrombolytic drug therapy or who failed thrombolytic drug therapy are candidates for treatment. | The Tigertriever 13 Revascularization Device is intended to restore blood flow by removing thrombus from a large intracranial vessel in patients experiencing ischemic stroke within 8 hours of symptom onset. Patients who are ineligible for intravenous tissue plasminogen activator (IV t-PA), or who fail IV t-PA therapy, are candidates for treatment. |
2
{6}
Rapid Medical
| | **Tigertriever 13 Ultra Revascularization Device (Subject device)** | **Tigertriever 13 Revascularization Device (Predicate device)** |
| --- | --- | --- |
| Recommended vessel size | 1.5 mm – 2.5 mm | 1.5 mm – 2.5 mm |
| Anatomical Location | Neurovasculature | Neurovasculature |
| **Technological Characteristics** | | |
| Mode of operation | Manual expansion of the braided distal portion into the clot using the handle component | Manual expansion of the braided distal portion into the clot using the handle component |
| Design of the distal portion | Close end braided nitinol mesh, manually expandable | Close end braided nitinol mesh, manually expandable |
| Stent length (un-expanded configuration) | 20.5 mm | 20.5 mm |
| Overall length (Total length of the device from handle’s distal end to the tip) | 233 cm | 233 cm |
| Proximal Handle Design | Rotating knob activation mechanism | Slider activation mechanism |
| Compatibility | Microcatheter with an internal diameter of 0.0165 inches | Microcatheter with an internal diameter of 0.0165 inches |
| Accessory Devices | Two insertion loading sheaths are provided, one is located on the device mesh and one is provided within the product package | Two insertion loading sheaths are provided, one is located on the device mesh and one is provided within the product package |
| **Materials** | | |
| Stent (mesh) | Nitinol | Nitinol |
| Markers | 90% Platinum/ 10% Iridium | 90% Platinum/ 10% Iridium |
| Core wire | Nitinol core wire coated with Green Lubriskin PTFE | Nitinol core wire coated with Green Lubriskin PTFE |
| Shaft | 304 Stainless Steel | 304 Stainless Steel |
| Insertion loading sheath | PTFE - Blue Translucent color Pantone 2144C | PTFE natural |
| **Packaging** | | |
| Sterilization Method | Ethylene oxide | Ethylene oxide |
| Single Use | Yes | Yes |
| Packaging | Placed into a Dispenser hoop, Tyvek pouch, and Carton box | Placed into a Dispenser hoop, blister, Tyvek pouch, and Carton box |
3
{7}
Rapid Medical
### Non-Clinical Tests
#### Bench Testing
Non-clinical bench testing was performed to evaluate device performance and to support substantial equivalence to the predicate device. All testing met predefined acceptance criteria.
| Performance Bench Testing | | |
| --- | --- | --- |
| Test | Test Method Summary | Results |
| Device Performance (Simulated Use) | An in vitro neurovascular model used to evaluate clot retrieval performance under representative anatomical conditions. | Successful recanalization achieved within predefined acceptance criteria. No device malfunction or structural anomalies observed. |
| Radial Force | Radial force was measured at clinically relevant vessel diameters and compared to established predicate performance benchmarks. | Radial force values were within a predefined comparative performance range relative to predicate device. |
| Durability Testing | Repeated deployment and retrieval cycles were performed to evaluate functional integrity following labeled use conditions. | Devices completed required deployment cycles without structural damage or performance degradation. |
| Delivery, Deployment, and Retrieval Forces | Forces required to deliver, deploy, and retrieve the device were measured in an in vitro neurovascular model. | Measured forces were within predefined acceptance limits. |
| Dimensional Verification | Critical device dimensions are measured to confirm conformity to design specifications. | All measured dimensions met predefined specification limits. |
| Tensile Strength | Tensile strength testing was performed on bonded interfaces and critical joints. | All joints exceeded minimum strength requirements. |
| Usability Evaluation | Simulated clinical use evaluation conducted by physicians to assess handle interaction and device control. | All predefined usability acceptance criteria were met. No critical use errors observed. |
#### Biocompatibility
Biocompatibility of the Tigertriever 13 Ultra is supported by previously completed testing. The patient-contacting materials, duration of contact, and nature of contact remain unchanged. The same PTFE loading sheath with blue color additives is also used in the Rapid Medical Tigertriever 25 device (K253062). Therefore, no additional biocompatibility testing was conducted.
#### Pre-Clinical Animal Testing Data
No animal testing was conducted for the Tigertriever 13 Ultra. The modifications do not affect the device's mechanism of action, distal design, or intended use.
#### Sterilization
The Tigertriever 13 Ultra is sterilized using ethylene oxide (EO). The device is provided sterile with a sterility assurance level (SAL) of \(10^{-6}\).
4
{8}
Rapid Medical
The validated EO sterilization cycle previously reviewed and accepted for the Tigertriever family (K220808) remains applicable. A product adoption assessment was conducted in accordance with AAMI TIR28, and EO residual testing confirmed compliance with ISO 10993-7 limits.
No changes were made to the sterilization method or cycle parameters.
### Shelf Life
A shelf life of two and a half (2.5) years is claimed for the Tigertriever 13 Ultra.
Shelf-life support is based on a device-specific shelf-life validation study performed directly on the final, finished Tigertriever 13 Ultra device, following two ethylene oxide sterilization cycles, simulated transit conditions, and accelerated aging equivalent to 2.5 years. This study evaluated dimensional conformance, radial force, tensile strength, durability, simulated use, and delivery/deployment/retrieval force performance of the final device; all tests met their predefined acceptance criteria. Device-specific packaging validation and transportation simulation testing further confirmed that the pouch-only sterile barrier system maintains seal integrity and package performance following sterilization, conditioning, and simulated distribution.
Real-time aging studies are ongoing in accordance with established protocols.
### Clinical Performance Data
No clinical studies were conducted for the Tigertriever 13 Ultra. The device modifications do not affect intended use, mechanism of action, or fundamental technology, and substantial equivalence is supported by non-clinical testing.
### Statement of Substantial Equivalence
The Tigertriever 13 Ultra Revascularization Device is substantially equivalent to the legally marketed Tigertriever 13 device.
The Tigertriever 13 Ultra has the same intended use, indications for use, mechanism of action, and fundamental technological characteristics as the predicate device.
Performance bench testing and supporting non-clinical evaluations demonstrate that the Tigertriever 13 Ultra performs in accordance with established design specifications and does not raise new questions of safety or effectiveness.
Accordingly, the Tigertriever 13 Ultra is substantially equivalent to the predicate device.
5
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.