K143072 · Silk Road Medical, Inc. · NTE · Feb 9, 2015 · Cardiovascular
Device Facts
Record ID
K143072
Device Name
ENROUTE Transcarotid Neuroprotection System
Applicant
Silk Road Medical, Inc.
Product Code
NTE · Cardiovascular
Decision Date
Feb 9, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 870.1250
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
ENROUTE Transcarotid Neuroprotection System is intended to provide transcarotid vascular access, introduction of diagnostic agents and therapeutic devices, and embolic protection during carotid artery angioplasty and stenting procedures for patients diagnosed with carotid artery stenosis and who have the appropriate anatomy described below: - o Adequate femoral venous access - . Common carotid artery reference diameter of at least 6 mm. - Carotid bifurcation is a minimum of 5 cm above the clavicle as measured by duplex Doppler ultrasound (DUS) or computerized axial tomography (CT) angiography or magnetic resonance (MR) angiography
Device Story
ENROUTE Transcarotid Neuroprotection System provides embolic protection during carotid artery stenting. System components include Transcarotid Arterial Sheath, Venous Return Sheath, and Flow Controller. Device creates arteriovenous shunt by connecting carotid artery to femoral vein; flow controller reverses blood flow at treatment site, diverting potential emboli away from cerebral circulation through in-line filter. Used in clinical settings by physicians; arterial sheath placed in common carotid artery, venous sheath in femoral vein. Flow reversal initiated by occluding carotid artery proximal to sheath. Output is captured embolic material within filter. Benefits include reduced risk of stroke during carotid intervention by preventing embolic material from reaching distal vasculature.
Clinical Evidence
ROADSTER study: prospective, single-arm, multi-center trial (IDE G120143) involving 141 pivotal subjects at high risk for CEA complications. Primary endpoint: 30-day composite of stroke, MI, and death. Observed event rate 3.5%, significantly lower than 11% performance goal (p=0.0047). Acute device success 99.3% (95% CI 96.57%, 99.88%). Technical success 99.3% (95% CI 95.84%, 99.70%). Safety profile similar to predicate; 14.2% serious adverse event rate.
Technological Characteristics
System comprises Transcarotid Arterial Sheath, Venous Return Sheath, and Flow Controller. Materials evaluated per ISO 10993. Embolic protection via flow reversal and in-line filtration. Sterilized via ethylene oxide. Single-use, disposable. Mechanical flow control mechanism. No software or electronic components.
Indications for Use
Indicated for patients with carotid artery stenosis requiring carotid angioplasty and stenting who possess adequate femoral venous access, a common carotid artery diameter of at least 6 mm, and a carotid bifurcation at least 5 cm above the clavicle.
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.
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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 circular seal with the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. Inside the circle is an abstract symbol resembling a stylized eagle or bird in flight, composed of three overlapping profiles facing to the right.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
February 9, 2015
Silk Road Medical, Inc Mr. Richard Ruedy Executive Vice President, RA/CA/QA 735 North Pastoria Ave Sunnyvale, California 94085
Re: K143072
Trade/Device Name: ENROUTE Transcarotid Neuroprotection System Regulation Number: 21 CFR 870.1250 Regulation Name: Percutaneous Catheter Regulatory Class: Class II Product Code: NTE Dated: January 5, 2015 Received: January 7, 2015
Dear Mr. Ruedy,
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 devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
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the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
Kenneth J. Cavanaugh -S
for
for Bram D. Zuckerman, M.D. Director Division of Cardiovascular Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use Statement
# 510(k) Number (if known): K143072
ENROUTE Transcarotid Neuroprotection System Device Name:
# Indications for Use:
ENROUTE Transcarotid Neuroprotection System is intended to provide transcarotid vascular access, introduction of diagnostic agents and therapeutic devices, and embolic protection during carotid artery angioplasty and stenting procedures for patients diagnosed with carotid artery stenosis and who have the appropriate anatomy described below:
- o Adequate femoral venous access
- . Common carotid artery reference diameter of at least 6 mm.
- Carotid bifurcation is a minimum of 5 cm above the clavicle as measured by duplex Doppler ultrasound (DUS) or computerized axial tomography (CT) angiography or magnetic resonance (MR) angiography
Prescription Use X Or Over-The-Counter Use (per 21 CFR 801.109)
PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NEEDED
# Concurrence of CDRH, Office of Device Evaluation (ODE)
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# 510(k) Summary
### l. SUBMITTER
Silk Road Medical, Inc. 735 North Pastoria Avenue Sunnyvale, CA 94085 Phone: (408) 720-9002 Fax: (408) 720-9013
Contact Person Richard M. Ruedy Executive Vice President, RA/CA/QA (408) 828-7281 ric@silkroadmed.com
Alternate Contact: Kimberlee Leon Sr. Manager, Quality and Regulatory Operations (415) 722-9747 kleon@silkroadmed.com
Date Prepared October 24, 2014
### II. DEVICE
Name of the Device: ENROUTE™ Transcarotid Neuroprotection System Common or Usual Name: Temporary carotid catheter for embolic capture Classification Name: Percutaneous Catheter (21 CFR§ 870.1250) Regulatory Class: Class II NTE Product Code:
### lll. PREDICATE
W.L. Gore & Associates, Inc. Gore Flow Reversal System (K083300) This predicate has not been subject to a design-related recall. No reference devices were used in this submission.
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### DEVICE DESCRIPTION IV.
Silk Road Medical, Inc. is the manufacturer of a single use device intended to provide embolic protection during carotid artery angioplasty and stenting procedures. The ENROUTE Transcarotid NPS is designed to transport emboli away from the carotid artery circulation by reversing blood flow at the treatment site prior to crossing a lesion in the carotid artery and during lesion manipulation. It has an in-line filter used to capture and contain embolic material liberated during the procedure.
The ENROUTE Transcarotid NPS consist of three primary components: the ENROUTE Transcarotid Arterial Sheath (Model #1016), the ENROUTE Venous Return Sheath (Model #1026), and the ENROUTE Flow Controller (Model #2031). When assembled, the ENROUTE Transcarotid NPS creates an Arteriovenous Shunt. The Transcarotid Arterial Sheath is placed in the carotid artery below the carotid bifurcation. The Venous Return Sheath is placed into the femoral vein. The Arterial and Venous Sheaths are connected by the Flow Controller, thereby completing the Arteriovenous Shunt. When the carotid artery is occluded just proximal to the Transcarotid Arterial Sheath insertion site, the arterial/venous pressure gradient diverts or reverses the internal carotid artery (ICA) and external carotid artery (ECA) blood flow thereby directing the blood from the cerebral arteries through the Transcarotid Arterial Sheath, through the Flow Controller, and out through the through the Venous Return Sheath into the venous circulation. The ENROUTE Transcarotid NPS is an ethylene oxide sterilized, non-pyrogenic, single-use prescription device.
The associated accessory for use with the ENROUTE Transcarotid NPS is an FDA cleared 0.038" quidewire (K890959). The quidewire is used to facilitate the insertion of the Transcarotid Arterial Sheath into the common carotid artery (CCA) and the Venous Return Sheath into the femoral vein.
### V. INDICATIONS FOR USE
ENROUTE Transcarotid NPS is intended to provide transcarotid vascular access, introduction of diagnostic agents and therapeutic devices, and embolic protection during carotid artery angioplasty and stenting procedures for patients diagnosed with carotid artery stenosis and who have the appropriate anatomy described below:
- . Adequate femoral venous access
- Common carotid artery reference diameter of at least 6 mm. .
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- . Carotid bifurcation is a minimum of 5 cm above the clavicle as measured by duplex Doppler ultrasound (DUS) or computerized axial tomography (CT) angiography or magnetic resonance (MR) angiography
The Indications for Use statement for the ENROUTE Transcarotid NPS device is not identical to the Predicate Device; however, the differences do not alter the intended therapeutic use of the device nor do they affect the safety and effectiveness of the device relative to the predicate. Both the Subject Device and the Predicate Device have the same intended use for embolic protection during carotid artery angioplasty and stenting procedures.
### VI. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE
The Subject Device and Predicate Device are both embolic protection systems featuring vascular proximal occlusion and reversal of flow at the treatment site as the means to prevent emboli from reaching distal vasculature during a carotid intervention. The Subject and Predicate Devices are sterile, disposable, single-use devices. At a high level, the Subject and Predicate Devices are based on the following same technological elements:
- Target anatomical site: lesions in the Internal Carotid Artery with or without involvement of the Common Carotid Artery
- Create vascular occlusion
- Use of embolic filter
- Reverse blood flow at the treatment site of the Internal Carotid Artery. .
The following technological differences exist between the Subject Device and Predicate Device:
- o Access site: Femoral Access for the Predicate Device and Carotid Access for the Subject Device
- . Method of closure: Percutaneous closure device or manual compression for the Predicate Device and Suture closure under direct visualization for the Subject Device
The technological characteristics and principals of operation of the ENROUTE Transcarotid NPS is substantially equivalent to the named predicate device.
### VII. PERFORMANCE DATA
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Performance Testing was performed in accordance to Guidance for Industry and Food and Drug Administration Staff Coronary and Carotid Embolic Protection Devices Premarket Notification [510(k)] Submissions dated February 15, 2008 The following performance testing was conducted on the ENROUTE Transcarotid NPS to support a determination of substantial equivalence to the predicate device.
# Biocompatibility
The biocompatibility evaluation for the ENROUTE Transcarotid NPS was conducted in accordance with the FDA Blue Book Memorandum #G-95-1 "Use of International Standard ISO 10993, Biological Evaluation of Medical Devices Part 1: Evaluation and Testing." May 1, 1995, and International Standard ISO 10993-1 "Biological Evaluation of Medical Devices- Part 1: Evaluation and Testing Within a Risk Management Process," as recognized by FDA. The battery of tests included the following tests:
- Cytotoxicity: MEM Elution L-929 ISO/USP ●
- o Sensitization: Murine LLNA
- Irritation: ISO Intracutaneous Reactivity Test .
- Systemic Toxicity: ISO Acute Systemic Injection ●
- Hemocompatibilitv: ●
- Four Hour Thromboresistance Evaluation in Dogs o
- Complement Activation C3a and SC5b-9 O
- Platelet and Leukocyte Count о
- Partial Thromboplastin Time O
- Hemolysis о
- Genotoxicity: .
- Bacterial Mutagenicity Test- Ames Assay o
- in vitro Mouse Lymphoma Assay o
- in vivo Mouse Micronucleus Assay O
- Pyrogenicity ●
- Material Mediated Pyrogen o
- Bacterial Endotoxins-Limulus Amebocyte Lysate (LAL) o
The ENROUTE Transcarotid NPS is considered to be a circulating blood external communicating device with limited exposure (≤ 24hr). Exceptions include the nonpatient contacting components which are assembled around the outside of the bloodpath tubing and include the Flow Controller (with filter) components, low flow line coil clip, and heat shrink tubing.
Bench Testing
- Visual Inspection and Dimensional Verification .
- Disengagement Force Dilator to Hemostasis valve o
- Force to Advance and Retract Guidewire through Dilator 0
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- Dilator Hub Functional Testing (ISO 594-1) ●
- o Sheath Stopper Removal
- Kink Resistance ●
- Hemostat Clamp and Unclamp ●
- Air Leakage During Aspiration (ISO 10555-1) ●
- Liquid Leakage Under Pressure (ISO 10555-1 and ISO 11070)
- Hi/Lo Switch Cycling
- Flow Stop Button Cycling ●
- Guide Wire Integrity (ISO 10555-1 and ISO 11070)
- Tensile Tests
- Flow Rate Characterization ●
- Flow Patter Characterization
- Air Emboli and Solid Emboli Transportation Simulation ●
- Small and Large Particle Transport and Capture Efficiency
- System Preparation and Simulated Use ●
- . Packaging Validation (ISO 11607-1 and ISO 11607-2)
- Sterilization Validation (ISO 11135-1:2007) ●
- Shelf Life ●
# Animal Studies
A series of GLP animal studies were performed to evaluate the safety, performance and handling of the ENROUTE Transcarotid Neuroprotection System as compared to a control device (Gore Flow Reversal System (K083300)) in both ovine and porcine models. Based on pathology and histopathology results, the safety acceptance criteria for the studies were met. Performance and handling observations were made based on detailed characteristics of the device. No untoward observations were found by the clinician.
# Clinical Performance Testing
The ROADSTER study is a prospective, single-arm, multi-center clinical trial of the ENROUTE Transcarotid Neuroprotection System in conjunction with all commercially approved carotid artery stents used for revascularization in patients with carotid disease who are at high risk for complications from carotid endarterectomy (CEA). There was a lead-in phase of up to five (5) patients per Investigator to allow Investigators to gain experience with the study device prior to pivotal study enrollment. Seventeen (17) sites in the United States of America and one (1) in the European Union participated in the study under IDE G120143.
Sixty-seven (67) lead-in and one hundred forty-one (141) pivotal subjects at high risk for complications from CEA were enrolled between November 2012 and July 2014. The intent of this study was to establish the safety and effectiveness of the Subject Device in providing cerebral embolic protection during angioplasty and stenting procedures in carotid arteries in subjects at high risk for complications from CEA.
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The Subject Device also facilitates access to the carotid and neuro anatomy for the introduction of therapeutic or diagnostic endovascular devices and/or agents.
Subjects were followed for 30-days post procedure. Subjects who were suspected of having a stroke were asked to return at 3 months post procedure for a follow-up neurological exam. Subjects suspected of having a procedure related cranial nerve injury were asked to return at 6 months post-procedure for a follow up neurological examination.
Primary Endpoint: The primary endpoint is a hierarchical composite of any stroke, myocardial infarction and death during a 30-day post-procedural period in the ITT (pivotal) population comprised of subjects deemed to be at high risk for complications from CEA.
Secondary Endpoints: The following secondary endpoints will be assessed 0 to 30 days in the ITT (pivotal) population comprised of subjects deemed to be at high risk for complications from CEA:
●
●
.
- Technical success ●
- Acute Device success
- . All stroke
All Mi
- . Procedural success
- . Access Site Complications
- Contrast Usage
Cardiac death
Ipsilateral stroke
# Effectiveness:
All death
●
.
The study population enrolled in the ROADSTER study was comparable to other contemporaneous studies of CAS and embolic protection devices (EPDs). In addition to inclusion of subjects deemed to be at high risk for complications from CEA, the demographics and baseline characteristics, medical history, cardiopulmonary history, neurological history reflect similar populations. The study met its primary endpoint because the upper 95% confidence interval of the observed primary endpoint event rate (3.5%) was significantly lower that the performance goal of 11% (p=0.0047).
Technical success, acute device success, procedural success and procedural access site complications were calculated and presented using counts, percentages,
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and exact 95% binomial confidence intervals. Acute device success was 99.3% (140/141, 95% Cl 96.57%, 99.88%). Technical success was 99.3% (140/141, 95% Cl 95.84%, 99.70%).
# Safety:
For the Subject Device, 14.2% of patients had one or more serious adverse events. Adverse events for both the Subject Device and the Predicate Device included access site complications (hematoma, vessel dissection, hemorrhage), hypotension and stent thrombosis. In all adverse events. 9.5% of the events were unrelated to the device, 1.2% possibly related to the device, 2.4% probably related to the device and 3.7% related to the device.
# Summary:
Based on the clinical performance as documented in the pivotal clinical study, the ENROUTE Transcarotid NPS was found to have a safety and effectiveness profile that is similar to the Predicate Device.
### VIII. CONCLUSIONS
Since the Predicate Device was cleared based in part on the results of clinical studies, and since comparison of bench testing to clinical outcomes is still not well understood for this type of device, clinical testing was required to support substantial equivalence. The non-clinical data support the safety of the device and the verification and validation demonstrate that ENROUTE Transcarotid NPS should perform as intended in the specified use conditions. The clinical data demonstrate that the ENROUTE Transcarotid NPS performs comparably to the Predicate Device that is currently marketed for the same intended use.
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.