The Wedge Microcatheter is intended for general intravascular use, including the peripheral, coronary and neuro vasculature for the infusion of diagnostic agents, such as contrast media, and to assist in the delivery of interventional devices, such as the SOFIA 6F Catheter, in the neurovasculature.
Device Story
Wedge Microcatheter is a single-lumen, steerable, over-the-wire catheter for accessing small, tortuous vasculature. Input: manual navigation over guidewire. Principle: features a tapered distal 'bulb' segment (0.068" OD) designed to reduce the gap between guidewire and the SOFIA 6F catheter lumen, facilitating continuous saline flushing. Construction: Grilamid nylon proximal shaft; Pebax transition segments; polyurethane distal tip; PTFE inner liner; hydrophilic outer coating. Output: provides a conduit for diagnostic agents and a track for interventional device delivery. Used in clinical settings (neuro/peripheral/coronary) by physicians. Output visualization: three radiopaque markers and bulb section visible under fluoroscopy. Benefits: improved navigation in tortuous vessels and continuous flush capability during interventional procedures.
Clinical Evidence
No human clinical data provided. Evidence consists of bench testing (surface contamination, physical attributes, burst pressure, flow rate, kink resistance, torque strength, etc.) and an acute animal study. Animal study compared Wedge Microcatheter to Headway 21 in a track test and histopathology analysis; results showed no significant differences in vessel injury, neointimal growth, or stenosis, supporting substantial equivalence.
Technological Characteristics
Single-lumen catheter; Grilamid nylon proximal shaft; Pebax transition segments; polyurethane distal tip; PTFE inner liner; hydrophilic polymer coating. Dimensions: 0.028"-0.034" OD, 0.021" ID, 158-160 cm length. Radiopaque markers for fluoroscopic visualization. Sterilized via ethylene oxide. Biocompatibility per ISO 10993-1:2009.
Indications for Use
Indicated for patients requiring general intravascular access in peripheral, coronary, and neuro vasculature for diagnostic agent infusion and delivery assistance of interventional devices (e.g., SOFIA 6F Catheter).
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/0 description: The image contains the logos of the U.S. Department of Health & Human Services and the U.S. Food & Drug Administration (FDA). The Department of Health & Human Services logo is on the left, featuring a stylized eagle. To the right of that is the FDA logo, which includes the letters "FDA" in a blue square, followed by the words "U.S. FOOD & DRUG" in blue, with "ADMINISTRATION" underneath.
April 5, 2018
MicroVention, Inc. Marina Emond Manager, Regulatory Affairs 1311 Valencia Avenue Tustin, California 92780
Re: K172014
Trade/Device Name: Wedge Microcatheter Regulation Number: 21 CFR 870.1250 Regulation Name: Percutaneous Catheter Regulatory Class: Class II Product Code: DQY Dated: March 1, 2018 Received: March 5, 2018
Dear Marina Emond:
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 of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in 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.
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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.
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/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Image /page/1/Picture/4 description: The image shows the text "Carlos L. Pena -S" in a simple, sans-serif font. The text is arranged horizontally, with a clear distinction between the first name, last name, and the suffix. The background is plain and does not distract from the text.
Carlos L. Peña, PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K172014
Device Name Wedge Microcatheter
Indications for Use (Describe)
The Wedge Microcatheter is intended for general intravascular use, including the peripheral, coronary and neuro vasculature for the infusion of diagnostic agents, such as contrast media, and to assist in the delivery of interventional devices, such as the SOFIA 6F Catheter, in the neurovasculature.
| Type of Use (Select one or both, as applicable) | |
|--------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------|
| <span style="font-size: 10pt;">☑ Prescription Use (Part 21 CFR 801 Subpart D)</span> | <span style="font-size: 10pt;">☐ Over-The-Counter Use (21 CFR 801 Subpart C)</span> |
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### 510(K) Summary - K172014
| Trade Name: | Wedge Microcatheter |
|-------------------|------------------------------------------------------------------------------------------------|
| Generic Name: | Percutaneous Catheter |
| Classification: | II, 21 CFR 870.1250, DQY |
| Submitted By: | MicroVention, Inc.<br>1311 Valencia Ave<br>Tustin, California, USA |
| Contact: | Marina Emond<br>Manager, Regulatory Affairs<br>Marina.Emond@Microvention.com<br>(714) 247-8296 |
| Date: | April 1, 2018 |
| Predicate Device: | Headway 21 Microcatheter (K093160) |
| | Headway 17 Microcatheter (K083343) |
| | AXS Offset Delivery Assist Catheter (K163259) |
### Device Description:
The Wedge Microcatheter is a single lumen catheter designed to be introduced over a steerable guidewire to access small, tortuous vasculature. The microcatheter has a semi-rigid proximal section with an outer shaft made of Grilamid nylon. The catheter shaft transitions to progressively softer durometers and different lengths of Polyether block amide (Pebax). The distal-most length of the microcatheter, beyond the enlarged segment, consists of a softer, atraumatic polyurethane.
The enlarged segment on the distal end of the Wedge is designed to reduce the gap between the OD of the guidewire and ID of the Sofia 6F. The tapered bulb section, approximately 1 cm length and located approximately 1.5 cm from the distal tip, can be identified on fluoroscopy between the two radiopaque
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proximal marker bands of the Wedge Microcatheter. The bulb OD (0.068") is sized specifically to work with the lumen ID (0.070") of the Sofia 6F allowing for continuous flush of saline through the Sofia.
Three radiopaque markers at the distal end facilitate fluoroscopic visualization. The outer surface of the microcatheter is coated with a hydrophilic polymer coating to reduce friction during navigation in the vasculature. The lubricious inner liner is made from polytetrafluoroethylene (PTFE). A luer fitting on the Microcatheter hub is used for the attachment of accessories. The hub/strain relief provides for the kink resistance at the proximal end. The microcatheter has a straight tip that is designed to be steam shaped by the physicians at the time of the use. A steam shaping mandrel and introducer sheath (accessories) are packaged with the catheter.
## Indications for Use:
The Wedge Microcatheter is intended for general intravascular use, including the peripheral, coronary and neuro vasculature for the infusion of diagnostic agents, such as contrast media, and to assist in the delivery of interventional devices, such as the SOFIA 6F Catheter, in the neurovasculature.
## Technological Characteristics and Product Feature Comparison:
The subject device, Wedge Microcatheter is substantially equivalent to the predicate devices in terms of:
- Intended use
- Scientific technology
- · Fundamental design
- · Materials and processes for packaging and sterilization of devices
A tabular comparison of the technological characteristics between the predicate devices and subject device is provided below.
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| Device<br>Characteristics | Headway 17 Microcatheter<br>(K083343) | Headway 21 Microcatheter<br>(K093160) | AXS Offset Delivery Assist<br>Catheter (K163259) | Wedge Microcatheter<br>(Proposed) |
|-------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Device<br>Classification/<br>Product Code | Class II/ DQY<br>(Percutaneous catheters) | Class II/ DQY<br>(Percutaneous catheters) | Class II/ DQY<br>(Percutaneous catheters) | Class II/ DQY<br>(Percutaneous catheters) |
| Intended Use | The Headway Microcatheter<br>is intended for general<br>intravascular use, including<br>the peripheral, coronary and<br>neuro vasculature for the<br>infusion of diagnostic<br>agents, such as contrast<br>media, and therapeutic<br>agents, such as occlusion<br>coils. | Intended for general<br>intravascular use, including<br>the peripheral, coronary and<br>neuro vasculature for the<br>infusion of diagnostic agents,<br>such as contrast media, and<br>therapeutic agents, such as<br>occlusion coils. | The AXS Offset Delivery<br>Assist Catheter is intended to<br>assist in the delivery of<br>interventional devices, such<br>as distal access catheters, in<br>the neurovasculature. | The Wedge Microcatheter<br>is intended for general<br>intravascular use,<br>including the peripheral,<br>coronary and neuro<br>vasculature for the<br>infusion of diagnostic<br>agents, such as contrast<br>media, and to assist in the<br>delivery of interventional<br>devices, such as the<br>SOFIA 6F Catheter, in<br>the neurovasculature. |
| Catheter OD | .025" -.031" | .028" - .034" | .050" | .028" - .034"<br>Equivalent to predicates |
| Catheter ID | .017" | .021" | .021" | .021"<br>Equivalent to predicates |
| Tip | Shapeable<br>15 cm | Shapeable<br>15 cm | Straight<br>2 cm | Shapeable, same as<br>predicates Headway 17<br>and Headway 21 |
| Device | Headway 17 Microcatheter | Headway 21 Microcatheter | AXS Offset Delivery Assist | Wedge Microcatheter |
| Characteristics | (K083343) | (K093160) | Catheter (K163259) | (Proposed) |
| Distal<br>segment/bulb | N/A | N/A | The distal outer diameter<br>(OD) of the AXS Offset<br>Catheter gradually increases<br>from 0.036in at the RO<br>Marker to 0.050in, 2 cm<br>proximal to the RO marker.<br>The bulb section with a<br>0.050in OD is maintained for<br>28 cm, then gradually<br>decreases towards the<br>proximal section. The overall<br>distal profile of the AXS<br>Offset catheter acts as a<br>smooth transition and<br>reduces the gap between the<br>outer diameter of a steerable<br>guidewire and inner diameter<br>of a DAC while allowing for<br>continuous saline flush<br>through the DAC. | Using the same principle<br>as the predicate AXS<br>Offset, the slightly<br>enlarged segment (bulb)<br>of the Wedge reduces the<br>gap between the outside<br>diameter of the guidewire<br>and the inside lumen of<br>the Sofia allowing for<br>continuous flush of saline<br>through the Sofia. |
| Effective<br>Length | $150 cm \pm 2$ | $150 cm \pm 2$ | 150 cm | 158-160 cm<br>Equivalent to predicates |
| Coating | Hydrophilic Coating | Hydrophilic Coating | Hydrophilic Coating | Hydrophilic coating of<br>the same composition as<br>predicates Headway 17<br>and Headway 21 to<br>reduce friction during use. |
| Hydrophilic<br>Coating Length | 100-105 cm | 100-105 cm | 80 cm | 110-115 cm<br>Equivalent to predicates |
| Device<br>Characteristics | Headway 17 Microcatheter<br>(K083343) | Headway 21 Microcatheter<br>(K093160) | AXS Offset Delivery Assist<br>Catheter (K163259) | Wedge Microcatheter<br>(Proposed) |
| Packaging | Material<br>Dispenser hoop:<br>Polyethylene<br>Mounting card:<br>Polyethylene<br>Pouch: Tyvek<br>Carton Box:<br>Bleached Sulfate | Same as Headway 17 | Catheter is placed in a<br>dispenser coil, then inserted<br>into a pouch and placed<br>inside a carton box. | Same as<br>predicates Headway 17<br>and Headway 21;<br>equivalent to AXS Offset. |
| | Package<br>Config.<br>Microcatheter is<br>placed in a<br>dispenser hoop<br>and accessories on<br>a mounting card<br>that is then<br>inserted into the<br>pouch. The pouch<br>is then placed<br>inside a carton<br>box. | | | |
| Method of<br>Supplying | Sterile and single use | Sterile and single use | Sterile and single use | Same |
| Method of<br>Sterilization | Ethylene oxide | Ethylene oxide | Ethylene oxide | Same |
# Product Feature Comparison of Subject Device with Predicate Devices (K083343, K093160, K163259)
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## Verification Test Summary:
The results of verification and validation testing conducted on the subject device demonstrate that it performs as intended and are summarized as follows:
| Test Description | Result |
|------------------------------------------------------|----------------|
| Surface Contamination | Pass |
| Physical Attributes | Pass |
| Force at Break (Catheter Distal Section) | Pass |
| Force at Break (Catheter Hub Junction) | Pass |
| Freedom from Leakage (Low Pressure, Long Duration) | Pass |
| Freedom from Leakage (High Pressure, Short duration) | Pass |
| Freedom from Leakage - Air | Pass |
| Static Burst Pressure | Pass |
| Dynamic Burst Pressure | Pass |
| Coating Durability/Lubricity | Pass |
| Tip Shape and Tip Retention | Pass |
| Simulated Use | Pass |
| Flow Rate | Pass |
| Kink Resistance | Reference Only |
| Catheter Stiffness | Pass |
| Catheter Flexural Fatigue | Pass |
| Catheter Particle Testing | Pass |
| Dead Space | Reference Only |
| Torque Strength | Pass |
| Corrosion Resistance* | Pass |
| Gauging Test* | Pass |
| Separation Force* | Pass |
| Unscrewing Torque* | Pass |
| Resistance to Overriding* | Pass |
| Test Description | Result |
| Stress Cracking* | Pass |
| Radiopacity* (Visibility under fluoroscopy) | Pass |
| Pyrogenicity* | Pass |
| Ship Testing* | Pass |
| Shelf Life Testing | Pass |
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" Testing was previously conducted on test article that was equivalent in all aspects relevant to the testing performed, therefore it was deemed unnecessary to repeat the testing for the Wedge Microcatheter.
## Animal Testing Summary:
The acute performance/efficacy and safety parameters analyzed (insertion of introducer sheath into RHV, peel away introducer sheath from catheter, track test with guidewire, track test with guidewire/SOFIA 6F and overall performance) were comparable between the Wedge Microcatheter and predicate Headway 21 with no dissection, perforation, luminal narrowing, thrombus formation or distal emboli were noted for both test articles.
Histopathology Results: Morphometric measurements showed no neointimal growth or stenosis in both, the Wedge Microcatheter and predicate Headway 21, with largely identical endothelial loss and no incidence of vessel wall thinning or aneurysmal dilatation. There were no disruptions of the internal elastic lamina or medial layers in any vessel regardless of treatment device. Injury was limited to occasionally marked endothelial cell denudation without remarkable thrombus deposition in any treated vessel segment. Overall, the results of the study demonstrated substantial equivalence of the Wedge Microcatheter to the predicate.
### Biocompatibility Evaluation:
The in vitro and in vivo biocompatibility safety studies performed on the Wedge Microcatheter have demonstrated the biocompatibility of the Wedge Microcatheter and support compliance with the ISO 10993-1:2009 and FDA guidelines. The device was determined to be non-cytotoxic, non-sensitizing, intracutaneously non-irritating, systemically non-toxic, non-pyrogenic (material-mediated), non-hemolytic, have no effect on clotting, non-complement activating, and non-thrombogenic. The results of biocompatibility evaluation are summarized as follows:
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| Test | Test Summary | Conclusions |
|------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|---------------------------|
| Cytotoxicity - Medium<br>Eluate Method | The test article extract exhibited between no cell lysis<br>(grade 0) to slight reactivity (grade 1). | Non-cytotoxic |
| Sensitization:<br>Maximization Test in<br>Guinea Pigs | No irritation was present on any of the test or negative<br>control (0% sensitized) guinea pigs. | Non-sensitizer |
| Intracutaneous Reactivity | No evidence of irritation (score 0.0). | Non-irritating |
| Systemic Injection Test in<br>Mice | No weight loss, mortality, or evidence of systemic<br>toxicity from the extract exposure to the mice was<br>observed. | Systemically<br>non-toxic |
| Rabbit Pyrogen Test | The rise of rabbit temperatures during the tree hours of<br>observation did not exceed 0.5°C. | Nonpyrogenic |
| ASTM Blood<br>Compatibility - Direct and<br>Indirect Contact Hemolysis | The test article demonstrated 0.59% hemolysis in direct<br>contact and 1.25% hemolysis in indirect contact. | Non-hemolytic |
| Unactivated Partial<br>Thromboplastion Time<br>Test | An average clotting time of the test article showed no<br>significant difference from the control. | No effect on<br>clotting |
| Complement Activation | The plasma exposed to the test article for 90 minutes was<br>found to exhibit no statistically significant increase in<br>C3a. | Non-activated |
| Thrombogenicity | Both animals exhibited no signs of toxicity during the<br>study (score 0) | Non-<br>thrombogenic |
# Summary of Substantial Equivalence:
The information presented in this 510(k) demonstrates the substantial equivalence between the predicates Headway 21 Microcatheter (K093160), Headway 17 (K083343), AXS Offset (K163259), and the Wedge Microcatheter in regard to the design, construction materials, operating principle, and 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.