The InZone Detachment System is intended for use with all versions of Stryker Neurovascular detachable coils in the embolization of intracranial aneurysms and other vascular malformations of the neuro and peripheral vasculature.
Device Story
InZone Detachment System is a sterile, handheld, battery-powered device used during endovascular procedures to detach platinum-tungsten coils from delivery wires via electrolysis. Operated by physicians in clinical settings, the device detects the type of delivery wire inserted (GDC or Target coils) and applies controlled electrical current (max 12VDC/1mA for GDC; 28VDC/2.4mA for Target). For GDC coils, a connecting cable and patient return electrode are required; Target coils utilize an integrated return path. The device provides visual (LED) and audible feedback regarding detachment status, battery level, and circuit integrity. By enabling precise coil detachment, the system facilitates the treatment of intracranial aneurysms and vascular malformations, allowing physicians to reposition or withdraw coils before final detachment.
Clinical Evidence
Bench testing only. Verification testing included software/firmware validation per EN 62304, assessment of detachment cycle times, maximum detachment times, detachment consistency, detection consistency, electrical output parameters (voltage/current), battery detection, fault detection, and signal integrity. No clinical data was required or provided.
Technological Characteristics
Handheld, internally powered (two 1.5V AAAA batteries). Materials: PETG tray, Tyvek lid. Sterilization: Ethylene Oxide. Principle: Electrolytic detachment. Connectivity: None (standalone). Software: Firmware-based control of electrical current and detachment cycle monitoring. Dimensions: 14.0 x 5.8 x 2.8 cm. Weight: 80g.
Indications for Use
Indicated for use with Stryker Neurovascular detachable coils for embolization of intracranial aneurysms and other neuro/peripheral vascular malformations.
Regulatory Classification
Identification
A neurovascular embolization device is an intravascular implant intended to permanently occlude blood flow to cerebral aneurysms and cerebral ateriovenous malformations. This does not include cyanoacrylates and other embolic agents, which act by polymerization or precipitation. Embolization devices used in other vascular applications are also not included in this classification, see § 870.3300.
Special Controls
*Classification.* Class II (special controls.) The special control for this device is the FDA guidance document entitled “Class II Special Controls Guidance Document: Vascular and Neurovascular Embolization Devices.” For availability of this guidance document, see § 882.1(e).
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November 16, 2021
Stryker Neurovascular Breskella Halteh Senior Manager, RAQA Compliance 47900 Bayside Parkway Fremont, California 94538
Re: K212455
Trade/Device Name: InZone Detachment System Regulation Number: 21 CFR 882.5950 Regulation Name: Neurovascular Embolization Device Regulatory Class: Class II Product Code: HCG, KRD Dated: August 27, 2021 Received: August 30, 2021
Dear Breskella Halteh:
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. 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 located 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.
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
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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) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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 https://www.fda.gov/medical-device-safety/medical-device-reportingmdr-how-report-medical-device-problems.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medicaldevices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Naira Muradyan, Ph.D. 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
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# Indications for Use
510(k) Number (if known) K212455
Device Name InZone® Detachment System
Indications for Use (Describe)
The InZone Detachment System is intended for use with all versions of Stryker Neurovascular detachable coils in the embolization of intracranial aneurysms and other vascular malformations of the neuro and peripheral vasculature.
| 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)
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### Neurovascular
# 510(k) Summary
| Summary Date | November 15, 2021 |
|----------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Submitter Name and<br>Address | Stryker Neurovascular<br>47900 Bayside Parkway<br>Fremont, CA 94538 |
| Contact Person: | Breskella Halteh<br>Senior Manager, RAQA Compliance<br>Stryker Neurovascular<br>Phone: 650 814 3781 (mobile)<br>Email: breskella.halteh@stryker.com |
| Trade Name: | InZone® Detachment System |
| Common Name: | Power Supply |
| Indications for Use /<br>Intended Use: | The InZone Detachment System is intended for use with all<br>versions of Stryker Neurovascular detachable coils in the<br>embolization of intracranial aneurysms and other vascular<br>malformations of the neuro and peripheral vasculature. |
| Classification Name: | Stryker Neurovascular detachable coils are Class II devices<br>(special controls) classed as neurovascular embolization<br>devices under 21 CFR 882.5950 (HCG) and vascular<br>embolization devices under 21 CFR 870.3300 (KRD).<br>The special control for the devices is FDA's guidance document,<br>Class II Special Controls Guidance Document: Vascular and<br>Neurovascular Embolization Devices (issued 29 Dec 2004). |
| Legally Marketed<br>Predicate Device: | InZone Detachment System cleared under K160096 on 19 Feb<br>2016. |
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### Device Description:
Stryker Neurovascular's InZone® Detachment System is a sterile, handheld, single-patient use device designed for use with Stryker Neurovascular Detachable Coils. The device consists of an enclosure with a detachment button, five LED indicator lamps, a funnel inset at its distal end, and a cable connection port. The device comes pre-loaded with two AAAA (1.5 VDC) batteries.
#### How the Device Functions
Use of Stryker Neurovascular Detachable Coils involves a minimally invasive procedure to access the treatment area (intracranial aneurysm or other neuro or peripheral abnormality) from within a blood vessel (endovascular therapy). Treatment involves insertion of a Stryker Neurovascular two tip-marker microcatheter into a patient's femoral artery and then navigation of the microcatheter through the vascular system, into the neuro or peripheral vasculature, and then to the site of the lesion.
Detachable coils are used in conjunction with:
- Stryker Neurovascular microcatheters
- Stryker Neurovascular's InZone Detachment System
- Stryker Neurovascular's IZDS Connecting Cable, and
• a Patient Return Electrode (an off-the-shelf 20 or 22-gauge stainless-steel hypodermic needle)
Microcatheters, InZone Detachment System and IZDS Connecting Cable are all sold separately.
During a procedure, a physician will assess the target lesion to determine the type, size and number of coils to use. After prepping the patient and preparing the coil according to the instructions for use, the coil is delivered through the microcatheter to the lesion. The delivery wire enables the physician to deploy, position, or reposition the coil until proper placement. Prior to detachment of the coil, the entire device (i.e., coil and delivery wire) may be withdrawn completely, if necessary (e.g., if the physician desires to use a different size or shape coil).
The radiopaqueness of the platinum-tungsten coil, in conjunction with radiopaque markers on the coil's delivery wire and on the microcatheter, enable the physician to properly position the device within the lesion and to always know the location of the coil relative to the distal tip of the microcatheter.
After being placed at the site of the lesion, the coil is detached from its delivery wire through an electrolytic process using the InZone Detachment System.
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## Table 1 - Compatibility between Stryker Neurovascular's InZone® Detachment System and Stryker Neurovascular Detachable Coils
| | Types of Coils that can be used |
|--------------------------------------------|---------------------------------------------------|
| InZone Detachment System<br>(M00345100950) | GDC Detachable Coils1<br>Target Detachable Coils2 |
1 Requires use of Stryker Neurovascular's IZDS Connecting Cable, p/n M00345110250 (sold separately) with the InZone Detachment System. 2 No cable required for coil detachment.
When using the InZone Detachment System to detach GDC Detachable Coils:
An IZDS Connecting Cable is used in conjunction with an off-the-shelf patient return electrode. The IZDS Connecting Cable (Model / UPN M00345110250) is a 180 cm ground cable (black) for use with the InZone Detachment System. There are no accessories provided with the IZDS Connecting Cable.
The proximal end of the coil's delivery wire is inserted into the InZone Detachment System (anode connection), and the IZDS Connecting Cable completes the circuit between the InZone Detachment System ground port and the patient return electrode (cathode connection).
The InZone Detachment System and IZDS Connecting Cable are sold separately.
When using the InZone Detachment System to detach Target Detachable Coils:
No cable is required as the device's composite metal and polymer wire incorporates an anode and cathode into the wire thus eliminating the need to use a connecting cable and patient return electrode when detaching a Target Detachable Coil.
The proximal end of the coil's delivery wire is inserted into the InZone Detachment System (anode connection); the device's delivery wire hypotube provides the current return path (cathode connection).
#### Scientific Concept
In the use of Stryker Neurovascular Detachable Coils, detachment of the coil from its delivery wire is accomplished by means of an electrolytic process wherein the body's electrolytes serve as the electrolytic carrier between positive and negative electrodes. Since body fluids are relatively ionic, these fluids serve as good conductors for the minimal electric current generated by the InZone® Detachment System. Detachable Coils are designed so that electrolytic dissolution occurs in a defined area called the detachment zone.
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### Scientific Concept (cont.)
Operation of the InZone Detachment System in the detachment of coils is governed by the InZone device's firmware first detecting the type of delivery wire which is inserted into the unit's funnel.
When used with GDC Detachable Coils, the InZone Detachment System operates at a maximum 12VDC and a maximum current of 1.0 mA.
For Target Detachable Coils, when the InZone Detachment System detects that a Target Detachable Coil delivery wire has been inserted into the unit's funnel, the device's firmware engages circuitry which operates the device at a maximum 28VDC and 2.4 mA.
#### Physical and Performance Characteristics
| Description: | Sterile, hand-held, internally powered, disposable unit,<br>used within sterile field |
|--------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Size: | 14.0 x 5.8 x 2.8 cm (5.5 x 2.3 x 1.1 inch) |
| Weight: | 80 g (2.8 oz) |
| Power: | 3V |
| Power Source: | Two 1.5 V (AAAA) DC batteries (in series) |
| CPU Operating Voltage: | 3.3 V DC |
| Max Current: | When detaching GDC Coils: 1mA<br>When detaching Target Detachable Coils: 2.4 mA |
| Power Switch: | Inserting coil delivery wire turns unit on. Removing<br>delivery wire turns unit off. During use, if after 2<br>minutes unit detects no activity, unit will enter SLEEP<br>MODE; pressing and releasing the DETACHMENT<br>BUTTON will bring the system back to its previous state. |
| Safety Features: | At start up: Memory integrity (checksum assessment);<br>calibration validity<br>During detachment: Over-current / over-voltage (at<br>least 10x/sec)<br>Software consistently running (at least 100x/sec) |
| Delivery Wire Interface: | InZone slides over proximal 6.5 cm of coil delivery wire |
| Attachment to Patient Return<br>Electrode (PRE): | When detaching GDC Coils:<br>Black cable with minigrabber attached to PRE<br><br>When detaching Target Detachable Coils:<br>Not applicable: return is integral to the device |
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## Physical and Performance Characteristics (cont.)
| Cable Socket Type: | 1.5 mm recessed male on black safety-sheathed (touch-<br>proof) socket (only for use when detaching GDC<br>Detachable Coils) |
|----------------------------|------------------------------------------------------------------------------------------------------------------------------|
| Sterilization Method: | Ethylene Oxide Gas |
| Sterile Barrier: | PETG tray with Tyvek® lid |
| Packaging: | Carton with Directions for Use |
| User Serviceable Parts: | No user serviceable parts |
| User Required Maintenance: | No user required maintenance |
| Calibration: | Done at factory |
| Number of Detachments: | Minimum of 20 detachments |
# User Interface / Displays:
| Display | Comment/Action |
|--------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Power | System Ready Indicator (LED) on and single audible tone when powered<br>up |
| Current Voltage | Current Flow Indicator (LED) on (green) |
| Cycle Complete | Cycle Complete Indicator (LED) on (solid green), 3 short beeps:<br>For Target Coils: InZone software has assessed that detachment has<br>likely occurred.<br>For GDC Coils: InZone has assessed a full cycle is complete in less than 75<br>seconds. |
| Cycle Complete | Cycle Complete Indicator (LED) on (blinking green), 1 long beep:<br>For Target Coils: InZone software has assessed that detachment has<br>likely not occurred<br>For GDC Coils: InZone has assessed a full cycle is complete in 75 seconds. |
| Running | Current Flow Indicator (LED) on (solid green) |
| Low Battery | Low Battery Indicator (LED) on (blinking amber) |
| Grounding | Grounding Indicator (LED) on (blinking amber) until complete circuit is<br>detected; when complete circuit is detected, LED will remain on (solid<br>amber) and System Ready Indicator (LED) will turn on (solid green)<br>accompanied by a single beep. |
| To start detachment | Press Detachment Button. |
| To initiate another detachment cycle | If CYCLE COMPLETE LED is lit, pressing and releasing the Detachment<br>Button will initiate another cycle. |
| Error | All LEDs illuminate except CYCLE COMPLETE LED. |
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| Packaging: | Each InZone® Detachment System is packaged in a PETG tray. A<br>Tyvek lid is heat-sealed onto the tray. The tray with lid is then<br>placed into a fiberboard carton along with Directions for Use. |
|-----------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Verification Testing: | Verification testing of the modified InZone Detachment System<br>consisted of the following: |
| | 1) Software (firmware) test case model as well as bench top<br>testing to assess: |
| | a) detachment cycle time<br>b) maximum detachment time<br>c) detachment consistency<br>d) detection consistency<br>e) max voltage output<br>f) max current output<br>g) low battery detection<br>h) fault detection at power up<br>i) over voltage and over current detection<br>j) data storage and retrieval capability<br>k) delivery wire compatibility and detection<br>l) button activation<br>m) audio and visual signals |
| | 2) Software verification in accordance with EN 62304 and<br>Stryker Neurovascular Design and Development Planning SOP |
| | 3) Risk assessment in accordance with ISO 14971 and Stryker<br>Neurovascular Risk Management Planning SOP |
| | 4) Assessment of the modifications for impact upon: |
| | Electrical Safety (no impact)<br>Electromagnetic Compatibility (no impact)<br>Sterility Assurance (no impact)<br>Shelf Life (no impact)<br>Packaging Verification (no impact)<br>Packaging Shelf Life (no impact) |
| Accessories: | There are no accessories to the InZone Detachment System. |
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| Comparison to Predicate Device: | This 510(k) is for modifications to InZone Detachment System firmware to decrease detachment time when used with Target Coils and to update product labeling. |
|---------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | The modified InZone® Detachment System has the same intended use / indications for use as the current legally marketed predicate device cleared under premarket notification K160096. |
| | Although the InZone Detachment System incorporates modifications to device firmware and device labeling and packaging, the modifications do not alter the fundamental scientific technology of the predicate device. |
| | Risk assessment of the modifications, in the form of design failure modes and effects analysis (DFMEA), has been conducted in accordance with ISO 14971:2019. Stryker Neurovascular has determined the modifications to the predicate device raise no new questions of safety or effectiveness. |
| | Verification testing of the modified InZone Detachment System has demonstrated the device to be substantially equivalent to the predicate InZone Detachment System cleared under K160096. |
| Conclusion: | Stryker Neurovascular has compared device materials, design, and performance to the predicate device. Since the subject modifications do not alter the intended use / indications for use of the predicate device or the fundamental scientific technology of the predicate device; and because risk assessment of the modifications and successful verification testing raise no new questions of safety and effectiveness, Stryker Neurovascular believes the modified InZone Detachment System to be substantially equivalent to the current legally marketed predicate device cleared in K160096. |
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.