DEN230007 · Xenex Disinfection Services, Inc. · QXJ · Sep 1, 2023 · General Hospital
Device Facts
Record ID
DEN230007
Device Name
LightStrike+ (MXSUV1-SL and MXSUV1-FT)
Applicant
Xenex Disinfection Services, Inc.
Product Code
QXJ · General Hospital
Decision Date
Sep 1, 2023
Decision
DENG
Submission Type
Direct
Regulation
21 CFR 880.6510
Device Class
Class 2
Indications for Use
The Xenex LightStrike™+ is a pulsed, broad-spectrum, high-intensity, germicidal UV light system intended to perform microbial reduction on non-porous, non-critical medical device surfaces, free from visual soiling, after manual cleaning and disinfection practices. LightStrike+ is intended for use in unoccupied operating rooms, hospital rooms, and other clinical settings where non-critical medical devices are present as an adjunct to existing manual cleaning and disinfection practices. The system is for over-the-counter (OTC) use.
Device Story
Pulsed, broad-spectrum, high-intensity germicidal UV light system; performs microbial reduction on non-porous, non-critical medical device surfaces. Used in unoccupied clinical settings (operating rooms, hospital rooms) as adjunct to manual cleaning. Operated by staff; system ensures operation only in unoccupied environments. Reduces microbial load on surfaces; benefits patient by lowering risk of cross-contamination. Requires manual cleaning prior to use.
Clinical Evidence
No clinical data. Evidence based on non-clinical performance testing, including microbial log reduction of resistant microorganisms, simulated use testing under worst-case conditions, in-use testing, photobiological safety, and material compatibility testing.
Technological Characteristics
Pulsed, broad-spectrum, high-intensity germicidal UV light system. Includes safety features to prevent operation in occupied environments. Requires electromagnetic compatibility and electrical safety testing. Software components subject to verification, validation, and hazard analysis.
Indications for Use
Indicated for microbial reduction on non-porous, non-critical medical device surfaces in unoccupied clinical settings (e.g., operating rooms, hospital rooms) as an adjunct to manual cleaning. Contraindicated for critical/semi-critical medical devices, food, water, human/animal bodies, and occupied spaces.
Regulatory Classification
Identification
A whole room microbial reduction device is a medical device to be used to reduce microbial load on medical device surfaces following cleaning and disinfection.
Submission Summary (Full Text)
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# DE NOVO CLASSIFICATION REQUEST FOR LIGHTSTRIKE+
#### REGULATORY INFORMATION
FDA identifies this generic type of device as:
Whole room microbial reduction device. A whole room microbial reduction device is a medical device to be used to reduce microbial load on medical device surfaces following cleaning and disinfection.
NEW REGULATION NUMBER: 21 CFR 880.6510
CLASSIFICATION: Class II
PRODUCT CODE: QXJ
#### BACKGROUND
DEVICE NAME: LightStrike+
SUBMISSION NUMBER: DEN230007
DATE DE NOVO RECEIVED: February 01, 2023
### SPONSOR INFORMATION:
Xenex Disinfection Services, Inc. 1074 Arion Circle\ Suite 116 San Antonio, TX 78216 USA
#### INDICATIONS FOR USE
The Xenex LightStrike™+ is a pulsed, broad-spectrum, high-intensity, germicidal UV light system intended to perform microbial reduction on non-porous, non-critical medical device surfaces, free from visual soiling, after manual cleaning and disinfection practices. LightStrike+ is intended for use in unoccupied operating rooms, hospital rooms, and other clinical settings where non-critical medical devices are present as an adjunct to existing manual cleaning and disinfection practices. The system is for over-the-counter (OTC) use.
### LIMITATIONS
Limitations on device use are provided in the Instructions for Use Manual:
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### Warnings and Precautions
- . do not use the device for microbial reduction of the critical or semi-critical surfaces of medical devices.
- do not use the device for microbial reduction of food or water. .
- do not use the device for microbial reduction of a human or animal body or . corresponding bodily fluids.
- . not indicated for use in occupied rooms, areas, and spaces.
- follow unit setup and positioning instructions. .
# PLEASE REFER TO THE LABELING FOR A COMPLETE LIST OF WARNINGS. PRECAUTIONS AND CONTRAINDICATIONS
### DEVICE DESCRIPTION
LightStrike+ is a system that emits UV germicidal light to reduce the microbial load present on non-porous, non-critical medical device surfaces in healthcare environments, after manual cleaning and disinfection practices. Designed for microbial reduction cycles, the system will achieve the labeled log reductions through the utilization of Xenon lamp technology for the generation of UV germicidal light in the system's intended use environments. It is designed to be moved to targeted locations within a facility. The graphical user interface allows operators (trained cleaning staff) to select preprogrammed rooms and their associated protocols for cycle execution. The system is for use in unoccupied areas and includes design and redundant safety features to help prevent accidental exposure to the UV light.
Image /page/1/Figure/9 description: The image shows a LightStrike+ robot with several labeled parts. The robot has a dome and xenon lamp on top, a user interface, and a handle. The robot also has an appliance inlet and cable retainer at the bottom, as well as a tethered motion detection cone, remote status/stop cone, and door placard.
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| System Component | Function Summary |
|-----------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Robot | Generates UV light for whole room microbial reduction |
| Xenon Lamp | Xenon gas lamp that emits germicidal UV at wavelengths from 240<br>to 315nm when pulsed by the robot. The lamp is stored inside of the<br>robot and rises to deliver the UV light |
| User Interface | Includes a room guide to allow the user to select the room where<br>LightStrike+ will be used |
| | Cycle times are preprogrammed for each room and downloaded to<br>the robot over wireless communications |
| | When a room is selected, the microbial reduction cycle will start once<br>the physical button above the user interface screen is pressed and the<br>robot senses the operator has exited the room |
| | The microbial reduction cycle will automatically stop when the cycle<br>time countdown expires |
| Tethered Motion<br>Detection Cone | Safety feature to help prevent inadvertent UV exposure to anyone<br>entering the room while a cycle is active |
| | Placed inside the room/area where LightStrike+ will be used, facing<br>the entry door |
| | Detects motion from the entry door to a room during a cycle and<br>signals the robot to terminate the microbial reduction cycle when<br>motion is sensed |
| Remote Status/Stop<br>Cone | Feature to help prevent users from entering an area during a microbial<br>reduction cycle. The cone serves as an indicator that LightStrike+ is<br>in use within a room/area. |
| | Located outside the entrance of the room where LightStrike+ is in use |
| | Includes a feature to allow the user to terminate a cycle from outside<br>the room |
| | Provides a visual countdown to indicate how much time is remaining<br>in an ongoing microbial reduction cycle |
| | Provides warning to indicate that an individual should not enter the<br>room during an ongoing cycle |
| | Once countdown expires, it provides a visual cue that it is safe to<br>enter the room |
| Handle | Used to wheel and position the robot in the area where LightStrike+<br>will be used |
| | Can be pulled/pushed from both sides |
| Door Placard | Warning sign that adheres to the door exterior to indicate that<br>LightStrike+ is being used in the Room/Area |
#### SUMMARY OF BENCH STUDIES
### REPROCESSING, STERILITY AND SHELF-LIFE
The LightStrike+ does not require reprocessing and sterility. The LightStrike+ does not have a labeled shelf life; device performance is not adversely affected by aging or
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storage. Built-in design features monitor when the lamp is nearing the end of its usable life and prevent use of the device at that point.
### BIOCOMPATIBILITY
The LightStrike+ uses a Xenon gas flash lamp to produce pulsed broad-spectrum germicidal UV light that reduces microbial load on non-porous, non-critical medical device surfaces in the whole room, for a period of time, after the room has been manual cleaned and disinfected. The operation occurs only if the room is unoccupied.
Testing was conducted to demonstrate that the operation of LightStrike+ generates Ozone at concentration levels that are below the maximum acceptable level of ozone in medical devices, according to 21 CFR 801.415, and is without an appreciable risk of deleterious effects. Additionally, test results demonstrate that the levels of toxic chemicals (other than ozone) generated during the use of LightStrike+ that would be safe for users/patients following the completion of the UV microbial reduction cycle are either below the safe exposure limit or will dissipate to safe levels when a user enters the room after the completion of the cycle.
Specifically, the concentrations of Carbon monoxide (CO), Carbon dioxide (CO2), Nitric oxide (NO) and Nitrogen dioxide (NO2) are well below the safe exposure limits, per 29 CFR 1910.1000, after the use of the LightStrike+ device. Test results demonstrate that there is a very low probability for the generation of toxic levels of Hydroxyl radical. singlet oxygen, and superoxide anion radicals by the LightStrike+ device in an indoor healthcare environment due to the low energy of the photons compared to the required Bond Dissociation Energy and the lack of high levels of pollutants. This is also clear from the low concentration of gases such as Ozone. NO. and NO2 which are generated from the secondary interaction of these species with other molecules. The small amount of the generated radicals will also decay to safe levels because of the extremely low halflife and high reactivity of the species before a user enters the room after a disinfection cycle.
# SOFTWARE
The LightStrike+ Software System is a collection software that executes on the Brazos physical device and cloud-based platforms. The Software System includes both off-theshelf software and software that is developed and maintained by Xenex. The Software System is composed of the Microbial Reduction Management System (MRMS). Device Interface, and Firmware Software Items. The MRMS Software Item runs on cloud-based platforms. The Device Interface and Firmware Software Items run on the LightStrike+ physical device.
The interfaces between the top-level Software Items are indicated in Figure 1. MRMS and the Device Interface communicate remotely through two TCP/IP based protocols. HTTPS and MOTT. The Device Interface and the Firmware communicate through a RS232 link using a custom communication protocol and over TCP/IP sockets. In addition
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to the interfaces between Software Items in Figure 1, each Software Item includes some form of interface. The LightStrike+ Software System includes two distinct user types, Device Users and MRMS Users. Device Users are those users that are authorized to use the LightStrike+ physical device and interact with the Device Interface and Firmware Software Items. MRMS Users are those authorized to access the user interfaces of the MRMS Software Item. Adequate cybersecurity and software functionality were demonstrated according to FDA guidance "Content of Premarket Submissions for Management of Cybersecurity in Medical Devices".
The LightStrike+ controls the integrity of the software by limiting access to trusted users and ensuring trusted content through software controls as defined within the Cybersecurity System, according to FDA guidance document titled "Content of Premarket Submissions for Management of Cybersecurity in Medical Devices" (https://www.fda.gov/media/86174/download). The effectiveness of the software security controls is determined through a threat model - risk assessment. Xenex controls deployment of software updates as per change control and procedures within the Software Development Plan. All potential firmware and software updates are reviewed against the most recent versions of the SRS.
### ELECTROMAGNETIC COMPATIBILITY & ELECTRICAL SAFETY
The LightStrike+ electrical safety is in conformance with IEC 60601-1-6. and the electromagnetic compatibility (EMC) is in accordance with IEC 60601-1-2.
### PERFORMANCE TESTING - BENCH
The sponsor conducted the following performance tests to support that the device can achieve its intended use:
- . Optimized Kill Curve testing were provided, determining the dosage required for LightStrike+ to achieve a 2-log reduction of select bacterial organisms.
- . Bacteriostasis of Intended In-use Surfaces were provided to verify potential inherent bacteriostatic properties of surfaces intended for future In-use testing.
- . Recovery validation testing were provided to verify expected effectiveness of microbial recovery methods used to verify microbial reduction system results in a simulated use environment.
- Simulated-use tests were provided, demonstrating microbial reduction on medical . device surfaces, using the determined most UV resistant organism, achieving an average of 2-log reduction across all inoculated surfaces.
- . Accelerated UV materials damage test were provided, to evaluate the impact of regular exposure to LightStrike+ with metallic and non-metallic materials commonly present in healthcare environments, including materials commonly used as medical device enclosures.
- . Ozone tests were provided, to ensure that LightStrike+ users are safe, notwithstanding the very low concentration of ozone that is produced by the device as a byproduct of UV-C light emission (to which the user could be exposed), per 21 CFR 801.415 "Maximum acceptable level of ozone". The levels
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of toxic chemicals (other than ozone) generated during the use of LightStrike+ that would be safe for users/patients following the completion of the UV microbial reduction cycle were also tested, per 29 CFR 1910.1000.
- Photobiological safety of lamps and lamp system test were provided, to evaluate . the safety of the lamp that emits UV light when the robot is in use, conducted using a new lamp, because the light intensity is at its maximum when the lamp is new and that represents the worst-case scenario, per IEC 62471 "Photobiological Safety of Lamps and Lamp Systems.
The device has been appropriately evaluated for performance on the bench. demonstrating that is capable to achieve a microbial reduction of 2-log. Materials damage testing results met ISO 4582. ASTM D256-10. and ASTM A370-22 requirements. Ozone generation levels were below 21 CFR 801.415 acceptance levels of toxic chemicals were below 29 CFR 1910.1000 acceptance levels. Photobiological safety of lamps and lamp system met IEC 62471 criteria.
# LABELING
The labeling consists of a user manual, instructions for use, and packaging labels. The instructions for use include the indications for use, including the time to achieve a 2-log reduction; a description of the device, contraindications, warnings, precautions, including a door placard with caution signs advising "DO NOT ENTER" to be affixed on entry ways of rooms/areas, warns of possible UV exposure during operation and warns of risk group 3 UV light generated by device; and instructions for the safe use of the device.
Labeling for this device is in accordance with the special controls listed below.
# RISKS TO HEALTH
The table below identifies the risks to health that may be associated with use of a whole room microbial reduction device and the measures necessary to mitigate these risks.
| Risks to Health | Mitigation Measures |
|---------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------|
| Exposure to microbiocidal agent,<br>leading to skin and eye damage | Non-clinical performance testing<br>Biocompatibility evaluation<br>Software verification, validation, and hazard analysis<br>Labeling |
| Respiratory mucous membrane irritation<br>and pulmonary edema due to chemical<br>exposure | Non-clinical performance testing<br>Biocompatibility evaluation |
| Patient cross-contamination due to<br>device failure leading to inadequate<br>microbial reduction | Non-clinical performance testing<br>Labeling<br>Software verification, validation, and hazard analysis |
| Electrical shock | Electrical safety testing<br>Non-clinical performance testing |
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| Risks to Health | Mitigation Measures |
|---------------------------------|----------------------------------------------------------------------------------------------------------------------------|
| Interference with other devices | Labeling<br>Electromagnetic compatibility testing<br>Electrical safety testing<br>Wireless coexistence testing<br>Labeling |
## SPECIAL CONTROLS
In combination with the general controls of the FD&C Act, the whole room microbial reduction device is subject to the following special controls:
- Non-clinical performance testing must demonstrate that the device performs as (1) intended under anticipated conditions of use. The following performance characteristics must be tested:
- (i) Performance testing must demonstrate microbial log reduction of the demonstrated most resistant microorganism on medical device surfaces commensurate with the intended level of microbial reduction.
- (ii) Simulated use testing must evaluate device performance under simulated worstcase use conditions (e.g., soiling, room objects and surfaces, distances).
- In-use testing must evaluate device performance under real-world use conditions. (iii)
- (iv) Performance testing must demonstrate the photobiological safety of any lamps or lamp systems.
- Performance testing must evaluate safety features intended to prevent exposure (v) and ensure that device operation can only occur in an unoccupied environment: and
- Performance testing must characterize the long-term material compatibility of the (vi) microbiocidal agent on clinically relevant surfaces and/or devices.
- (2) Biocompatibility testing must demonstrate safe residual levels of chemicals on medical devices surfaces and/or gaseous byproducts in air.
- Software verification, validation, and hazard analysis must be performed for any (3) software components.
- Performance data must demonstrate the electromagnetic compatibility (EMC) and (4) electrical safety of the device.
- Labeling must include: (5)
- Warnings and instructions to ensure the device is operated in an unoccupied (i) environment.
- (ii) Setup and positioning instructions; and
- (iii) Information regarding material compatibility.
# BENEFIT-RISK DETERMINATION
### Risks:
The risks of the device are based on nonclinical laboratory (bench) studies described above.
Subject device is to be used in an unoccupied room. The only risk of injury is skin and eve damage resulting from exposure to dangerous light source, respiratory issues from exposure to
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ozone, electrical shock and interference with other devices are mitigated with the performance testing, warnings, precautions, and special controls. Risk of device failure leading to microbial growth, increasing the risk of patient-to-patient cross contamination and study limitations, are mitigated with the performance testing, labeling, special controls, and the use as adjunct to manual cleaning and disinfection only.
#### Benefits:
The probable benefits of the device are based on nonclinical laboratory (bench) studies described above.
The LightStrike+ device demonstrated 2-log average reduction in simulated use testing using worst-case microorganisms. The device will be used as an adjunct to existing manual cleaning practices. LightStrike+ provides additional microbial reduction after manual cleaning and disinfection, strengthening the risk reduction of transmitting pathogens from one patient to the next, or between health care providers and patients. The magnitude of the clinical benefit (i.e., transmission reduction) has not been established based on the non-clinical testing provided by the sponsor. Data was robust for 2-log average reduction on medical device surfaces, in the simulated environment.
#### Patient Perspectives
This submission did not include specific information on patient perspectives for this device.
#### Benefit/Risk Conclusion
Based on the performance testing provided (in particular, log reduction test, in a simulated-use test, optimized kill curve determination test, bacteriostasis test, microbial recovering test, biocompatibility test, material degradation test, ozone test, photobiological safety of lamps and lamp systems tests, and labeling), the sponsor has adequately supported that the subject device is a UV-C light microbial reduction device adjunctive to manual cleaning. This feature will provide an additional microbial reduction to surfaces that were previous cleaned and disinfected, helping to prevent cross contamination among patients and healthcare staff.
In conclusion, given the testing provided above, for the following indication statement:
The Xenex LightStrike™+ is a pulsed. broad-spectrum. high-intensity, germicidal UV light system intended to perform microbial reduction on non-porous, non-critical medical device surfaces. free from visual soiling, after manual cleaning and disinfection practices. LightStrike+ is intended for use in unoccupied operating rooms, hospital rooms, and other clinical settings where non-critical medical devices are present as an adjunct to existing manual cleaning and disinfection practices. The system is for over-the-counter (OTC) use.
The probable benefits outweigh the probable risks for the LightStrike+. The device provides benefits and the risks can be mitigated using general controls and the identified special controls.
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### CONCLUSION
The De Novo request for the LightStrike+ is granted and the device is classified as follows:
Product Code: QXJ Device Type: Whole room microbial reduction device Regulation Number: 21 CFR 880.6510 Class: II
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.