K191700 · Blinktbi, Inc. · GZP · Dec 9, 2019 · Neurology
Device Facts
Record ID
K191700
Device Name
EyeStat
Applicant
Blinktbi, Inc.
Product Code
GZP · Neurology
Decision Date
Dec 9, 2019
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 882.1880
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The EyeStat is intended to measure and display the mechanically induced blink reflex. The device is intended to be used by medical personnel within a hospital, laboratory, clinic or nursing home setting or outside of a medical facility under the direct supervision of a medical professional. The device is available for use on any patient as determined by the medical professional including adults and children.
Device Story
EyeStat measures mechanically induced blink reflex; inputs: light puff of sterile food-grade CO2 to outer canthus of eye; device uses two high-speed cameras to track eyelid movement; software algorithms process video frames to detect blink initiation; latency calculated as time difference between air puff application and blink initiation; used in hospitals, clinics, labs, nursing homes, or under professional supervision; output: latency, differential latency, excursion, time under threshold, and oscillations displayed on screen; aids clinicians in assessing blink reflex; benefits include objective measurement of reflex response.
Clinical Evidence
Bench testing only. Performance evaluation included biocompatibility (ISO 10993-1, -5), electrical safety/EMC (IEC 60601-1, -1-2), and battery safety (IEC 62133). Accuracy of eyelid tracking algorithm was validated against expert reviewer contours. Precision (test-retest reliability) was shown equivalent to cleared evoked response devices. Stimulus pressure was verified against a reference non-contact tonometer.
Technological Characteristics
Materials: patient-contacting parts biocompatible per ISO 10993-1/5. Sensing: dual high-speed cameras. Stimulus: sterile food-grade CO2 air puff. Connectivity: Cloud Portal (MDDS) for data storage. Software: moderate level of concern. Standards: IEC 60601-1 (Electrical Safety), IEC 60601-1-2 (EMC), IEC 62133 (Battery).
Indications for Use
Indicated for measuring and displaying mechanically induced blink reflex in any patient population, including adults and children, as determined by a medical professional.
Regulatory Classification
Identification
An evoked response mechanical stimulator is a device used to produce a mechanical stimulus or a series of mechanical stimuli for the purpose of measuring a patient's evoked response.
Predicate Devices
Nihon Kohden MEB-2300A Neuropack Evoked Potential and EMG Measuring System (K120397)
Reference Devices
American Optical 12415 AO Non-Contact Tonometer (K802419)
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food & Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
BlinkTbi Inc. % Sonali Mathur Regulatory Consultant 635 Rutledge Ave. Suite 102 Charleston, South Carolina 29403
Re: K191700
Trade/Device Name: EyeStat Regulation Number: 21 CFR 882.1880 Regulation Name: Evoked Response Mechanical Stimulator Regulatory Class: Class II Product Code: GZP Dated: November 6, 2019 Received: November 7, 2019
Dear Ms. Sonali Mathur:
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 probibitions 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
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801); medical device reporting (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 (QS) 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 medical devices and radiation-emitting products, including information about labeling regulations, please see Device (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,
Jay Gupta Assistant Director DHT5A: Division of Neurosurgical, Neurointerventional and Neurodiagnostic Devices OHT5: Office of Neurological and Physical Medicine Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K191700
Device Name EyeStat
#### Indications for Use (Describe)
The EyeStat is intended to measure and display the mechanically induced blink reflex. The device is intended to be used by medical personnel within a hospital, laboratory, clinic or nursing home setting or outside of a medical facility under the direct supervision of a medical professional.
The device is available for use on any patient as determined by the medical professional including adults and children.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------|
| <div> <span> <span style="font-size:16px">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> <span style="font-size:16px">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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# Premarket Notification 510(k) Summary
This summary of 510(k) safety and effectiveness information is submitted in accordance with the requirements of 21 CFR 807.92.
## Applicant Information:
| Date Prepared: | November 5, 2019 |
|-------------------|-----------------------------------------------------------------------|
| Name:<br>Address: | BlinkTbi Inc.<br>635 Rutledge Ave., Suite 102<br>Charleston, SC 29403 |
| Contact Person: | S Mathur, Consultant<br>smathconsulting@gmail.com |
### Device Information:
| Trade Name: | EyeStat |
|---------------------------|---------------------------------------|
| Common Names: | EyeStat |
| Classification Name(s): | Evoked Response Mechanical Stimulator |
| Product Code/ Regulation: | GZP / 21 CFR 882.1880 |
| Classification: | Class II |
#### Predicate Device:
- Nihon Kohden MEB-2300A Neuropack Evoked Potential and EMG Measuring System ● (K120397)
### Reference Device:
- American Optical 12415 AO Non-Contact Tonometer (K802419)
- Somatosensory Stimulus System (K913604)
### Device Description:
The operating principle of the EyeStat device is that the application of a light puff of air (sterile food grade CO2) to the outer canthus of the eye acts as a stimulus that elicits a blink reflex. The puff of air is delivered while the patient's eyes are positioned within an eyepiece that allows the movement of the eye lid to be tracked using two high-speed cameras. The device uses software to evaluate the video frames containing the movement of the eyelid of the eye to which the puff of air was applied (ipsilateral) and detect the frame containing the initiation of a blink using image/video processing algorithms. The time associated with the video frame containing the initiation of the ipsilateral blink is then compared to the time associated with the application of the puff of air, and the difference represents the latency.
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## Indications for Use:
The EyeStat is intended to measure and display the mechanically induced blink reflex. The device is intended to be used by medical personnel within a hospital, laboratory, clinic or nursing home setting or outside of a medical facility under the direct supervision of a medical professional.
The device is available for use on any patient as determined by the medical professional including adults and children.
## Summary Comparison to Predicate:
The following tables provide a summary of substantial equivalence between the subject device and the cited predicate. The subject device has the same intended use and substantially equivalent characteristics that do not raise different questions of safety or effectiveness.
### Comparison to Predicate Device:
The following table provides a comparison of the detection features of the EyeStat device and the predicate device:
| Features | BlinkTbi | Nihon Kohden | |
|--------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | EyeStat | MEB-2300A<br>Neuropack<br>(K120397) | Comparison |
| General Characteristics | | | |
| Classification | Class II, 21 CFR 882.1880 | Class II, 21 CFR 882.1870 | Equivalent - The predicate<br>device has multiple intended<br>uses, including measuring<br>and displaying reflex times.<br>K913604 uses mechanical<br>stimulus to evoke response. |
| Product Code | GZP | GWF | Equivalent - The predicate<br>device has multiple<br>intended uses, including<br>measuring and displaying<br>reflex response time |
| Intended Use | Measurement of<br>mechanically evoked<br>reflex response | Evoked Potential<br>Measurement Device,<br>EMG Measuring System,<br>GSR Measuring Device.<br>EEG Measuring System,<br>and Nerve Conduction<br>Velocity Measurement<br>Device | Equivalent - The predicate<br>device has multiple<br>intended uses, including<br>measuring and displaying<br>reflex response time.<br>K913604 uses mechanical<br>stimulus to evoke response |
| Indications for<br>Use | The EyeStat is intended to<br>measure and display the<br>mechanically induced<br>blink reflex. | The Nihon Kohden<br>MEB-2300A Neuropack<br>Evoked Potential and<br>EMG Measuring System<br>is intended to monitor,<br>record and display the<br>bioelectric signals | Equivalent - The predicate<br>device has multiple<br>intended uses, including<br>measuring and displaying<br>reflex response time. |
| | BlinkTbi | Nihon Kohden | |
| Features | EyeStat | MEB-2300A<br>Neuropack<br>(K120397) | Comparison |
| | The device is intended to<br>be used by medical<br>personnel within a<br>hospital, laboratory, clinic<br>or nursing home setting or<br>outside of a medical<br>facility under the direct<br>supervision of a medical<br>professional.<br>The device is available for<br>use on any patient as<br>determined by the medical<br>professional including<br>adults and children. | produced by muscles, to<br>stimulate peripheral<br>nerves, and to monitor,<br>record and display the<br>electrical activity produced<br>by nerves to aid the<br>clinician in the diagnosis<br>and prognosis of<br>neuromuscular disease<br>(EMG). The device is also<br>intended to measure and<br>display nerve conduction<br>time by applying a<br>stimulus to a patient's<br>nerve (NCV). The device<br>may use electrical<br>stimulus, visual stimulus,<br>or sound stimulus for use<br>in evoked response<br>measurements (EP). The<br>device may be used to<br>determine autonomic<br>responses as psychological<br>indicators by measuring the<br>electrical resistance of the<br>skin and the tissue path<br>between two electrodes<br>applied to the skin. The<br>device may also measure<br>and record the electrical<br>activity of the patient's<br>brain obtained by placing<br>two or more electrodes on<br>the head (EEG).<br>The device is intended for<br>use by medical personnel<br>within a hospital,<br>laboratory, clinic or<br>nursing home setting or<br>outside of a medical<br>facility under direct<br>supervision of a medical<br>professional. The device<br>may also be placed in the<br>intensive care unit or | K913604 uses a non-<br>electrical stimulus to elicit<br>a response. |
| | BlinkTbi | Nihon Kohden | |
| Features | EyeStat | MEB-2300A<br>Neuropack<br>(K120397) | Comparison |
| | | operating room for<br>continuous recording. | |
| | | The device is available for<br>use on any patient as<br>determined by the medical<br>professional including<br>adults and children. | |
| Environment<br>of Use | Hospital, laboratory, clinic<br>or nursing home setting or<br>outside of a medical<br>facility under direct<br>supervision of a medical<br>professional | Hospital, laboratory, clinic<br>or nursing home setting or<br>outside of a medical<br>facility under direct<br>supervision of a medical<br>professional. The device<br>may also be placed in the<br>intensive care unit or<br>operating room for<br>continuous recording. | Equivalent – the predicate<br>device offers additional<br>environments of use (ICU<br>or OR), but is indicated to<br>be used in all the<br>environments as the<br>subject device. |
| Target<br>Population | Any patient as determined<br>by the medical<br>professional including<br>adults and children | Any patient as determined<br>by the medical<br>professional including<br>adults and children | Equivalent |
| Technological Characteristics | | | |
| Principle of<br>Operation | Application of stimulus<br>and measurement of<br>latency until physiological<br>response to stimulus | Application of stimulus and<br>measurement of latency<br>until physiological<br>response to stimulus | Equivalent – both devices<br>have the same principle of<br>operation. |
| Stimulus<br>Method | Physical – light puff of air<br>onto the outer canthus of<br>the eye | Electrical – mild electrical<br>stimulus applied to the eye<br>lid (for nerve conduction<br>studies of the blink reflex) | Equivalent – both devices<br>apply a stimulus to elicit a<br>response. The specific<br>method of stimulus is<br>different, but this does not<br>raise different questions of<br>safety and effectiveness.<br>The cited reference devices<br>provides a scientific method<br>to evaluate the effect of this<br>difference on safety and<br>effectiveness. |
| Stimulus<br>Modes | Manual (i.e. single light<br>puff of air) or Train (5<br>light puffs of air) | Single, Double, Train,<br>Train series (Multi train,<br>Number of train: 1 to 10) | Equivalent – both devices<br>offer the user to apply<br>single or multiple stimuli. |
| | BlinkTbi | Nihon Kohden | |
| Features | EyeStat | MEB-2300A<br>Neuropack<br>(K120397) | Comparison |
| Measurement<br>Method | High speed camera | Surface EMG sensor | Equivalent - both devices<br>measure the physiological<br>response to a stimulus. The<br>specific type of sensor<br>used by each device varies,<br>but this does not raise<br>different questions of<br>safety and effectiveness |
| Display | Camera feed displayed on<br>screen during study | Sensed waveform<br>displayed on screen during<br>study | Equivalent - both devices<br>display a view of the<br>response to the stimulus. |
| Data Storage | Computed parameters<br>may be saved to Cloud<br>Portal (MDDS) for<br>future review. | Waveforms may be<br>printed, or permanently<br>stored to storage medial<br>for future retrieval. | Equivalent - Both devices<br>offer means to review data<br>at a later time. |
| Specific<br>Reflex<br>Measured | Blink Reflex | Motor nerve conduction,<br>sensory nerve conduction,<br>nerve conduction studies,<br>repetitive stimulation, F-<br>WAVE, H-WAVE, blink<br>reflex, collision method | Equivalent - while the<br>predicate device is cleared<br>for multiple types of nerve<br>conduction studies, it is<br>specifically cleared for<br>performing tests of the<br>blink reflex, just as the<br>subject device. |
| Parameter<br>s Measured | Latency, Differential<br>Latency, Excursion, Time<br>Under Threshold,<br>Oscillations | Motor nerve conduction,<br>sensory nerve conduction,<br>nerve conduction studies,<br>repetitive stimulation, F-<br>WAVE, H-WAVE, blink<br>reflex, collision method | Equivalent - both devices<br>measure latency and<br>differential latency. The<br>subject device measures<br>additional specific<br>parameters associated with<br>the physical movement of<br>the eye lid, while the<br>predicate device measures<br>additional parameters<br>associated with the bio-<br>electrical response signal.<br>This difference does not<br>raise different questions of<br>safety and effectiveness. |
| Features | BlinkTbi<br>EyeStat | Nihon Kohden<br>MEB-2300A<br>Neuropack<br>(K120397) | Comparison |
| Software | Yes, MODERATE Level<br>of Concern | Yes, MODERATE Level<br>of Concern | Equivalent - the specific<br>software implementation<br>varies, but this does not<br>raise different questions of<br>safety and effectiveness. |
| Alarm System | No | No | Equivalent |
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# Summary of Performance Testing
Biocompatibility testing in accordance with ISO 10993-10 was performed. In addition, Electrical Safety testing and EMC testing was performed on the device in accordance to IEC 60601. The device passed all testing. The battery of the device was also shown to be safe in accordance with IEC 62133. A complete list of performance testing is provided in the table below:
| Test | Test Method Summary | Results |
|------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------|
| Biocompatibility | Biocompatibility testing in accordance with ISO 10993-5<br>and ISO 10993-1 | All patient contacting parts of the device pass biocompatibility testing. |
| Electrical<br>Safety and EMC | Electrical Safety and EMC testing in accordance with IEC 60601-1 and<br>IEC 60601-1-2:2014 | Device passes Electrical<br>Safety and EMC testing. |
| Battery Testing | Battery testing in accordance<br>with IEC 62133 | Battery passes testing. |
| Accuracy | Accuracy of eye lid tracking<br>algorithm as compared to<br>contours made by an expert<br>reviewer | The eye lid tracking has been<br>shown to be adequate as<br>compared to contouring by an<br>expert reviewer. |
| Precision | Test - retest reliability of all<br>measurements made by the<br>subject device | The precision of the measurements<br>is equivalent to cleared evoked<br>response measurement devices |
| Pressure of<br>stimulus | Comparison of air pressures at<br>various distances from the exit<br>point of subject device against a<br>non-contact tonometer device<br>(reference device) | The air pressures associated with a<br>stimulus are less than the<br>reference device. |
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## Software
The software in the device is a moderate level of concern. Software V&V testing has demonstrated that the device meets the applicable software requirements.
# Conclusion
Based upon the intended use, product technical information, performance evaluation, and standards compliance provided in this premarket notification, the EyeStat has been shown to be substantially equivalent to the legally-marketed predicate.
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.