The Cumulus Functional Neurophysiology Platform is intended for the acquisition, display and storage of electroencephalograph (EEG) obtained by placing electrodes on the head of adults and adolescent patients. The EG signals are time-stamped. The system can be used in the patient's home or a health care facility.
Device Story
Platform acquires EEG signals via 16 Ag/AgCl dry electrodes embedded in a headset; signals are time-stamped and transmitted via Bluetooth to a mobile device running the Cumulus Mobile App. App provides GUI guidance for headset placement and synchronizes data. Healthcare professionals access, download, and review recordings via the Cumulus Medical Device Hub. Used in home or clinical environments to aid in diagnosis. System benefits include increased convenience and ease of deployment compared to traditional lab-based EEG equipment.
Clinical Evidence
No clinical data; bench testing only. Testing included electrical safety, EMC, hardware/software verification and validation, biocompatibility (ISO 10993-1, -5, -10, -18, -23), human factors validation, mechanical durability, and wireless coexistence.
Technological Characteristics
16-channel EEG system using Ag/AgCl dry electrodes. 24-bit ADC, 250/500 Hz sampling rate, >110 dB CMRR, 0.5–50 Hz bandpass. Connectivity via Bluetooth (headset to mobile) and WiFi (mobile to cloud). Powered by Li-Ion battery. Software runs on Android mobile platform. Non-sterile, durable device.
Indications for Use
Indicated for acquisition, display, and storage of EEG signals in adults and adolescents. Used in home or healthcare settings.
Regulatory Classification
Identification
An electroencephalograph is a device used to measure and record the electrical activity of the patient's brain obtained by placing two or more electrodes on the head.
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April 27, 2023
Cumulus Neuroscience Limited % Patsy Trisler Regulatory Consultant OServe Group, US, Inc. 7949 Beaumont Green East Drive Indianapolis, Indiana 46250
Re: K221963
Trade/Device Name: Cumulus Functional Neurophysiology Platform Regulation Number: 21 CFR 882.1400 Regulation Name: Electroencephalograph Regulatory Class: Class II Product Code: GWQ Dated: March 24, 2023 Received: March 27, 2023
Dear Patsy Trisler:
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,
# Patrick Antkowiak -S
Patrick Antkowiak Acting 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) K221963
Device Name
Cumulus Functional Neurophysiology Platform
Indications for Use (Describe)
The Cumulus Functional Neurophysiology Platform is intended for the acquisition, display and storage of electroencephalograph (EEG) obtained by placing electrodes on the head of adults and adolescent patients. The EG signals are time-stamped.
The system can be used in the patient's home or a health care facility.
Type of Use (Select one or both, as applicable)
| <span style="font-size: 10pt;"> <span style="font-family: Symbol;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D)</span> |
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| <span style="font-size: 10pt;"> <span style="font-family: Symbol;">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C)</span> |
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### 510(k) Summary – K221963
| I. SUBMITTER | |
|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------|
| Submitter Name: | Cumulus Neuroscience Limited |
| Submitter Address: | Cumulus Neuroscience Limited<br>Concourse Building 3<br>Queens Road<br>Belfast BT3 9DT<br>Northern Ireland, United Kingdom |
| Contact Person: | Caroline Kirwan, Director of Regulatory Affairs and Quality<br>caroline.kirwan@cumulusneuro.com |
| Telephone: | +44 (0)28 9264 6600 |
| Date Prepared: | 27 April 2023 |
| II. DEVICE | |
| Trade Name: | Cumulus Functional Neurophysiology Platform |
| Common Name | Electroencephalograph |
| Regulatory Name<br>Classification<br>Product Code | Full-montage standard EEG<br>882.1400<br>GWQ |
| III. PREDICATE DEVICE | |
| Primary Predicate | K192753, NeuralScan System, Medeia, Inc. |
| IV. INDICATIONS FOR USE STATEMENT | |
| The Cumulus Functional Neurophysiology Platform is intended for the acquisition, display,<br>and storage of electroencephalograph (EEG) obtained by placing electrodes on the head of<br>adults and adolescent patients. The EEG signals are time-stamped. The system can be<br>used in the patient's home or a health care facility. | |
## V. DEVICE DESCRIPTION
| Device Identification:<br>Components | The Cumulus Functional Neurophysiology Platform is comprised of the<br>Cumulus Headset which records EEG signals that are time-stamped. |
|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| and<br>Technological<br>Characteristics | The Cumulus software application runs on a mobile device running<br>android software. The software has graphical user interface that<br>provides guidance to the user to place the headset correctly. The EEG<br>data is received from the headset via Bluetooth. The data received is<br>synchronised and timestamped between the headset and app. |
| The Cumulus Medical Device Hub provides the user interface for health<br>care professionals to view, download and review data from the<br>recordings. | |
| The Platform components are:<br>• Cumulus EEG Headset with embedded software, which includes:<br>• An adjustable shell into which 16 Ag/AgCl EEG conductive<br>sensors are attached.<br>• A zippered pocket for holding the detachable electronics.<br>• Interface buttons, LEDs, micro USB socket.<br>• Plastic-encased 'Puck' electronics.<br>• Cumulus Mobile device with installed Cumulus Mobile App.<br>• Disposable mastoid sticky sensors<br>• Earphones<br>• Device stand<br>• Headset and mobile device chargers | |
| Patient contacting materials are biocompatible, commercially sourced<br>and are used in the headset without modifications. | |
| The device and accessories are not sterile, nor intended to be<br>sterilized. | |
| VI PERFORMANCE AND SAFETY TESTING | |
| Animal Testing: | This product category does not require animal testing. |
| Clinical Testing: | This product category does not require animal testing. |
| Non-Clinical<br>Testing: | Bench testing was conducted on the following and study reports were<br>submitted in the 510(k):<br>• Electrical safety<br>• Electromagnetic compatibility<br>• Hardware verification<br>• Software verification and validation testing<br>• Biocompatibility verification<br>• Human Factors validation<br>• Mechanical wear and durability of electrodes<br>• Electrochemical characterization<br>• Wireless Coexistence Testing |
| The Cumulus Functional Neurophysiology Platform meets the<br>requirements of the following international standards:<br>• DIN EN ISO 10993-1:2018: Biological Evaluation of Medical<br>Devices, Part 1: Evaluation and testing within a risk management<br>system. | |
| • | ISO 10993-23:2021: Biological evaluation of medical devices - Part<br>23: Tests for irritation |
| • | IEC 60601-1:2005+AMD1:2012 (ed 3.1) Medical Electrical<br>Equipment - Part 1: General requirements for basic safety and<br>essential performance. |
| • | IEC 60601-1-2:2015 Medical Electrical Equipment – Part 1-2:<br>General requirements for basic safety and essential performance –<br>Collateral Standard: Electromagnetic disturbances – Requirements<br>and tests. |
| • | IEC 60601-1-11:2015 Medical Electrical Equipment - Part 1-11:<br>Requirements for medical electrical equipment and medical<br>electrical systems used in the home healthcare environment. |
| • | IEC 80601-2-26:2019 Medical Electrical Equipment Part 2-26:<br>Particular requirements for the basic safety and essential<br>performance of electroencephalographs. |
| • | ANSI C63.10 2013 American National Standard of Procedures for<br>Compliance Testing of Unlicensed Wireless Devices |
| • | ANSI 63.4 2014 American National Standard for Methods of<br>Measurement of Radio-Noise Emissions from Low-Voltage<br>Electrical and Electronic Equipment in the Range of 9 kHz to 40<br>GHz |
| • | IEC 62304 Edition 1.1 2015 -06 Consolidated Version Medical<br>device software – Software life cycle processes |
| • | ISTA 3A 2018 Packaged-Products for Parcel Delivery System<br>Shipment 70 kg (150 lb) or Less |
| Biocompatibility<br>Testing: | A biocompatibility evaluation was conducted according to ISO 10993-1.<br>It concluded testing was required to assure the intact skin contact<br>components for the prolonged (cumulative) use are biocompatible and<br>non-toxic.<br>Reports presenting the cytotoxicity testing (according to ISO 10993-5)<br>and evaluation of extractable metallic ions and organic compounds<br>(according to ISO 10993-18) of the Ag/AgCl skin contacting sensors<br>were presented in the 510(k). Additional testing for delayed<br>hypersensitivity (according to ISO 10993-10) and intracutaneous<br>reactivity (according to ISO 10993-23) was completed. Testing was<br>conducted by a third party according to Good Laboratory Practices.<br>Results showed the subject device is biocompatible and non-toxic for its<br>intended use. |
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| | NEW DEVICE | PRIMARY PREDICATE | Comparison |
|----------------------------------------------|------------------------------------------------|-------------------|------------|
| VII SUBSTANTIAL EQUIVALENCE COMPARISON TABLE | | | |
| 510(k) # | K221963 | K192753 | N/A |
| DEVICE NAME | Cumulus Functional<br>Neurophysiology Platform | NeuralScan System | |
| MANUFACTURER | Cumulus Neuroscience Ltd | Medeia, Inc. | |
| PRODUCT CODES:<br>PRIMARY | GWQ | OLT, GWJ, GWQ | Same |
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| REGULATORY<br>NAME: | Electroencephalograph | Electroencephalograph | |
|-------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------|
| CLASSIFICATION:<br>CLASS: | 21 CFR 882.1400<br>II | 21 CFR 882.1400<br>II | |
| INDICATIONS FOR<br>USE | The Cumulus Functional<br>Neurophysiology Platform is<br>intended for the acquisition,<br>display and storage of<br>electroencephalograph (EEG)<br>obtained by placing electrodes on<br>the head of adults and adolescent<br>patients to aid in diagnosis. The<br>EEG signals are time-stamped.<br><br>The system can be used in the<br>patient's home or a health care<br>facility. | The NeuralScan System is<br>intended for the acquisition,<br>display, analysis, and storage, of<br>electrical activity of a patient's<br>brain including<br>electroencephalograph (EEG) and<br>Event-related Potentials (ERP),<br>obtained by placing two or more<br>electrodes on the head to aid in<br>diagnosis. | Same intended<br>use.<br>SE for<br>Indications |
| Rx Only or OTC | Rx Only | Rx Only | Same |
| PRINCIPLE OF<br>OPERATION and<br>SYSTEM<br>COMPONENTS | Used for acquisition of<br>physiological signals using 2 or<br>more channels of EEG from the<br>scalp.<br>It consists of a mobile device with<br>mobile app software, a patient<br>EEG Headset, earphones, and<br>charging cord for EEG Headset<br>and mobile device.<br>The technology provides a means<br>to:<br>• Initiate a study, track user EEG<br>data<br>• Acquire and save signals to<br>memory of the device,<br>• Transmit signal data from<br>device,<br>• Visually inspect acquired<br>signal, | Used for acquisition of<br>physiological signals using 2 or<br>more channels of EEG from the<br>scalp.<br>It consists of an amplifier and<br>software, a laptop computer (base<br>station), a patient EEG cap,<br>response button, ear buds and<br>charging cord.<br>The technology provides a means<br>to:<br>• Initiate a study, track user EEG<br>and ERP data and enter text or<br>questionnaire information<br>• Acquire and save signals to<br>memory of the device,<br>• Transmit signal data from<br>device,<br>• Visually inspect acquired signal,<br>• Manage ERPs. | SE |
| PATIENT<br>POPULATION | Adolescents and adults | All age groups | SE |
| USE<br>ENVIRONMENT | Healthcare and medical facilities,<br>athletic and sports clinics, or<br>outside facilities if led by qualified<br>medical personnel. In addition, it<br>may be used in the home. | Healthcare and medical facilities,<br>athletic and sports clinics, or<br>outside facilities if led by qualified<br>medical personnel | SE |
| BIOCOMPATIBILITY | Per ISO 10993-1 | Per ISO 10993-1 | Same |
| STERILE | No | No | Same |
| SINGLE USE | No | No | Same |
| SHELF LIFE | Durable goods | Durable goods | Same |
| POWER | Li-Ion Battery, with USB cable for<br>charging battery | Li-Ion Battery, with USB cable for<br>charging battery | Same |
| Rx Use or OTC | Rx Use | Rx Use | Same |
| System<br>Components | Patient EEG Headset<br>• Mobile device with mobile<br>app software<br>• Earphones<br>• Web dashboard software<br>• Charging cords for EEG cap<br>• and mobile device | Patient EEG cap<br>• NeuralScan amplifier<br>• Laptop computer<br>• Subject Response button<br>• Ear buds<br>• Charging cord | |
| Interface | Bluetooth (EEG to mobile device)<br>and WiFi (mobile device to cloud) | USB or WiFi to laptop | SE |
| Biopotential signals<br>recorded | Electroencephalography (EEG), | Electroencephalography (EEG),<br>EP/ERP | Same |
| Electroencephalography (EGG) | | | |
| Skin Coupling | Dry electrodes | Custom Electrode Band and Gel | SE |
| Signal recording<br>channels | 16 | Up to 23 | SE |
| EEG input<br>terminals | 16 | Up to 21 | SE |
| Analog to Digital<br>Conversion | 24 bits | 24 bits | Same |
| Sampling Rate | 250 and 500 Hz | 200, 500, 1000 Hz | SE |
| Common Mode<br>Rejection | >110 dB | >110 dB | Same |
| Analysis Software | Embedded and user defined. | Embedded, commercially<br>available, and user defined. | SE |
| Resolution | 24 bits | 24 bits | Same |
| Band Pass | 0.5 – 50 Hz | 0.1 – 50 Hz | SE |
| Noise | 1.6 µVp-p | 2.3 µVp-p | SE |
| Input Voltage range | +/- 200 mV | +/- 400 mV | SE |
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### VIII COMPARISON TO THE PREDICATE DEVICE OF TECHNOLOGICAL CHARACTERISTICS
As shown in the Substantial Equivalence Comparison Table, the intended use, principle of operation and system components, method of contact, user interface, and software design of the Cumulus Functional Neurophysiology Platform compared to the NeuralScan System Primary Predicate are similar.
While the software components of subject device and Predicate are proprietary and thus different, each is evaluated according to FDA's software verification and validation processes. In addition, the specific design of the Cumulus headset is different from the Predicate, however, the recording methodologies used are common in clinical research and typically delivered using lab-suitable technologies (e.g. a PC and computer screen). The Cumulus system uses a mobile device to increase convenience of use and ease of deployment and provides a controlled platform with well-understood technical characteristics.
The differences, in comparison to the Predicate device, raise no new questions of safety and effectiveness.
# VIX CONCLUSION
Based on the comparisons shown in Substantial Equivalence Comparison table, the Cumulus Functional Neurophysiology Platform device is substantially equivalent to the Predicate NeuralScan System. The nonclinical data support the safety of the device system and the hardware and software verification and validation demonstrate that the subject device should perform as intended in the indicated environments.
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.