The Ceribell Brain Monitor Headband is intended for use in routine clinical settings where rapid placement of a number of EEG electrodes is desired.
Device Story
Single-use, non-sterile, disposable EEG electrode array; 10 Ag/AgCl electrodes integrated into elastic fabric headband. Device collects EEG signals from scalp; conductive electrolyte gel reservoirs and scalp-contacting prongs facilitate signal acquisition; integrated cable connects to external EEG recording device. Used in clinical settings; operated by healthcare professionals. Provides raw EEG signal data to recording device; enables rapid EEG monitoring; assists clinicians in neurological assessment and decision-making.
Clinical Evidence
Bench testing only. Performance demonstrated via electrical characterization (AC impedance, DC offset, noise, bias current) per ANSI/AAMI EC12 and biocompatibility evaluation per ISO 10993-1, -5, -10, and -23. Conductive connection compliance verified per ANSI/AAMI ES 60601-1.
Technological Characteristics
Passive Ag/AgCl electrodes; conductive electrolyte gel; elastic fabric headband (Nylon/Spandex) with PUR foam; integrated cable. Dimensions: fits head sizes 45.1cm–62.0cm. Electrical performance per ANSI/AAMI EC12. Biocompatibility per ISO 10993. Connectivity: wired connection to external EEG acquisition device. Non-sterile, single-use.
Indications for Use
Indicated for patients with head sizes 45.1cm–62.0cm requiring rapid EEG electrode placement in routine clinical settings. Not for use in neonates/newborns.
Regulatory Classification
Identification
A cutaneous electrode is an electrode that is applied directly to a patient's skin either to record physiological signals (e.g., the electroencephalogram) or to apply electrical stimulation.
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FDA U.S. FOOD & DRUG ADMINISTRATION
April 3, 2026
Ceribell, Inc.
Raymond Woo
Chief Technology Officer
360 N. Pastoria Ave.
Sunnyvale, California 94085
Re: K260363
Trade/Device Name: Ceribell Brain Monitor Headband
Regulation Number: 21 CFR 882.1320
Regulation Name: Cutaneous Electrode
Regulatory Class: Class II
Product Code: GXY
Dated: February 3, 2026
Received: February 4, 2026
Dear Raymond Woo:
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 (the 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 available 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.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K260363 - Raymond Woo
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Your device is also subject to, among other requirements, the Quality Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 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-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/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-devices/device-advice-comprehensive-regulatory-assistance/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).
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K260363 - Raymond Woo
Page 3
Sincerely,
Tushar Bansal -S
Tushar Bansal, PhD
Acting Assistant Director, Acute Injury Devices Team
DHT5B: Division of Neuromodulation and
Physical Medicine 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 | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This
textbox will be left blank for original applications/submissions. | K260363 | ? |
| Please provide the device trade name(s). | | ? |
| Ceribell Brain Monitor Headband | | |
| Please provide your Indications for Use below. | | ? |
| The Ceribell Brain Monitor Headband is intended for use in routine clinical settings where rapid placement
of a number of EEG electrodes is desired. | | |
| Please select the types of uses (select one or both, as
applicable). | ☑ Prescription Use (21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C) | ? |
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ceribell
# 510(k) Summary – K260363
## 1. SUBMITTER
Ceribell, Inc.
360 North Pastoria Avenue
Sunnyvale, California 94085
Contact Person:
Raymond Woo, PhD
Chief Technical Officer
Telephone: (800) 436-0826
E-mail: ray@ceribell.com
Alternative Contact:
Angela Lynch
Regulatory Affairs Manager
E-mail: angela.lynch@ceribell.com
Date Prepared:
April 01, 2026
## 2. DEVICE
Trade Name:
Ceribell Brain Monitor Headband
Common Name:
Cutaneous electrode
Classification:
Cutaneous electrode (21 CFR 882.1320)
Device Class:
II
Product Code:
GXY
## 3. PREDICATE DEVICE
Primary: Ceribell Instant EEG Headset, K254033
Secondary: Ceribell Instant EEG Headband, K232052
## 4. DEVICE DESCRIPTION
The Ceribell Brain Monitor Headband is a single-use, non-sterile, disposable EEG electrode device that includes 10 EEG electrodes that are placed on the subject’s scalp. The headband is a prescription-use device intended to collect and provide EEG signals to an EEG recording or monitoring device.
The Ceribell Brain Monitor Headband includes the following components:
- Elastic fabric headband
- Electrode assemblies, each consisting of the following:
- Passive silver/silver chloride (Ag/AgCl) electrode
- Reservoir filled with conductive electrolyte gel
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- Mechanism for dispensing gel onto patient scalp
- Scalp-contacting prongs to prepare scalp for electrode contact
- Scalp-contacting foam rings for added comfort
- Cable attached to the headband to allow connection to an EEG acquisition/recording device
# 5. INDICATIONS FOR USE
The Ceribell Brain Monitor Headband is intended for use in routine clinical settings where rapid placement of a number of EEG electrodes is desired.
# 6. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICES
Compared to the predicate devices, the subject device has the same intended use, similar product design and the same product effectiveness as summarized in the following table.
| Attribute | Primary Predicate Device
Ceribell Instant EEG Headset (K254033) | Secondary Predicate Device
Ceribell Instant EEG Headband (K232052) | Subject Device
Ceribell Brain Monitor Headband | Comparison |
| --- | --- | --- | --- | --- |
| Classification Regulation | Class II per 21 CFR 882.1320, Cutaneous Electrode | Class II per 21 CFR 882.1320, Cutaneous Electrode | Same as both predicates. | Same |
| Product Code | GXY, Electrode, cutaneous | GXY, Electrode, cutaneous; GWQ, full-montage standard electroencephalograph | GXY, Electrode, cutaneous | Same |
| Intended Use | A single-use disposable headpiece with an integrated array of passive cutaneous electrodes that are applied to the patient's head to record EEG signals when connected to an EEG recording device. | A single-use disposable headpiece with an integrated array of passive cutaneous electrodes that are applied to the patient's head to record EEG signals when connected to an EEG recording device. | Same as both predicates. | Same |
| Indications for Use | The Ceribell Instant EEG Headset is intended for use in routine clinical settings where rapid placement of a number of EEG electrodes is desired. | The Ceribell Instant EEG Headband is an electroencephalogram (EEG) electrode array intended for single patient use in the recording of EEGs. The Instant EEG Headband is intended for prescription use in the home, healthcare facility, or clinical research environment. | The Ceribell Brain Monitor Headband is intended for use in routine clinical settings where rapid placement of a number of EEG electrodes is desired. | The subject device and both predicate devices include the same intended use as passive cutaneous electrodes for EEG. The subject device indications for use is identical |
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| Attribute | Primary Predicate Device
Ceribell Instant EEG Headset (K254033) | Secondary Predicate Device
Ceribell Instant EEG Headband (K232052) | Subject Device
Ceribell Brain Monitor Headband | Comparison |
| --- | --- | --- | --- | --- |
| | | | | to the primary predicate. |
| Intended Patient Population | Patients within the head size range of 45.1cm – 62.0cm. Not intended for use in neonates/newborns. | Any patient within the head size range of 45.1cm – 62.0cm | Patients within the head size range of 45.1cm – 62.0cm. Not intended for use in neonates/newborns. | Same |
| Type of Patient Contact | Contacts patient’s scalp | Contacts patient’s scalp | Same as both predicates. | Same |
| Type of Use | Single use, non-sterile, disposable | Single use, non-sterile, disposable | Same as both predicates. | Same |
| Device Description | Single use, non-sterile, disposable EEG electrode array consisting of:
- Silver/silver-chloride (Ag/AgCl) electrodes
- Plastic packet gel reservoirs pre-filled with conductive electrolyte gel
- Integrated cable connector to connect to an EEG recording device
- A spandex blend fabric headset to secure the electrodes to the patient | Single use, non-sterile, disposable EEG electrode array consisting of:
- Silver/silver-chloride (Ag/AgCl) electrodes
- Plastic packet gel reservoirs pre-filled with conductive electrolyte gel
- Integrated cable connector to connect to an EEG recording device
- A spandex blend fabric headband to secure the electrodes to the patient | Single use, non-sterile, disposable EEG electrode array consisting of:
- Silver/silver-chloride (Ag/AgCl) electrodes
- Plastic packet gel reservoirs pre-filled with conductive electrolyte gel
- Integrated cable connector to connect to an EEG recording device
- A spandex blend fabric headband to secure the electrodes to the patient | Same |
| Principle of Operation | Appropriately sized headset is fit on the patient’s head. Hair is cleared from the electrode contact surface and the skin prepared for electrode connection.
Electroconductive gel is applied to the scalp contact area, creating a conductive bridge from the scalp to the headset electrodes. The cable of the headset is connected to an EEG acquisition/recording device for recording of EEG signals. | Appropriately sized headband is fit on the patient’s head. Hair is cleared from the electrode contact surface and the skin prepared for electrode connection.
Electroconductive gel is applied to the scalp contact area, creating a conductive bridge from the scalp to the headband electrodes. The cable of the headband is connected to an EEG acquisition/recording device for recording of EEG signals. | Same as both predicates. | Same |
| Number of Electrodes | Up to 20 electrodes. | Ten (10) electrodes. | Ten (10) electrodes. | The number of electrodes in the subject device is the same as the secondary predicate. |
| Electrode Locations | The placement of the electrodes is according to | Electrode locations using the 10-20 naming | Electrode locations using the 10-20 naming | Same |
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| Attribute | Primary Predicate Device
Ceribell Instant EEG Headset (K254033) | Secondary Predicate Device
Ceribell Instant EEG Headband (K232052) | Subject Device
Ceribell Brain Monitor Headband | Comparison |
| --- | --- | --- | --- | --- |
| | the International 10-20 system of electrode placement. The number of electrodes in use is according to the needs of clinical practice. | convention are: Fp1, F7, T3, T5, and O1 on the left side; Fp2, F8, T4, T6, and O2 on the right side. | convention are: Fp1, F7, T3, T5, and O1 on the left side; Fp2, F8, T4, T6, and O2 on the right side. | |
| Available Sizes | Various sizes (overall head size range 45.1cm – 62.0cm) | Various sizes (overall head size range 45.1cm – 62.0cm) | Same as both predicates. | Same |
| Patient-Contacting Materials | • Nylon/Spandex blend
• Thermoplastic elastomer (TPE)
• Aluminum oxide powder
• UV adhesive
• Electroconductive gel | • Nylon/Spandex blend
• Thermoplastic elastomer (TPE)
• Aluminum oxide powder
• UV adhesive
• Electroconductive gel | • Nylon/Spandex blend
• Polyurethane (PUR) foam
• Thermoplastic elastomer (TPE)
• Aluminum oxide powder
• UV adhesive
• Electroconductive gel | The subject device patient-contacting materials are the same, with the addition of a PUR foam. |
| Biocompatibility | ISO 10993-1
ISO 10993-5 (Cytotoxicity)
ISO 10993-10 (Sensitization)
ISO 10993-23 (Irritation or Intracutaneous Reactivity)
Attachment G of FDA’s 2023 Biocompatibility Guidance | ISO 10993-1
ISO 10993-5 (Cytotoxicity)
ISO 10993-10 (Sensitization)
ISO 10993-23 (Irritation or Intracutaneous Reactivity) | ISO 10993-1
ISO 10993-5 (Cytotoxicity)
ISO 10993-10 (Sensitization)
ISO 10993-23 (Irritation or Intracutaneous Reactivity)
Attachment G of FDA’s 2023 Biocompatibility Guidance | Biocompatibility evaluations are the same and follow the FDA guidance document “Cutaneous Electrodes for Recording Purposes-Performance Criteria for Safety and Performance Based Pathway”, August 2020. |
| Cable | 0.1m – 3.0m integrated cable | 0.1m – 3.0m integrated cable | Same as both predicates. | Same |
| Electrical Performance | ANSI/AAMI EC12
• Average AC Impedance: ≤ 2 kΩ (individual pairs ≤ 3kΩ) | ANSI/AAMI EC12
• Average AC Impedance: ≤ 2 kΩ (individual pairs ≤ 3kΩ) | Same as both predicates. | Electrical performance evaluations are the same and follow the FDA guidance document “Cutaneous Electrodes for |
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| Attribute | Primary Predicate Device
Ceribell Instant EEG Headset (K254033) | Secondary Predicate Device
Ceribell Instant EEG Headband (K232052) | Subject Device
Ceribell Brain Monitor Headband | Comparison |
| --- | --- | --- | --- | --- |
| | • DC Offset Voltage: ≤ 100 mV
• Combined Offset Instability and Internal Noise: ≤ 150 μV
• Bias Current Tolerance: ≤ 100 mV | • DC Offset Voltage: ≤ 100 mV
• Combined Offset Instability and Internal Noise: ≤ 150 μV
• Bias Current Tolerance: ≤ 100 mV | | Recording Purposes-Performance Criteria for Safety and Performance Based Pathway", August 2020. |
| Electrical Connection Compliance | • Conductive Connection Compliance (Patient Leads or Patient Cables) per ES 60601-1 consensus standard
• IEC 60601-1 clause 8.5.2.3
• 21 CFR 898.12 | • Conductive Connection Compliance (Patient Leads or Patient Cables) per ES 60601-1 consensus standard
• IEC 60601-1 clause 8.5.2.3
• 21 CFR 898.12 | Same as both predicates. | Electrical connection compliance requirements are the same and follow the FDA guidance document "Cutaneous Electrodes for Recording Purposes-Performance Criteria for Safety and Performance Based Pathway", August 2020. |
The results of the completed evaluations and testing demonstrate that any differences do not raise different questions of safety and effectiveness, and the performance data demonstrate acceptable safety and performance compared to the predicate devices.
## 7. PERFORMANCE DATA
In accordance with the FDA guidance document, "Cutaneous Electrodes for Recording Purposes- Performance Criteria for Safety and Performance Based Pathway", issued on August 14, 2020, the following performance data were provided to demonstrate safety and efficacy in support of substantial equivalence determination.
### Electrode Characterization:
- Electrical Performance per FDA-recognized consensus standard, ANSI/AAMI EC12 Disposable ECG Electrodes
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- AC Impedance
- Offset Voltage
- Combined offset instability and internal noise
- Bias Current Voltage (DC Voltage Offset)
- Shelf-Life per FDA-recognized consensus standards, ANSI/AAMI EC12 Disposable ECG Electrodes and IEC 60601-2-2 Medical electrical equipment-Part 2-2: Particular requirements for the basic safety and essential performance of high frequency surgical equipment and high frequency surgical accessories
- Conductive Connection Compliance – The design of the subject device is in conformance with subclause 8.5.2.3 of FDA-recognized consensus standard, ANSI/AAMI ES 60601-1 Medical Electrical Equipment Part 1 – General requirements for basic safety and essential performance.
## Biocompatibility Evaluation:
- Biocompatibility per ISO 10993-1, ISO 10993-5, ISO 10993-10, and ISO 10993-23. The biocompatibility of the subject device is also based on the use of skin-contacting, low biocompatibility risk materials with a long history of safe use in accordance with Attachment G of the FDA/s 2023 Biocompatibility Guidance.
## 8. SUMMARY
The Ceribell Brain Monitor Headband has the same intended use as the predicate devices. The differences in technological characteristics do not raise different questions of safety and effectiveness, and the performance data demonstrate that the Ceribell Brain Monitor Headband is substantially equivalent to the cleared predicate devices.
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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
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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.
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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.
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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.
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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.