The ALM Tube is intended for use as a means of providing both an open airway for patient ventilation and for intraoperative neuromonitoring by recording the EMG activity of the laryngeal musculature when connected to an appropriate neuromonitoring device. This device must be used in connection with the C2 Xplore® or any approved IEC 60601-1, compatible EMG monitoring system with 42802 DIN compatible connectors.
Device Story
ALM Tube is an endotracheal intubation tube providing airway ventilation and intraoperative EMG monitoring. Device features conductive silver ink electrodes on PVC tube surface; records EMG signals from vocal cords to monitor recurrent laryngeal or vagal nerve function. Used intraoperatively by surgeons/anesthesiologists; connects to external neuromonitoring systems (e.g., C2 Xplore) via 42802 DIN compatible connectors. Output is raw EMG signal displayed on monitoring system; assists clinicians in assessing nerve integrity during surgery, potentially reducing risk of nerve injury. Single-use device; sterile; EO sterilized.
Clinical Evidence
No clinical testing performed. Evidence consists of bench performance testing (ISO 5356-1, ISO 5361), biocompatibility (ISO 10993 series), sterilization validation, and human factors/usability evaluation. Bench testing confirmed electrode impedance is comparable to predicate.
Technological Characteristics
PVC endotracheal tube with conductive silver ink electrodes. 8 electrodes total. EO sterilized. Single-use. Dimensions: 6.0-8.0 mm I.D. / 8.2-11.0 mm O.D. Connectivity: 42802 DIN compatible connector for external neuromonitoring systems. Complies with ISO 10993 (biocompatibility), ISO 11135 (sterilization), ISO 11607 (packaging), and ISO 5356-1/5361 (performance).
Indications for Use
Indicated for patients requiring airway ventilation and intraoperative EMG monitoring of laryngeal musculature (recurrent laryngeal or vagal nerve function) during surgical procedures.
Regulatory Classification
Identification
A surgical nerve stimulator/locator is a device that is intended to provide electrical stimulation to the body to locate and identify nerves and to test their excitability.
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FDA U.S. FOOD & DRUG ADMINISTRATION
June 13, 2025
inomed Medizintechnik GmbH
Anja Moerchen
Regulatory Affairs Manager
Im Hausgruen 29
Emmendingen, 79312
Germany
Re: K242852
Trade/Device Name: ALM Tube I.D. 6.0, O.D. 8.2 (520843), ALM Tube I.D. 7.0, O.D. 9.7 (520845), ALM Tube I.D. 7.5, O.D. 10.3 (520846), ALM Tube I.D. 8.0, O.D. 11.0 (520847)
Regulation Number: 21 CFR 874.1820
Regulation Name: Surgical nerve stimulator/locator
Regulatory Class: Class II
Product Code: ETN, BTR
Dated: May 16, 2025
Received: May 16, 2025
Dear Anja Moerchen:
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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K242852 - Anja Moerchen
Page 2
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).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 systems (QS) regulation (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-
{2}
K242852 - Anja Moerchen
Page 3
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).
Sincerely,
Joyce C. Lin -S
for Shu-Chen Peng, Ph.D.
Assistant Director
DHT1B: Division of Dental and ENT Devices
OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT, and Dental Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
{3}
DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
Indications for Use
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
Submission Number (if known)
K242852
Device Name
ALM Tube I.D. 6.0, O.D. 8.2 (520843)
ALM Tube I.D. 7.0, O.D. 9.7 (520845)
ALM Tube I.D. 7.5, O.D. 10.3 (520846)
ALM Tube I.D. 8.0, O.D. 11.0 (520847)
Indications for Use (Describe)
The ALM Tube is intended for use as a means of providing both an open airway for patient ventilation and for intraoperative neuromonitoring by recording the EMG activity of the laryngeal musculature when connected to an appropriate neuromonitoring device.
Type of Use (Select one or both, as applicable)
☑ Prescription Use (Part 21 CFR 801 Subpart D)
☐ Over-The-Counter Use (21 CFR 801 Subpart C)
## CONTINUE ON A SEPARATE PAGE IF NEEDED.
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*DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.*
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{4}
inomed
510(k) Summary
ALM Tube
# 510(k) Summary
Date of preparation: 2025-05-16
510(k) Holder: inomed Medizintechnik GmbH
Im Hausgruen 29
79312 Emmendingen, Germany
Submitter and Application Correspondent:
Johannes Hoerth
Regulatory Affairs Manager
Phone: +49 7641 94 14 836
Email: j.hoerth@inomed.com
Ilyas Hamdi
Product Manager
Phone: +49 7641 94 14 599
Email: i.hamdi@inomed.com
Manufacturing Site: inomed Medizintechnik GmbH
Im Hausgrün 29
79312 Emmendingen, Germany
Trade Name: ALM Tube
Regulation Medical Specialty: Ear, Nose & Throat
Classification Regulation: 21 CFR 874.1820 – Surgical nerve stimulator/locator
Product Code: ETN (Class 2) – Stimulator, Nerve
Subsequent Product Codes: BTR
Substantially Equivalent Devices:
Predicate device 510(k) number
K110989
Predicate device Manufacturer / Model
Neurovision Medical Products, Inc.
/ Neurovision Ink Printed
Endotracheal Tube Electrode
LETEIP-1, LETEIP-2
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inomed
510(k) Summary ALM Tube
| | Reference device 510(k) number K091874 | Reference device Manufacturer / Model inom Medizintechnik GmbH / inom Adhesive Laryngeal Electrode |
| --- | --- | --- |
| Device Description: | The ALM Tube is an endotracheal intubation tube which combines the function of airway ventilation and intraoperative neuromonitoring purposes regarding recording of electrophysiological signals. It combines the recording of EMG signals from the vocal cords to monitor the recurrent laryngeal nerve or the vagal nerve function during surgical procedures. The product is used intraoperatively and is connected to an appropriate neuromonitoring device for signal recording outside of the sterile field via a connection cable. The connection cable is not part of the delivered package. | |
| Intended Use of Subject Device: ALM Tube | The ALM Tube is intended for use as a means of providing both an open airway for patient ventilation and for intraoperative neuromonitoring by recording the EMG activity of the laryngeal musculature when connected to an appropriate neuromonitoring device. This device must be used in connection with the C2 Xplore® or any approved IEC 60601-1, compatible EMG monitoring system with 42802 DIN compatible connectors. | |
| Intended Use of Predicate Device: Neurovision Ink Printed Endotracheal Tube Electrode | The Neurovision Ink Printed Endotracheal Tube Electrode is intended for use during surgery and parasurgical care-only, with any compatible monitoring system, for continuous EMG monitoring and status assessment of the nerves supplying the laryngeal musculature as well as providing an open airway for patient ventilation. | |
| Conclusion of the intended use evaluation: | inomed Medizintechnik GmbH claims that the predicate and subject devices are substantially equivalent in terms of the intended use. Both the predicate and subject devices can be used for providing an open airway for patient ventilation and for the recording of EMG activity of the laryngeal musculature when connected to an appropriate neuromonitoring device. | |
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inomed
510(k) Summary
ALM Tube
# Technology Comparison:
The technological characteristics of the ALM Tube and the predicate device are equivalent:
| | Subject device | Predicate device |
| --- | --- | --- |
| Device name | ALM Tube | Neurovision Ink Printed Endotracheal Tube Electrode LETEIP-1, NETEIP-2 |
| Manufacturer | inomed Medizintechnik GmbH | Neurovision Medical Products, Inc |
| Materials | The electrode surface material consists of Conductive Silver Ink, the Tube and Cuff Material is PVC. | The electrode surface material consists of Conductive Silver Ink, the Tube and Cuff Material is PVC. |
| Reinforcing material | Dielectric coating | Dielectric coating |
| Tissue contact | The ALM Tube can be divided into direct and indirect contact areas. The direct patient contact area is located in the outer area of the ALM Tube. Indirect patient contact describes the inner surface of the tracheal tube and the tracheal tube connector. | The Neurovision Ink Printed Endotracheal Tube Electrode can be divided into direct and indirect contact areas. The direct patient contact area is located in the outer area of the tube. Indirect patient contact describes the inner surface of the tracheal tube and the tracheal tube connector. |
| Shelf life | 1 year | 3 years |
| Provided sterile | Yes | Yes |
| Sterilization method | Ethylene Oxide (EO) sterilization | Ethylene Oxide (EO) sterilization |
| Inner diameter [mm] | • 6.0
• 7.0
• 7.5
• 8.0 | • 6.0*
• 7.0*
• 8.0* |
| Outer diameter [mm] | • 8.2
• 9.7
• 10.3
• 11.0 | • 8.0*
• 9.3*
• 10.8* |
| Number of electrodes | 8 electrodes | 2 or 4 electrodes |
| Exposed electrode size (for size I.D. 6.0 mm) | • Single electrode area:
Electrodes 1, 3, 6 and 8: ~90 mm²
Electrode 2, 4, 5 and 7: ~99 mm² | Predicate device:
• Single electrode area:
Electrodes 1 and 3: ~617 mm²
Electrode 2: ~222 mm², |
{7}
inomed
510(k) Summary
ALM Tube
| | Sum of electrode area: 4*90 mm² + 4*99 mm² = 756 mm² | Sum of electrode area: 2*617 mm² + 222 mm² = 1456 mm²
Width of single electrode: Electrode 1 and 3 ~ 9 mm, Electrode 2 ~3 mm
Length of single electrode: ~71 mm
Reference device (article no.: 5140-530-855):
Width of single electrode: ~ 3 mm
Length = 27 mm
Single electrode area: Electrodes: ~86 mm²
Sum of electrode area: 8*115 mm² = 688 mm² |
| --- | --- | --- |
| | Width of single electrode: ~ 2 mm
Length of single electrode: Electrodes 2, 4, 5 and 7 ~ 44mm and electrodes 1, 3, 6 and 8 ~ 40 mm | |
| | The ALM Tube and the predicate device both feature electrode coverage over the entire circumference of the tube surface. Like the reference device, the ALM Tube incorporates eight electrodes. In contrast, the predicate device utilizes three electrodes, resulting in significantly larger individual electrode surfaces.
The ALM Tube exhibits a slightly larger individual electrode area and a greater cumulative active electrode surface compared to the reference device. These differences are not expected to adversely affect device performance. | |
| Electrode impedance values | 0.27 kΩ (average value of impedance measured within neuromonitoring comparative testing) | 0.30 kΩ (average value of impedance measured within neuromonitoring comparative testing) |
| | As the results of the comparative impedance measurement with neuromonitoring system demonstrate, the electrode average value is approximately the same for both products.
A difference in electrochemical impedance by spectroscopy was observed between the Cobra® and the ALM tube. However, comparison between the subject device and the reference device shows comparable results, taking into account the variations in material and geometry given. | |
| Electrical insulation | Electrical insulation on all surfaces until the head of the electrode | Electrical insulation on all surfaces until the head of the electrode |
| Site of application | Oral (Trachea) | Oral (Trachea) |
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{8}
inomed
510(k) Summary ALM Tube
| Single use or reusable | Single use | Single use |
| --- | --- | --- |
| Duration of use | ≤ 12 hours intubation | Beyond 8 hours is not recommended* |
* The predicate device “Neurovision Ink Printed Endotracheal Tube Electrode LETEIP-1, NETEIP-2” is marketed today under the name “Cobra® EMG Endotracheal Tube”. As the product “Neurovision Ink Printed Endotracheal Tube Electrode LETEIP-1, NETEIP-2” is no longer in commercial distribution on the market and due to the lack of data available, this information comes from the currently marketed device “Cobra® EMG endotracheal tube”.
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{9}
inomed
510(k) Summary
ALM Tube
Summary of
Performance Testing:
Biocompatibility:
The ALM Tube was tested according to the following standards:
- ISO 10993-1:2018
- ISO 10993-2:2022
- ISO 10993-5:2009
- ISO 10993-7:2008 + Amd 1: 2019
- ISO 10993-10:2021
- ISO 10993-11:2017
- ISO 10993-12:2021
- ISO 10993-17:2023
- ISO 10993-18:2020
- ISO 10993-23:2021
- ISO 18562-1:2024
Test results indicate that the ALM Tube complies with the applicable standards.
Sterilization
The ALM Tube was tested according to the following standard:
- ISO 11135:2014 + Amd 1: 2018
Test results indicate that the ALM Tube complies with the applicable standards.
Packaging and shelf-life validation
The ALM Tube was tested according to the following standards:
- ISO 11607-1:2019+ Amd 1:2023
- ISO 11607-2:2019+ Amd 1:2023
Test results indicate that the ALM Tube complies with the applicable standards.
Software:
The ALM Tube does not contain any kind of software, and therefore, this section does not apply to it.
Electrical Safety:
The ALM Tube is a device which is not electrically powered, but the device should be used with an electrically powered, IEC 60601-1 and IEC 60601-1-2 compliant neuromonitoring system.
Electromagnetic Compatibility:
The ALM Tube is a device which is not electrically powered, but the device should be used with an electrically powered, IEC 60601-1 and IEC 60601-1-2 compliant neuromonitoring system.
Performance Testing – Bench
The ALM Tube was tested for performance in accordance with internal requirements and the following standards:
- ISO 5356-1:2015
- ISO 5361:2023
Test results indicate that the ALM Tube complies with the applicable standards, except for clause 6.7.1 of IEC 5361:2023.
6 / 7
{10}
inomed
510(k) Summary ALM Tube
Performance Testing – Clinical
Human factors / Usability
Conclusion
No additional clinical testing was performed for the ALM tube. Therefore, this section does not apply.
A user interface evaluation was conducted as knowledge test with representative US citizens.
Verification and validation activities and human factors engineering testing were undertaken in order to establish the performance and safety characteristics of the ALM Tube. The results of these activities demonstrate that the ALM Tube is as safe, effective and perform as well as the predicate device, despite the differences in technology between the subject and predicate device.
Therefore, the ALM Tube is considered substantially equivalent to the predicate device.
7 / 7
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Learn the FDA Browser
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.