K201167 · Airehealth, Inc. · CAF · Dec 3, 2020 · Anesthesiology
Device Facts
Record ID
K201167
Device Name
AireHealth NebulizerTM
Applicant
Airehealth, Inc.
Product Code
CAF · Anesthesiology
Decision Date
Dec 3, 2020
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 868.5630
Device Class
Class 2
Attributes
Therapeutic, Pediatric
Indications for Use
The AireHealth™ Nebulizer electronic vibrating mesh nebulize liquid medications for inhalation by a patient. The AireHealth™ Nebulizer may be used in adults or children 5 years of age and older. The AireHealth™ Nebulizer is a portable Nebulizer for use in and out of the home environment. The AireHealth™ Nebulizer is not intended as a life sustaining or life-supporting device. The AireHealth™ Nebulizer is not intended for use with Pentamidine.
Device Story
Portable electronic vibrating mesh nebulizer; uses piezoelectric transducer (115kHz) to vibrate metal alloy mesh disk with ~5,000 holes; aerosolizes liquid medication for patient inhalation. Used in/out of home; operated by patient or caregiver. Battery-operated handset; medicine cup requires cleaning after use and replacement every 90 days. Optional Bluetooth connectivity transmits use/status data to non-medical companion application for display purposes only; app does not control device. Device provides medication delivery; benefits patient via portable, convenient administration of inhaled therapies.
Clinical Evidence
No clinical data. Substantial equivalence supported by bench testing, including use life testing, usability testing (IEC 60601-1-6), Bluetooth pairing verification, delivery/residual volume testing, cleaning validation, and battery capacity testing. Biocompatibility assessed per ISO 10993-1 and ISO 18562.
Technological Characteristics
Vibrating mesh nebulizer; piezoelectric transducer (115kHz); metal alloy mesh vapor disk. Materials: polyethylene (mouthpiece), polycarbonate (handset). Battery-powered (Li-Ion). Bluetooth connectivity for data transmission. Complies with IEC 60601-1, IEC 60601-1-11, IEC 60601-1-2, and ISO 10993-1/ISO 18562 standards.
Indications for Use
Indicated for adults and children 5 years of age and older for the nebulization of liquid medications for inhalation. Not for use with Pentamidine. Not for life-sustaining or life-supporting use.
Regulatory Classification
Identification
A nebulizer is a device intended to spray liquids in aerosol form into gases that are delivered directly to the patient for breathing. Heated, ultrasonic, gas, venturi, and refillable nebulizers are included in this generic type of device.
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December 3, 2020
AireHealth Inc. % Jessica Czamanski Project Engineer Regulatory and Quality Solutions, LLC 2790 Mosside Blvd #800 Monroeville, Pennsylvania 15146
Re: K201167 Trade/Device Name: AireHealthTM Nebulizer Regulation Number: 21 CFR 868.5630 Regulation Name: Nebulizer Regulatory Class: Class II Product Code: CAF Dated: November 2, 2020 Received: November 3, 2020
Dear Jessica Czamanski:
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.
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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 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 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.
Brandon L. Blakely, Ph.D. Acting Assistant Director DHT1C: Division of ENT, Sleep Disordered Breathing, Respiratory and Anesthesia Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT and Dental 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) K201167
Device Name AireHealth™ Nebulizer
Indications for Use (Describe)
The AireHealth™ Nebulizer electronic vibrating mesh nebulize liquid medications for inhalation by a patient. The AireHealth™ Nebulizer may be used in adults or children 5 years of age and older. The AireHealth™ Nebulizer is a portable Nebulizer for use in and out of the home environment.
The AireHealth™ Nebulizer is not intended as a life sustaining or life-supporting device.
The AireHealth™ Nebulizer is not intended for use with Pentamidine.
| Type of Use (Select one or both, as applicable) | |
|---------------------------------------------------------------------------------------|---------------------------------------------------------------------------------|
| <div> <span> <b> X</b> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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# 510(k) SUMMARY
This 510(k) Summary is provided per the requirements of section 21 CFR 807.92 on December 3", 2020.
# I. Submitter
| Submitter's Name: | AireHealth Inc. |
|-------------------|-------------------------------------------------|
| Contact Person: | Rusty Kelly<br>Head of Quality and Regulatory |
| Address: | 3251 Progress Dr., Suite F<br>Orlando, FL 32826 |
| Telephone: | (407) 252-0414 |
| Email: | rusty.kelly@aire.health |
## II. Application Correspondent
| Contact's Name: | Regulatory and Quality Solutions, LLC |
|-----------------|-------------------------------------------------|
| Contact Person: | Jessica Czamanski<br>Regulatory Consultant |
| Address: | 2790 Mosside Blvd #800<br>Monroeville, PA 15146 |
| Telephone: | (877) 652-0830 ext. 208 |
| Email: | jczamanski@rqteam.com |
## III. Device
| Trade Name: | AireHealth™ Nebulizer |
|-------------------------|--------------------------------------|
| Common Name: | Nebulizer |
| Classification Name: | Nebulizer (Direct Patient Interface) |
| Product Classification: | Class II |
| Regulation Number: | 868.5630 |
| Product Code: | CAF |
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## IV. Predicate Device
MicroVapor Devices POCKET NEB, K142541 (MicroVapor Devices) FDA cleared on 01/22/2016.
### V. Device Description
The AireHealth" Nebulizer, model AH-04, is a portable electronic vibrating mesh nebulizer is designed to nebulize liquid medications for inhalation by a patient in and out of the home environment. The Nebulizer may be used in adults or children 5 years of age and older.
The AireHealth™Nebulizer vibrating mesh nebulizer incorporates a piezoelectric transducer that vibrates at a nominal frequency (115kHz) when electrical current is applied. The vibration of the transducer is transmitted to a metal alloy mesh vapor disk that contains approximately 5,000 holes that are in contact with the liquid to be nebulized. An electrical charge applied to the piezoelectric transducer, in turn, leads to vibration (inward and outward movement of the mesh vapor disk), passing the liquid through the holes to form an aerosol. The AireHealth™ Nebulizer is battery operated. The handset in the AireHealth 100 Nebulizer has a use life of 3 years.
Liquid medication is placed in the medicine cup which should be cleaned after every use. The medicine cup should be replaced every 90 days.
The Nebulizer is capable of providing use and status information to a companion application wirelessly via Bluetooth connection. The companion application is an optional accessory for displaying purposes only and will not allow operation or control of the nebulizer. The companion application is not a medical device.
### VI. Intended Use and Indications for Use
The AireHealth "M Nebulizer electronic vibrating mesh nebulizer is designed to nebulize liquid medications for inhalation by a patient. The AireHealth™ Nebulizer may be used in adults or children 5 years of age and older. The AireHealth" Nebulizer is a portable Nebulizer for use in and out of the home environment.
The AireHealth™ Nebulizer is not intended as a life sustaining or life-supporting device.
The AireHealth™ Nebulizer is not intended for use with Pentamidine.
### VII. Comparison of Technological Characteristics with the Predicate Devices
The proposed and predicate devices are nebulizers used to nebulize liquid medications for inhalation by a patient.
The following table (Table 7-1) provides an overview of general technological characteristics in comparison to the predicate device.
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| | Table 7-1: General Technological Characteristics Comparison | |
|------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Product Features | Proposed<br>AireHealthTM Nebulizer | Predicate<br>MicroVapor Devices POCKET<br>NEB<br>(K142541) |
| Classification | Class II | -same- |
| Product Code | CAF | -same- |
| Regulation<br>Number | §868.5630 | -same- |
| Regulation Name | Nebulizer | -same- |
| Intended Use | The AireHealthTM Nebulizer<br>electronic vibrating mesh nebulizer<br>is designed to nebulize liquid<br>medications for inhalation by a<br>patient. The AireHealthTMNebulizer<br>may be used in adults or children 5<br>years of age and older. The<br>AireHealthTM Nebulizer is a<br>portable Nebulizer for use in and<br>out of the home environment.<br>The AireHealthTM Nebulizer is not<br>intended as a life sustaining or life-<br>supporting device.<br>The AireHealthTM Nebulizer is not<br>intended for use with Pentamidine. | The Model, MVD-70, POCKET<br>NEB electronic vibrating mesh<br>nebulizer is designed to nebulize<br>liquid medications for inhalation by<br>a patient. The POCKET NEB may<br>be used by children or adults. The<br>POCKET NEB is a portable unit for<br>use in and out of the home<br>environment.<br>The POCKET NEB is not intended<br>as a life sustaining or life-<br>supporting device.<br>The POCKET NEB is not intended<br>for use with Pentamidine. |
| Indications for Use | The AireHealthTM Nebulizer<br>electronic vibrating mesh nebulizer<br>is designed to nebulize liquid<br>medications for inhalation by a<br>patient. The AireHealthTMNebulizer<br>may be used in adults or children 5<br>years of age and older. The<br>AireHealthTM Nebulizer is a<br>portable Nebulizer for use in and<br>out of the home environment.<br>The AireHealthTM Nebulizer is not<br>intended as a life sustaining or life-<br>supporting device.<br>The AireHealthTM Nebulizer is not<br>intended for use with Pentamidine. | The Model, MVD-70 POCKET<br>NEB electronic vibrating mesh<br>nebulizer is designed to nebulize<br>liquid medications for inhalation by<br>a patient. The POCKET NEB may<br>be used in adults or children 2 years<br>of age and older. The POCKET<br>NEB is a portable unit for use in<br>and out of the home environment.<br>The POCKET NEB is not intended<br>as a life sustaining or life-<br>supporting device.<br>The POCKET NEB is not intended<br>for use with Pentamidine.<br>Labeling for this device in<br>accordance with FDA regulations<br>and will read:<br>"Federal Law Restricts This devices<br>to sale By Or On the Order of A<br>Physician" |
| Environment of<br>Use | In Home or Out of Home Use | -same- |
| Product Features | Proposed<br>AireHealthTM Nebulizer | Predicate<br>MicroVapor Devices POCKET<br>NEB<br>(K142541) |
| Principle of<br>Operation | The AireHealthTM Nebulizer<br>vibrating mesh nebulizer<br>incorporated a piezoelectric<br>transducer that vibrates at a<br>frequency (115kHz) when electrical<br>current is applied. The vibration of<br>the transducer is transmitted to a<br>metal allow mesh vapor disk that<br>contains approximately 5,000 holes<br>that are in contact with the liquid to<br>be nebulized. An electrical charge<br>applied to the piezoelectric<br>transducer, in turn, leads to<br>vibration (inward and outward<br>movement of the mesh vapor disk),<br>passing the liquid through the holes<br>to form an aerosol. AireHealthTM<br>Nebulizer is battery operated. | The MVD-70, POCKET NEB<br>vibrating mesh nebulizer<br>incorporated a piezoelectric<br>transducer that vibrates at a<br>frequency (115kHz) when electrical<br>current is applied. The vibration of<br>the transducer is transmitted to a<br>metal allow mesh vapor disk that<br>contains approximately 5,000 holes<br>that are in contact with the liquid to<br>be nebulized. An electrical charge<br>applied to the piezoelectric<br>transducer, in turn, leads to<br>vibration (inward and outward<br>movement of the mesh vapor disk),<br>passing the liquid through the holes<br>to form an aerosol. The POCKET<br>NEB is battery operated. |
| User Profile | Children 5 years of age or older and<br>adults | Children 2 years of age or older and<br>adults |
| Use Life Nebulizer | 3 years | 1 year |
| Use Life Medcup | 90 days | 45 days |
| Materials (patient-<br>contacting) | Mouthpiece: polyethylene<br>Handset: polycarbonate | -same- |
| Nebulization Rate | 0.25mL/min minimum | -same- |
| Single Use | Single Patient Use | -same- |
| Power Supply | Rechargeable Li Ion battery | -same- |
| Operating<br>Temperature | 5°C to 38°C | 5°C to 40°C |
| Operating<br>Humidity | 15% to 90% Relative Humidity | 15% to 93% Relative Humidity |
| Companion<br>Application<br>Connectivity | Optional connectivity via Bluetooth | N/A |
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# Table 7-1: General Technological Characteristics Comparison
### VIII. Non-Clinical Data
The following performance data was considered in support of the substantial equivalence determination.
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### Biocompatibility
The proposed AireHealth™ Nebulizer is manufactured by MicroVapor Devices using the same components and materials cleared under K142541. An authorization letter from MicroVapor Devices, granting authorization to AireHealth Inc. to use the biocompatibility information within submission K142541 is included within the biocompatibility section of this submission. The latter includes cytotoxicity, sensitization, and irritation testing per ISO 10993-1, as well as an assessment to demonstrate compliance to the ISO 18562 standard series, including volatile organic compounds, particulate testing, and extractables and leachables testing ..
### Software Verification and Validation Testing
The proposed AireHealthTM Nebulizer contains firmware which was subjected to software verification testing and cybersecurity assessment.
### Electrical Safety and Electromagnetic Compatibility (EMC)
Electrical Safety in compliance with IEC60601-1 and IEC 60601-1-11 and EMC testing in compliance with IEC 60601-1-2 have been completed for the AireHealth™M Nebulizer.
### Performance Testing - Bench
The following tests were performed to demonstrate that the proposed AireHealth™ Nebulizer met the applicable design and performance requirements and support a determination of substantial equivalence. Where applicable, testing was done per applicable ISO and other international standards.
- . Use Life Testing for Medication Cup and Handset was performed to demonstrate the handset has a use life of 3 years and the medication cup has a use life of 90 days. Respectively, these components were subjected to continuous use, equivalent to maximum possible use during a 3-year and 90-day period.
- Usability Testing was completed to demonstrate compliance with IEC 60601-1-6. ●
- Bluetooth Testing was performed to demonstrate successful pairing.
- Cascade Impactor Testing from the predicate device was leveraged through a comparative analysis, demonstrating identicality of critical components among subject and predicate devices.
- . Delivery and Residual Volume Testing were performed to demonstrate delivery rate among subject and predicate devices.
- Cleaning Validation was performed to demonstrate functionality is not affected after ● maximum number of cleaning cycles.
- Battery Capacity and Delivery Rate Testing was performed to ensure battery power . allows for appropriate delivery rate and time of use as stated in the device IFU.
### Performance Testing - Animal
This submission does not include any animal performance testing. It was determined that no such testing was required to demonstrate substantial equivalence.
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### Performance Testing - Clinical
This submission does not include any clinical performance testing. It was determined that no such testing was required to demonstrate substantial equivalence.
### IX. Conclusion
The proposed AireHealth™ Nebulizer has the same intended use, environment, materials, operating principle, and fundamental technology as the predicate device. The differences in technology allow the subject device to connect to an optional, diary companion application via Bluetooth connectivity. Therefore, the information provided in this submission supports substantial equivalence of the subject device to its predicate for its intended use.
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.