Orion is a software platform intended to assist healthcare professionals in the management, and treatment of patients who have been diagnosed with sleep-disordered breathing by: - Displaying and analyzing device and therapeutic information that has been transmitted remotely from the patient's compatible device to optimize patient care management and engagement. - Providing remote settings capabilities for compatible Resmed devices. - Communicating with digitally connected platforms.
Device Story
Orion is a cloud-based software platform for healthcare professionals; manages sleep-disordered breathing patients using compatible ResMed PAP devices. Inputs: therapy data transmitted wirelessly from patient devices to secure cloud environment. Operation: web-based interface allows clinicians to view therapy data (usage, indices, pressure, leak, oximetry) and remotely adjust therapy settings (pressure, mode, comfort). Output: validated therapy setting adjustments transmitted back to PAP devices. Context: clinical or homecare environments; requires authenticated, role-based access. Benefits: optimizes patient care management and engagement through remote monitoring and configuration; replaces legacy desktop-based workflows with secure, cloud-integrated digital health platform.
Clinical Evidence
No clinical data was required. Substantial equivalence is supported by non-clinical verification and validation testing, including system, security, and software unit/integration testing performed per FDA guidance.
Technological Characteristics
Cloud-based web application; secure, encrypted wireless communication; role-based access control; supports remote configuration of PAP device settings (pressure, mode, comfort). Cybersecurity includes authenticated access, encrypted transmission/storage, and digital certificate management. Software functions segregated into regulated (remote configuration) and non-regulated (data display/reporting) components.
Indications for Use
Indicated for patients diagnosed with sleep-disordered breathing; intended for use by healthcare professionals to manage and treat these patients via remote therapy data analysis and remote configuration of compatible ResMed PAP devices.
Regulatory Classification
Identification
A noncontinuous ventilator (intermittent positive pressure breathing-IPPB) is a device intended to deliver intermittently an aerosol to a patient's lungs or to assist a patient's breathing.
{0}
**FDA** **U.S. FOOD & DRUG**
ADMINISTRATION
June 4, 2026
ResMed Corp
Prerana Gurubasavaraj
Manager, Regulatory Product Strategy & Delivery - San Diego
9001 Spectrum Center Blvd.
San Diego, California 92123
Re: K253553
Trade/Device Name: Orion
Regulation Number: 21 CFR 868.5905
Regulation Name: Noncontinuous Ventilator (IPPB)
Regulatory Class: Class II
Product Code: BZD
Dated: May 1, 2026
Received: May 1, 2026
Dear Prerana Gurubasavaraj:
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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K253553 - Prerana Gurubasavaraj
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 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-
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K253553 - Prerana Gurubasavaraj
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,
**Binoy J.
Mathews -S**Digitally signed by
Binoy J. Mathews -S
Date: 2026.06.04
11:08:50 -04'00'
For
Rachana Visaria
Assistant Director
DHT1C: Division of Anesthesia,
Respiratory, and Sleep 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
Form Approved: OMB No. 0910-0120
Expiration Date: 07/31/2026
See PRA Statement below.
# Indications for Use
510(k) Number (if known)
K253553
Device Name
Orion
Indications for Use (Describe)
Orion is a software platform intended to assist healthcare professionals in the management, and treatment of patients who have been diagnosed with sleep-disordered breathing by:
- Displaying and analyzing device and therapeutic information that has been transmitted remotely from the patient's compatible device to optimize patient care management and engagement.
- Providing remote settings capabilities for compatible Resmed devices.
- Communicating with digitally connected platforms.
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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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740 EF
Company Data
{4}
Resmed
Orion
Traditional 510(k)
## 510(k) Summary
*[As required by 21 CFR 807.92]*
| **Submission Number:** | K253553 |
| --- | --- |
| **Date of Submission:** | November 14, 2025 |
| **Company Name/Owner:** | ResMed Corp 9001 Spectrum Center Boulevard San Diego, CA 92123, US |
| **Official Contact:** | Prerana Gurubasavaraj Manager, Regulatory Product Strategy & Delivery ResMed Corp 9001 Spectrum Center Boulevard San Diego, CA 92123, US prerana.gurubasavaraj@resmed.com |
| **Device Trade Name:** | Orion |
| **Device Common Name:** | Ventilator, Non-Continuous (Respirator) |
| **Classification and Classification Name:** | II Noncontinuous Ventilator (IPPB) |
| **Regulation Number:** | 21 CFR 868.5905 |
| **Product Code:** | BZD |
| **Legally Marketed Predicate Device:** | ResScan (K140054) |
510(k) Summary
Page 1
{5}
**Resmed**
Orion
Traditional
510(k)
### Device Description:
The Orion software is a web-based application that allows qualified healthcare professionals to view therapy information and adjust settings for compatible Resmed positive airway pressure (PAP) devices used in the management of sleep-disordered breathing. The system operates through secure, encrypted communication with compatible devices and is intended for use in clinical and homecare environments by trained personnel. The software version included in this submission is Orion Version 1.0.
Orion is a cloud-based software platform accessed through a secure web interface and supported by a secure cloud-hosted backend environment that manages data processing and device communication. Orion supports secure exchange of patient and therapy data with authorized external systems through authenticated interfaces. Compatible PAP devices transmit therapy data to the secure cloud environment using encrypted wireless communication. Authorized users access Orion through authenticated login with role-based access control. When a clinician initiates a therapy setting adjustment, the request is validated and securely transmitted to the compatible PAP device.
Orion is a multiple function device software product containing software functions that are considered medical device software functions as well as non-device software “other” functions. In accordance with FDA guidance “Multiple Function Device Products: Policy and Considerations,” this submission focuses on the device software function subject to FDA oversight, which is the remote configuration of therapy settings for compatible Resmed positive airway pressure (PAP) devices. The remaining “other” functions consist of therapy data display, patient record management, reporting, user access controls, and system interoperability features that support system operation and do not independently perform medical device functionality. These “other” functions do not adversely impact the safety or effectiveness of the device software function under review.
### Indication For Use:
Orion is a software platform intended to assist healthcare professionals in the management, and treatment of patients who have been diagnosed with sleep-disordered breathing by:
- Displaying and analyzing device and therapeutic information that has been transmitted remotely from the patient’s compatible device to optimize patient care management and
510(k) Summary
Page 2 of 9
{6}
Resmed
Orion
Traditional
510(k)
engagement.
- Providing remote settings capabilities for compatible Resmed devices.
- Communicating with digitally connected platforms.
Non-clinical Testing:
Non-clinical testing completed for device software functions under review for Orion demonstrated that the device met all requirements and operates as intended in its defined use environment. Non-clinical testing included:
- System Verification & Validation Testing, Security Verification Testing, and Software Unit & Integration Testing conducted in accordance with Resmed's design control procedures consistent with FDA's guidance "Content of Premarket Submissions for Device Software Functions" (issued June 2023).
- Cybersecurity Testing in alignment with the FDA guidance "Cybersecurity in Medical Devices" (issued February 2026) and Section 524B of the FD&C Act.
Clinical Testing:
Clinical data was not required to support this submission. Orion's regulated functionality is substantially equivalent to predicate devices and does not introduce new clinical risks.
Substantial Equivalence:
The subject device, Orion, has the same intended use and similar technological characteristics as the predicate device, ResScan (K140054). The main differences between Resmed's ResScan software and Orion include:
- Orion is a cloud-based web application rather than a desktop application, allowing secure remote access through the Resmed Digital Health Platform.
- Orion uses secure, encrypted wireless communication instead of serial or removable-media connections used by ResScan.
- Orion supports BZD-classified positive airway pressure (PAP) devices and introduces modern interoperability and integration features for connected care workflows.
- Orion segregates regulated and non-regulated software functions, ensuring that only authorized clinical users can perform validated remote configuration of compatible therapy devices.
510(k) Summary
Page 3 of 9
{7}
**Resmed**
Orion
Traditional
510(k)
- Orion incorporates enhanced cybersecurity controls, including authenticated user access, encrypted data transmission, and digital certificate management.
Verification and validation testing confirmed that Orion performs as intended and that the identified technological differences do not raise new questions of safety or effectiveness. The indications for use, operating principles, and performance characteristics of Orion are therefore substantially equivalent to those of the predicate device.
510(k) Summary
Page 4 of 9
{8}
**Resmed**
Orion^{}[] Traditional 510(k)
| Characteristic | Subject Device Orion Manufacturer: ResMed Corp 510(k) Number: K253553 | Predicate Device ResScan Manufacturer: ResMed Ltd 510(k) Number: K140054 | Reference Device AirView Manufacturer: ResMed Ltd 510(k) Number: K151901 | Substantial Equivalence |
| --- | --- | --- | --- | --- |
| **Indications for Use** | Orion is a software platform intended to assist healthcare professionals in the management, and treatment of patients who have been diagnosed with sleep-disordered breathing by: - Displaying and analyzing device and therapeutic information that has been transmitted remotely from the patient’s compatible device to optimize patient care management and engagement. - Providing remote settings capabilities for compatible Resmed devices - Communicating with digitally connected platforms. | ResScan is intended to augment the standard follow-up care of patients by providing transfer of machine and therapeutic information. This includes the ability to remotely change settings in non-life support devices only. It is intended to be used by Clinicians in conjunction with ResMed compatible therapy devices, using ResMed’s proprietary communications protocol. | AirView is a web-based solution for healthcare specialists intended to: - assist in the diagnosis of sleep disordered breathing in adult patients through analysis of data recorded by an AirView compatible home sleep device. - transfer and display machine and therapeutic information that has been transmitted remotely from the patient’s therapy device. It is intended to support the standard follow-up care of patients that have been prescribed a compatible ResMed therapy device. AirView also provides remote settings capabilities for non-life support devices only. | Same - Both devices display and manage therapy data and allow remote setting changes for compatible PAP devices. |
510(k) Summary
Page 5 of 9
{9}

Orion
Traditional 510(k)
| Characteristic | Subject Device Orion Manufacturer: ResMed Corp 510(k) Number: K253553 | Predicate Device ResScan Manufacturer: ResMed Ltd 510(k) Number: K140054 | Reference Device AirView Manufacturer: ResMed Ltd 510(k) Number: K151901 | Substantial Equivalence |
| --- | --- | --- | --- | --- |
| Regulation Number | 21 CFR §868.5905 | 21 CFR §868.5905 | 21 CFR §868.5895 | Same |
| Classification Name | Ventilator, Non-Continuous (Respirator) | Ventilator, Non-Continuous (Respirator) | Ventilator, Continuous, Facility Use | Same |
| FDA Product Code | Classification: BZD | Classification: BZD Subsequent: CBK, MNS, MNT | Classification: CBK Subsequent: BZD, MNS, MNR | Same - Orion supports the same classification code. |
| Prescription Use | Yes | Yes | Yes | Same |
| Intended Environment of Use | Clinical or homecare environment. | Clinical or homecare environment. | Clinical or homecare environment. | Same |
| Intended User | Clinicians and qualified technical personnel | Clinicians and qualified technical personnel | Clinicians and qualified technical personnel | Same |
| Functionality | Web Application for therapy data display, reporting, settings management, patient management, patient engagement, and external integration. | PC application for therapy data display, reporting, settings management, and patient management. | Web Application with therapy display, reporting, settings management, patient management, external Integration, diagnostic, and home sleep test reporting. | Similar – Additional patient engagement and integration features do not affect therapy configuration or performance. |
510(k) Summary
Page 6 of 9
{10}
**Resmed**
Orion^{}[] Traditional 510(k)
| Characteristic | Subject Device Orion Manufacturer: ResMed Corp 510(k) Number: K253553 | Predicate Device ResScan Manufacturer: ResMed Ltd 510(k) Number: K140054 | Reference Device AirView Manufacturer: ResMed Ltd 510(k) Number: K151901 | Substantial Equivalence |
| --- | --- | --- | --- | --- |
| **Data Transfer/ Communication Technology and Pathways** | Wireless | - Serial Connection - Removable Medium (SD Card) - USB Sticks | - Wireless - SD Card/Internet - File upload/Internet - USB Stick/Internet | Similar – Wireless Data Transfer/Communication is a cleared feature of the reference device. |
| **Therapy Settings Changes** | - Pressure - Mode - Comfort | - Pressure - Mode - Comfort | - Pressure - Mode - Comfort | Same |
| **Patient Information** | - Usage - Event & Sleep Quality Indices - Pressure Metrics - Mask Leak - Oximetry - Therapy & Comfort Settings | - Usage - Event & Sleep Quality Indices - Pressure Metrics - Mask Leak - Oximetry - Therapy & Comfort Settings | - Usage - Event & Sleep Quality Indices - Pressure Metrics - Mask Leak - Oximetry - Therapy & Comfort Settings | Same –. |
510(k) Summary
Page 7 of 9
{11}
**Resmed**
Orion^{}[] Traditional 510(k)
| Characteristic | Subject Device Orion Manufacturer: ResMed Corp 510(k) Number: K253553 | Predicate Device ResScan Manufacturer: ResMed Ltd 510(k) Number: K140054 | Reference Device AirView Manufacturer: ResMed Ltd 510(k) Number: K151901 | Substantial Equivalence |
| --- | --- | --- | --- | --- |
| **Cybersecurity Features** | - Authenticated user access - Role-based authorization - Encrypted data transmission - Encrypted data storage | - Authenticated user access - Encrypted data storage | - Authenticated user access - Role-based authorization - Encrypted data transmission - Encrypted data storage | Similar – Cybersecurity features are equivalent to the reference device. |
510(k) Summary
Page 8 of 9
{12}
**Resmed**
Orion
Traditional
510(k)
# ---**Conclusion:**
The subject device, Orion, has the same intended use and similar technological characteristics as the predicate ResScan (K140054). The differences in technological characteristics do not raise new questions of safety or effectiveness. Accordingly, the subject device is substantially equivalent to the predicate device.
---510(k) Summary
Page 9 of 9
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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.