K211365 · Graftworx, Inc. Dba Alio · DRG · Mar 24, 2022 · Cardiovascular
Device Facts
Record ID
K211365
Device Name
Alio Medical Remote Monitoring System
Applicant
Graftworx, Inc. Dba Alio
Product Code
DRG · Cardiovascular
Decision Date
Mar 24, 2022
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 870.2910
Device Class
Class 2
Indications for Use
The Alio Medical Remote Monitoring System is a wireless remote monitoring system intended for use by healthcare professionals to intermittently collect physiological data in home use settings. The data includes skin temperature, auscultation sound data and heart rate. Data is transmitted wirelessly from the SmartPatch wearable sensor to a web-based portal for the healthcare provider's (HCP) review. The Alio Medical RMS is intended for use on general care patients who are 18 years of age or older. The SmartPatch sensor is indicated to measure skin temperature and pulse rate where clinically indicated. The SmartPatch sensor is indicated to record and transmit auscultation sound data where clinically indicated. The device is not intended for use in critical care or other high-acuity environments. The Alio Medical RMS is a secondary, adjunct patient monitor and is not intended to replace existing standard-of-care patient monitoring practices.
Device Story
System comprises wearable SmartPatch, Bedside Hub, Alio Medical Cloud, and Clinician Portal. SmartPatch (silicone-encased, 7-day wear) uses microphone, accelerometer, thermistor, and PPG (6 LEDs: 2 green, 2 red, 2 IR; 4 photodiodes) to collect skin temperature, heart rate, and auscultation sounds (heart, lung, bowel, arteries, veins). Data transmits via Bluetooth to Bedside Hub, then to Cloud for processing/analysis. Healthcare professionals review data via web-based Clinician Portal. System provides secondary, adjunct monitoring to aid clinical decision-making; benefits include remote physiological data access for general care patients. Used in home environments; operated by patients (wearable) and healthcare professionals (portal).
Clinical Evidence
Bench testing only. No clinical data presented. Verification and validation testing confirmed compliance with safety (IEC 60601-1, 60601-1-11, 80601-2-56, 80601-2-61, 62471, 60529, 60086-4), EMC (IEC 60601-1-2, FCC Part 15), software (IEC 62304), usability (IEC 62366-1), and biocompatibility (ISO 10993-5, 10993-10) standards.
Technological Characteristics
Wearable silicone-encased patch; thermistor, microphone, accelerometer, and PPG (530/650/940 nm) sensors. Connectivity via Bluetooth (patch to hub) and cellular (hub to cloud). Powered by Li-ion battery (patch) and 5V Mains DC (hub). Software developed per IEC 62304. Biocompatible adhesive. Intermittent monitoring mode.
Indications for Use
Indicated for general care patients 18+ years old in home settings for intermittent collection of skin temperature, heart rate, and auscultation sound data. Not for critical care or high-acuity environments.
Regulatory Classification
Identification
A radiofrequency physiological signal transmitter and receiver is a device used to condition a physiological signal so that it can be transmitted via radiofrequency from one location to another, e.g., a central monitoring station. The received signal is reconditioned by the device into its original format so that it can be displayed.
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March 24, 2022
Graftworx, Inc. dba Alio Allison Komiyama, PhD, RAC Principal Consultant ROM+ 2251 San Diego Ave. Suite B-257 San Diego, California 92110
Re: K211365
Trade/Device Name: Alio Medical Remote Monitoring System Regulation Number: 21 CFR 870.2910 Regulation Name: Radiofrequency Physiological Signal Transmitter And Receiver Regulatory Class: Class II Product Code: DRG, DOD Dated: March 21, 2022 Received: March 23, 2022
Dear Allison Komiyama:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal
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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,
Jennifer Shih Kozen Assistant Director External Heart Rhythm and Rate Team Division of Cardiac Electrophysiology, Diagnostics and Monitoring Devices Office of Cardiovascular Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K211365
Device Name Alio Medical Remote Monitoring System
### Indications for Use (Describe)
The Alio Medical Remote Monitoring System is a wireless remote monitoring system intended for use by healthcare professionals to intermittently collect physiological data in home use settings. The data includes skin temperature, auscultation sound data and heart rate. Data is transmitted wirelessly from the SmartPatch wearable sensor to a web-based portal for the healthcare provider's (HCP) review.
The Alio Medical RMS is intended for use on general care patients who are 18 years of age or older. The SmartPatch sensor is indicated to measure skin temperature and pulse rate where clinically indicated. The SmartPatch sensor is indicated to record and transmit auscultation sound data where clinically indicated.
The device is not intended for use in critical care or other high-acuity environments. The Alio Medical RMS is a secondary, adjunct patient monitor and is not intended to replace existing standard-of-care patient monitoring practices.
| Type of Use (Select one or both, as applicable) | |
|----------------------------------------------------------------------------------|---------------------------------------------------------------------------------|
| <div> <span> 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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Image /page/3/Picture/0 description: The image shows the logo for Alio Medical. The word "alio" is stacked on top of the word "MEDICAL". The letters "ali" are gray, and the "o" is purple. The word "MEDICAL" is gray.
# 510(k) Summary
### General Information 1.
| 510(k) Sponsor | Alio, Inc. |
|-----------------------|----------------------------------------------------------|
| Address | 544B Bryant St<br>San Francisco, CA 94107 |
| Correspondence Person | Allison C. Komiyama, Ph.D., R.A.C.<br>RQM+ |
| Contact Information | Email: akomiyama@rqmplus.com<br>Phone: +1 (412) 816-8253 |
| Date Prepared | March 24, 2022 |
### 2. Proposed Device
| Proprietary Name | Alio Medical Remote Monitoring System |
|---------------------|--------------------------------------------------------------|
| Common Name | Alio Medical RMS |
| Classification Name | Radiofrequency physiological signal transmitter and receiver |
| Regulation Number | 21 CFR 870.2910 |
| Product Code | DRG, DQD |
| Regulatory Class | II |
### 3. Predicate Device
| Proprietary Name | Vital Connect Platform |
|------------------------|--------------------------------------------------------------|
| Premarket Notification | K152139 |
| Classification Name | Radiofrequency physiological signal transmitter and receiver |
| Regulation Number | 21 CFR 870.2910 |
| Product Code | DRG, DSI, MHX |
| Regulatory Class | II |
### 4. Reference Device
| Proprietary Name | Eko Core |
|------------------------|-----------------|
| Premarket Notification | K200776 |
| Classification Name | Stethoscope |
| Regulation Number | 21 CFR 870.1875 |
| Product Code | DQD |
| Regulatory Class | II |
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Image /page/4/Picture/0 description: The image shows the logo for Alio Medical. The logo consists of the word "alio" in a sans-serif font, with the "a", "l", and "i" in gray and the "o" in purple. The "o" is stylized to resemble a target or a medical symbol. Below the word "alio" is the word "MEDICAL" in a smaller, gray, sans-serif font.
#### 5. Reference Device
| Proprietary Name | BB-613 WP |
|------------------------|----------------------------------------------------------------------------------------|
| Premarket Notification | K190792 |
| Classification Name | Oximeter, non-invasive blood pressure measurement system |
| Regulation Number | 21 C.F.R. 870.2700 Oximeter, 870.1130 Noninvasive blood pressure<br>measurement system |
| Product Code | DQA, DXN, DRG |
| Regulatory Class | II |
#### 6. Device Description
Alio Medical Remote Monitoring System, or "Alio Medical RMS", utilizes a wearable device (SmartPatch) on the skin to gather physiological data and then transmits it to a device (Bedside Hub) located in the subject's home. The Bedside Hub then relays this raw data to the Alio Medical Cloud where it is processed and analyzed using Alio's proprietary algorithms. Data is accessible to Healthcare Professionals and the Alio clinical team via a web-based Clinician Portal. The SmartPatch and Bedside Hub are intended to be used on general care patients who are 18 years of age or older in a non-clinical environment. The web-based Clinical Portal is to be used by healthcare professionals in an office environment.
The Alio Medical Remote Monitoring System includes the following components:
- SmartPatch
- Bedside Hub
- Alio Medical Cloud (backend only - not user facing)
- Clinician Portal
## SmartPatch
A flexible, silicone-encased patch that can be worn where clinically indicated for up to seven days at a time. It houses numerous sensor technologies, which include a microphone, accelerometer, temperature sensors, and a PPG sensors collect physiological data including skin temperature, auscultation sound data, and heart rate. Data is transmitted to the Cloud, via the Hub, where it is analyzed and sent to a Healthcare Professional via the Web Portal.
## Bedside Hub
The Bedside Hub has the form and finish of an at-home device. It automatically communicates with the activated SmartPatch and uploads physiological data to the Alio Medical Cloud.
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Image /page/5/Picture/1 description: The image shows the logo for Alio Medical. The logo consists of the word "alio" in two different colors. The "al" part of the word is in gray, and the "io" part of the word is in purple and is shaped like a circle. Below the word "alio" is the word "MEDICAL" in gray.
# Alio Medical Cloud
The Cloud features a database that supports storage, analytics, system monitoring and visualization capabilities. The Alio Medical Cloud is encrypted and HIPAA compliant. All patient data is fully traceable to device and patient ID via the database.
# Clinician Portal
The Clinician Portal is the interface tool between a user (healthcare professional users only) and the system that enables the user to visualize and interact with data being generated by the system.
Note - none of the above components/accessories of the Alio Medical RMS have received prior 510(k) clearance.
#### 7. Intended Use/ Indications for Use
The Alio Medical Remote Monitoring System is a wireless remote monitoring system intended for use by healthcare professionals to intermittently collect physiological data in home use settings. The data includes skin temperature, auscultation sound data and heart rate. Data is transmitted wirelessly from the SmartPatch wearable sensor to a web-based portal for the healthcare provider's (HCP) review.
The Alio Medical RMS is intended for use on general care patients who are 18 years of age or older. The SmartPatch sensor is indicated to measure skin temperature and pulse rate where clinically indicated. The SmartPatch sensor is indicated to record and transmit auscultation sound data where clinically indicated.
The device is not intended for use in critical care or other high-acuity environments. The Alio Medical RMS is a secondary, adjunct patient monitor and is not intended to replace existing standard-of-care patient monitoring practices.
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Image /page/6/Picture/0 description: The image shows the logo for Alio Medical. The logo consists of the word "alio" in gray, with the "o" in purple and divided into four sections by white lines. Below the word "alio" is the word "MEDICAL" in gray, in a smaller font size.
### Substantial Equivalence 8.
| Feature/<br>Function | Device:<br>Alio Medical RMS | Predicate Device:<br>Vital Connect Platform<br>(K152139) |
|----------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications<br>for Use | The Alio Medical Remote<br>Monitoring System is a wireless<br>remote monitoring system<br>intended for use by healthcare<br>professionals to intermittently<br>collect physiological data in home<br>use settings. The data includes skin<br>temperature, auscultation sound<br>data and heart rate. Data is<br>transmitted wirelessly from the<br>SmartPatch wearable sensor to a<br>web-based portal for the<br>healthcare provider's (HCP) review.<br>The Alio Medical RMS is intended<br>for use on general care patients<br>who are 18 years of age or older.<br>The SmartPatch sensor is indicated<br>to measure skin temperature and<br>pulse rate where clinically<br>indicated. The SmartPatch sensor is<br>indicated to record and transmit<br>auscultation sound data where<br>clinically indicated.<br>The device is not intended for use<br>in critical care or other high-acuity<br>environments.<br>The Alio Medical RMS is a<br>secondary, adjunct patient monitor<br>and is not intended to replace<br>existing standard-of-care patient<br>monitoring practices. | The Vital Connect Platform is a wireless<br>remote monitoring system intended for<br>use by healthcare professionals for<br>continuous collection of physiological<br>data in home and healthcare settings.<br>This can include heart rate,<br>electrocardiography (ECG), heart rate<br>variability, R-R interval, respiratory rate,<br>skin temperature, activity (including step<br>count), and posture (body position<br>relative to gravity including fall). Data<br>are transmitted wirelessly from the Vital<br>Connect Sensor for storage and analysis.<br>The Vital Connect Platform can include<br>the ability to notify healthcare<br>professionals when physiological data<br>fall outside selected parameters. The<br>device is intended for use on general<br>care patients who are 18 years of age or<br>older as a general patient monitor, to<br>provide physiological information. The<br>data from the Vital Connect Platform are<br>intended for use by healthcare<br>professionals as an aid to diagnosis and<br>treatment. The device is not intended<br>for use on critical care patients. |
| Rx or OTC | Rx | Rx |
| Intended<br>Users | Adult - 18+ | Adult - 18+ |
| Intended<br>Environment | Home | Home & healthcare settings |
| Application | Patch - SmartPatch only | Patch |
| Single-use | Yes - SmartPatch only | Yes - patch only |
| | | |
| Data transmitted | Skin temperature<br>Electronic stethoscope for sound auscultation data<br>Heart rate | - heart rate<br>- ECG<br>- heart rate variability<br>- R-R interval<br>- respiratory rate<br>- skin temperature<br>- activity (including step count)<br>- posture (body position relative to gravity including fall) |
| Sensor Type | Thermistor<br>Microphone<br>Accelerometer<br>PPG | - ECG electrodes to detect heart rate<br>- 3-axis MEMS accelerometer to detect motion<br>- Thermistors to detect body temperature |
| Temperature Data | Skin temperature<br>15°C - 50°C | Skin temperature<br>15°C - 50°C |
| Sound Data | - heart<br>- lungs<br>- bowel<br>- arteries<br>- veins | N/A |
| Sound Amplification | Yes | N/A |
| Record and Playback Sound | Yes (Playback via Clinician Portal) | N/A |
| Operating Mode | Intermittent | Continuous |
| Data Transmission | Bluetooth - SmartPatch only<br>Radio Frequency: 2.4 - 2.5 GHz<br>(Cellular) - SmartHub only | Bluetooth |
| Energy Source | SmartPatch only - battery (Li-ion)<br>Hub - 5V Mains DC | Sensor only -<br>battery (Li-ion) |
| Standards | IEC 60601-1 3rd ed.<br>IEC 60601-1-11:2010<br>IEC 80601-2-56:2017<br>IEC 80601-2-61:2017<br>IEC 62471:2008<br>IEC 60529:2013<br>IEC 60086-4:2019<br>IEC 60601-1-2:2007/2014<br>IEC 62304:2006/A1:2016<br>IEC 62366-1:2007/2015<br>FCC CRF47<br>Part 15 Subpart B<br>ISO 10993-5:2009 | ISO 10993-1:2009<br>IEC 60601-1<br>IEC 60601-1-11<br>IEC 60601-1-6<br>IEC 60601-2-25<br>IEC 60601-2-47<br>IEC 60601-1-2<br>IEC/TS 62657-2<br>FCC CRF47<br>Part 15 Subpart C |
| Feature/<br>Function | Device:<br>Alio Medical RMS | Reference Device:<br>BioBeat BB-613P<br>(K190792) |
| Application | Skin - SmartPatch only | Wrist area and skin |
| Monitoring | Intermittent | Spot Check/Intermittent |
| Principle of<br>Operation | Pulse reflectance technology.<br>Light source is comprised of 6<br>LEDs (2x green, 2x red, 2x IR),<br>reflected light is detected by 4<br>photodiodes. An accelerometer<br>provides additional heart rate<br>data. | Pulse reflectance technology, Four LED (red<br>+ IR) and photo diode absorbs reflected<br>light. Tracking changes of blood pressure is<br>done by pulse wave transit time (PWTT)<br>which is obtained utilizing pulse<br>measurements from the integrated skin<br>attached SpO2 sensor |
| Emitted light peak<br>wavelength | 530 nm (Green), 650 nm (Red),<br>940 nm (IR) | 880nm (IR), 650nm (Red) |
| Measurement<br>Range, HR | 30-200 bpm | 40-250bpm |
| Arms, HR | 5 bpm | ±3% |
| Application Method | Biocompatible adhesive patch | Biocompatible adhesive patch |
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Image /page/7/Picture/1 description: The image shows the logo for Alio Medical. The logo consists of the word "alio" in gray, with the "o" replaced by a purple circle with a white cross inside. Below the word "alio" is the word "MEDICAL" in gray, in a smaller font size. The logo is simple and modern, and the use of purple and gray gives it a professional look.
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Image /page/8/Picture/0 description: The image shows the logo for Alio Medical. The word "alio" is in gray, with the "o" being a purple circle with a white plus sign in the center. Below the word "alio" is the word "MEDICAL" in gray, with the letters being smaller than the letters in "alio."
# Technological Characteristic Comparison with Reference Devices
| Feature/<br>Function | Device:<br>Alio Medical RMS | Reference Device:<br>EKO Device<br>(K200776) |
|--------------------------------|-----------------------------|----------------------------------------------|
| | | |
| Auscultation Data | | |
| Measurement<br>Frequency Range | 55 - 2000 Hz | unknown |
| Sound Amplification | Yes | Yes |
| Connectivity | Bluetooth | Bluetooth |
| Record and Save | Yes | Yes |
#### 9. Performance Data
Nonclinical verification and validation test results established that the device meets its design requirements and intended use, that it is as safe, as effective, and performs as well as the predicate devices, and that no new issues of safety and effectiveness were raised. The Alio
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Image /page/9/Picture/1 description: The image shows the logo for Alio Medical. The word "alio" is in gray, with the "o" being a purple circle made of smaller circles. Below the word "alio" is the word "MEDICAL" in gray.
Medical RMS was designed, verified, and validated according to the company's Design Control process and has been subjected to extensive safety and performance testing as shown in the test results provided in this submission. Verification and Validation testing data demonstrate that the device meets all of its specifications including compliance with the following standards:
Safety
- IEC 60601-1 3rd Ed. ●
- IEC 60601-1-11:2010
- IEC 80601-2-56:2017 ●
- IEC 80601-2-61:2017 ●
- IEC 62471:2008 ●
- IEC 60529:2013
- IEC 60086-4:2019 ●
EMC
- . IEC 60601-1-2:2007/2014
- FCC Part 15 Radio Frequency Devices, Subpart B - Unintentional Radiators
Software
- . IEC 62304:2006/A1:2016
- FDA Guidance document, "Guidance for the Content of Premarket Submissions for . Software Contained in Medical Devices" and "Content of Premarket Submission for Management of Cybersecurity in Medical Devices."
Usability
- . IEC 62366-1:2007/2015
- . FDA Guidance document, "Applying Human Factors and Usability Engineering to Medical Devices"
Biocompatibility
- . ISO 10993-5:2009
- ISO 10993-10:2010 ●
#### 10. Conclusion
Based on the information submitted in this premarket notification, and based on the indications for use, technological characteristics and performance testing, Alio Medical Remote Monitoring System raises no new questions of safety and effectiveness and is substantially equivalent to the predicate devices in terms of safety, efficacy, and performance.
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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
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.