AcuPebble SA100 is indicated to sense, record, and interpret a patient's physiological signals (including respiratory pattern) during sleep, for the purpose of prescreening patients for obstructive sleep apnea (OSA) syndrome. The device is designed for use in home-screening of adults with suspected possible sleep breathing disorders. Results are used to assist the healthcare professional in the patient's evaluation. The system is not intended as a substitute for full polysomnography when additional parameters such as sleep stages, limb movements, or EEG activity are required.
Device Story
AcuPebble SA100 is a wearable sensor worn on the front of the neck (suprasternal notch) to measure physiological body sounds during sleep. The sensor streams data via Bluetooth to a mobile app, which uploads the data to a cloud-based server for analysis. The system uses signal processing algorithms to produce OSA diagnostic traces and parameters, including AHI and ODI. Healthcare professionals access these results via a web portal to assist in patient evaluation. The device is intended for home-screening of adults, though it can be used in clinics. It benefits patients by providing a non-invasive, wearable method for OSA prescreening without requiring full polysomnography.
Clinical Evidence
Clinical validation study conducted on 150 patients per ISO 14155:2011. Primary endpoints included diagnostic accuracy for AHI and ODI (3% and 4% desaturation criteria). Results: AHI3 PPV 94.44%, NPV 95.83%; AHI4 PPV 94.00%, NPV 98.00%; ODI3 PPV 93.42%, NPV 90.54%; ODI4 PPV 85.71%, NPV 98.94%. Heart rate accuracy validation showed 94.0% of subjects had bias ≤ ±3 bpm and 93.3% had standard deviation ≤ 5 bpm compared to PPG-based polygraphy.
Technological Characteristics
Wearable sensor (29.5mm x 16mm, 7g) with biocompatible enclosure and adhesive. Sensing principle: microphones for physiological body sounds. Connectivity: Bluetooth to mobile app, cloud-based analysis. Power: rechargeable lithium polymer battery. Software: signal processing algorithms for OSA index calculation. Standards: ISO 10993 (biocompatibility), IEC 60601-1 (safety), IEC 60601-1-2 (EMC), IEC 60601-1-11 (home healthcare), IEC 62366-1 (usability), ISO 14971 (risk management).
Indications for Use
Indicated for adults with suspected sleep breathing disorders for prescreening of obstructive sleep apnea (OSA) syndrome. Contraindicated for patients with pacemakers, implantable devices, known or suspected arrhythmias, congestive heart failure, or neuromuscular disorders.
Regulatory Classification
Identification
A breathing (ventilatory) frequency monitor is a device intended to measure or monitor a patient's respiratory rate. The device may provide an audible or visible alarm when the respiratory rate, averaged over time, is outside operator settable alarm limits. This device does not include the apnea monitor classified in § 868.2377.
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health and Human Services logo on the left and the FDA logo on the right. The FDA logo is a blue square with the letters "FDA" in white, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue.
July 6, 2021
Acurable Limited Esther Rodriguez-Villegas CSO Finsgate, 5-7 Cranwood Street London, London EC1V 9EE United Kingdom
Re: K210480
Trade/Device Name: AcuPebble SA100 Regulation Number: 21 CFR 868.2375 Regulation Name: Breathing Frequency Monitor Regulatory Class: Class II Product Code: MNR Dated: Mav 28, 2021 Received: June 4, 2021
Dear Esther Rodriguez-Villegas:
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 statutes and regulations administered by other Federal agencies. You must comply with all the Act's
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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 (OS) 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 mediation-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,
Rachana Visaria, Ph.D. 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 Quality Center for Devices and Radiological Health
Enclosure
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#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
### Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: 06/30/2020 See PRA Statement below.
510(k) Number (if known)
Device Name AcuPebble SA100
#### Indications for Use (Describe)
AcuPebble SA100 is indicated to sense, record, and interpret a patient's physiological signals (including respiratory pattern) during sleep for the purpose of prescreening patients for obstructive sleep apnea (OSA) syndrome. The designed for use in home-screening of adults with suspected possible sleep breathing disorders (although it can also be used in clinic). Results are used to assist the healthcare professional's in the patient's evaluation.
The system is not intended as a substitute for full polysomnography when additional parameters such as sleep stages, limb movements, or EEG activity are required.
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)
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# Q
## 510(k) Summary
This summary of 510(k) safety and effectiveness information is being submitted in accordance with the requirements of 21 CFR §807.92.
| 510(k) Submitter: | Acurable Limited<br>Finsgate<br>5-7 Cranwood Street<br>London EC1V 9EE<br>United Kingdom |
|------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contact person: | Professor Esther Rodriguez-Villegas<br>CSO<br>Acurable Ltd<br>5th Floor, 21 Knightsbridge, London<br>SW1X 7LY, UK<br>esther@acurable.com<br>+442075946193 |
| Date summary prepared: | July 6, 2021 |
| Trade Name: | AcuPebble SA100 |
| Product Classification Name: | Ventilatory effort recorder |
| Regulation number: | 21 CFR §868.2375 (Breathing Frequency<br>Monitor) |
| Product Code: | MNR |
| Classification Panel: | Anaesthesiology |
| Device Classification: | Class II |
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### 1. Intended Use / Indications for Use
AcuPebble SA100 is indicated to sense, record, and interpret a patient's physiological signals (including respiratory pattern) during sleep, for the purpose of prescreening patients for obstructive sleep apnea (OSA) syndrome. The device is designed for use in home-screening of adults with suspected possible sleep breathing disorders. Results are used to assist the healthcare professional in the patient's evaluation.
The system is not intended as a substitute for full polysomnography when additional parameters such as sleep stages, limb movements, or EEG activity are required.
### 2. DEVICE DESCRIPTION
AcuPebble SA100 comprises a sensor that is worn on the front of the neck around the suprasternal notch area (the "AcuPebble SA100 sensor"), a mobile device app that guides the patient through the steps of the test, collects the data from the sensor, and uploads them in the "AcuPebble SA100 app"), and a cloud-based analysis software (the "AcuPebble SA100 algorithms". The "AcuPebble SA100 Sensor" consists of a small biocompatible enclosure with very low power sensors and electronics inside. It is attached to the front of the neck (somewhere between the Adam's apple and the suprasternal notch area) by single-use biocompatible adhesive tape. The sensor measures physiological body sounds. The data sensed is streamed via a Bluetooth link to the "AcuPebble SA100 app" on a smart device (mobile phone/tablet). The data can be uploaded into the cloud where it is analyzed, any time after the sleep study test is finished at the tap of a button in the app. AcuPebble SA100 signal processing algorithms produce a number of OSA diagnostic traces and parameters. These can be accessed by the Health Care Professional through a healthcare professional portal, which can be accessed from any computer or smart device with an Internet connection.
AcuPebble SA100 is not intended to be used with patients with pacemakers or other implantable devices, or with patients with known or suspected arrhythmias. This device has not been validated in patients with congestive heart failure or patients with neuromuscular disorders. Patients with significant cardiopulmonary or neurological disorders need to be excluded from using the device.
### 3. Predicate Device
The predicate device is shown in the Table below:
| K number | Product Code | Class | Device Name |
|----------|--------------|-------|-------------|
| K173974 | MNR | II | Drowzle |
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### 4. Summary of Comparison to Predicate
| | DEVICE SUBJECT<br>OF THIS<br>APPLICATION | PREDICATE DEVICE (1) | REFERENCE<br>DEVICE(1) | REFERENCE<br>DEVICE (2) |
|------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | AcuPebble SA100<br>by Acurable Ltd | Drowzle by Resonea,<br>K173974 | NightOwl, K191031,<br>by Ectosense | Sleep Strip<br>II, K112822<br>(Note: this<br>device was<br>claimed as<br>predicate of<br>Drowzle<br>(predicate (1) in<br>this application) |
| Indications<br>for use | AcuPebble SA100 is<br>indicated to sense,<br>record, and interpret a<br>patient's physiological<br>signals (including<br>respiratory pattern)<br>during sleep for the<br>purpose of prescreening<br>patients for obstructive<br>sleep apnea (OSA)<br>syndrome. The device<br>is designed for use in<br>home-screening of<br>adults with suspected<br>possible sleep breathing<br>disorders. Results are<br>used to assist the<br>healthcare professional<br>in the patient's<br>evaluation.<br>The system is not<br>intended as a substitute<br>for full<br>polysomnography when<br>additional parameters<br>such as sleep stages,<br>limb movements, or<br>EEG activity are<br>required. | DROWZLE is indicated to<br>record a patient's<br>respiratory pattern during<br>sleep for the purpose of<br>prescreening patients for<br>obstructive sleep apnea<br>(OSA) syndrome. The<br>device is designed for use<br>in home-screening of<br>adults with suspected<br>possible sleep breathing<br>disorders. Results are<br>used to assist the<br>healthcare professional in<br>determining the need for<br>further diagnosis and<br>evaluation.<br>The system is not intended<br>as a substitute for full<br>polysomnography when<br>additional parameters such<br>as sleep stages, limb<br>movements, or EEG<br>activity are required. | The NightOwl is a<br>wearable device<br>intended for use in the<br>recording, analysis,<br>displaying, exporting,<br>and storage of<br>biophysical parameters<br>to aid in the evaluation<br>of sleep-related<br>breathing disorders of<br>adult patients<br>suspected of sleep<br>apnea. The device is<br>intended for the clinical<br>and home setting use<br>under the direction of a<br>Healthcare Professional<br>(HCP). | The SleepStrip<br>II is intended to<br>measure apnea<br>hypopnea<br>events during<br>sleep for the<br>purpose of<br>prescreening<br>patients for<br>sleep apnea<br>syndrome. The<br>device is<br>intended to be<br>used by adult<br>patients as<br>prescribed by a<br>physician in<br>either home,<br>hospital or<br>facility use<br>settings. |
| COMPARISON | | Substantially equivalent | | |
| Regulation<br>number | 868.2375 | 868.2375 | 868.2375 | 868.2375 |
| COMPARISON | | Same | | |
| Product<br>Code | MNR | MNR | MNR | MNR |
| COMPARISON | Same | | | |
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| Generic<br>Device<br>Name | Ventilatory<br>Effort Recorder | Ventilatory Effort Recorder | Ventilatory Effort<br>Recorder | Ventilatory<br>Effort<br>Recorder |
|-----------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------|
| COMPARISON | Same | | | |
| Prescription | Prescription | Prescription | Prescription | Prescription |
| COMPARISON | Same | | | |
| Target<br>population | Adults | Adults | 22 years old and older | Adults |
| COMPARISON | Substantially equivalent | | | |
| Intended<br>environment<br>for use | Primarily home<br>environment, although<br>it can be used in<br>healthcare<br>environments | Home Environment | Clinical and Home<br>environment | Home or<br>healthcare<br>settings |
| COMPARISON | Substantially equivalent | | | |
| Sensor<br>placement | Front of the Neck | Smartphone placed within<br>24 inches of pillow | The<br>photoplethysmography<br>(PPG) sensor and<br>accelerometer<br>components<br>are worn on the<br>fingertip. | Over the lip,<br>under the<br>nose |
| COMPARISON | The sensor is placed in a different location which is directly contacting the patient compared to<br>the predicate which is not directly contacting the patient. This is similar to the reference device<br>which has direct contact. Having AcuPebble SA100 in contact with the body does not raise<br>different safety or effectiveness questions (see conformity with consensus standards.) | | | |
| Sensing<br>elements | Microphones | Microphones | LEDs/ accelerometer | Pressure<br>sensor |
| COMPARISON | Same | | | |
| Patient<br>contact | Yes | No | Yes | Yes |
| COMPARISON | Different but justified. Refer to the clinical validation data showing the equivalent<br>performance of AcuPebble SA100 with respect to the predicate. Also, this type of contact<br>approach has been used by the reference devices. | | | |
| Means of<br>attachment | Adhesive (patient self-<br>applied) | NA | Adhesive (patient self-<br>applied) | Adhesive<br>(patient self-<br>applied) |
| COMPARISON | Different but it is justified. Refer to the clinical validation data showing equivalent<br>performance of AcuPebble SA100 with respect to the predicate. Also, substantially<br>equivalent means of attachment to Reference Devices. | | | |
| Sleep night<br>use | Multiple nights<br>possible | Multiple nights possible | Multiple nights<br>possible | Single use |
| COMPARISON | Same | | | |
| Portability | Yes (Wearable) | NA | Yes (wearable) | Yes<br>(wearable) |
| Comparison | Not direct comparison with the predicate but Reference Devices are also wearable | | | |
| Size and<br>weight | 29.5mm diameter x<br>16mm height<br>7g | NA | 19x28x11mm<br>6g | Exact<br>dimensions<br>unknown but<br>from photos it<br>looks similar in<br>volume (with<br>different form<br>factor) |
| Recording<br>device | Mobile device records<br>sound streamed from<br>the sensor and<br>uploads them into a<br>cloud-based server | Mobile device records<br>sound and uploads them<br>into a cloud-based server | Mobile device records<br>data streamed from<br>the sensor and<br>uploads them into a<br>cloud-based server | Contained in<br>the device |
| Comparison | Same | | | |
| Channels to<br>determine<br>features<br>leading to<br>diagnostic<br>indexes | Sounds (Cardiac<br>features, respiratory<br>features, movement<br>features)) | Sounds (absence of them) | PAT, pulse rate,<br>oxygen saturation,<br>movement | Airflow |
| COMPARISON | Substantially equivalent | | | |
| Calculated<br>OSA indexes | ACU-AHI (with 3%<br>desaturation criteria),<br>ACU-AHI (with 4%<br>desaturation criteria),<br>ACU-ODI (for 3% and<br>4% desaturation<br>criteria) | Proprietary Resonea<br>Index | AHI (from PAT), oximetry | AHI with 4%<br>desaturation<br>criteria |
| COMPARISON | Substantially equivalent | | | |
| Clinical<br>Metrics<br>Reported | Calculated AHI/ODI<br>indexes as per AASM<br>definitions (and level of<br>OSA severity for each<br>index, following the<br>AASM thresholds (i.e.<br>0-5, 5-15, 15-30 and<br>>30); average heart<br>(pulse). | Number of breathing<br>sound gaps >10<br>seconds; Average<br>number of >10<br>second breathing<br>sound gaps per hour;<br>Risk classification<br>based on standard<br>questionnaires: | Calculated AHI index from<br>PAT. they output validated<br>oximetry values and from<br>there the ODI can be<br>obtained. | Counts<br>apnea/hypop<br>nea events |
| | | STOP-BANG Epworth<br>Sleepiness<br>Scale; Calculated<br>Resonea Index | | |
| COMPARISON | Substantially equivalent | | | |
| Data<br>Transfer | From the sensor to the<br>mobile phone using<br>Bluetooth and from the<br>phone to the cloud<br>(server) through a<br>smartphone by<br>wireless connection. | Wireless connection | From the sensor to the<br>mobile phone using<br>Bluetooth and from the<br>phone to the cloud<br>(server) through a<br>smartphone by<br>wireless connection. | Not applicable |
| COMPARISON | Substantially equivalent | | | |
| Microcontrol<br>ler+Commun<br>ication chip | Nordic nRF52832<br>(Bluetooth<br>communication) | NA | Nordic nRF52832<br>(Bluetooth<br>communication) | NA |
| Comparison | Substantially equivalent | | | |
| Sensor<br>Power<br>Source | Rechargeable lithium<br>polymer battery | NA | Rechargeable lithium<br>ion battery | Battery |
| COMPARISON | Substantially equivalent | | | |
| Sensor<br>Software | Firmware is limited to<br>control the recording<br>and communications<br>processes. No<br>presentation of test<br>results to the patient.<br>Data analyzed and<br>presented in a<br>separate software<br>suite. | NA | Firmware is limited to<br>control the recording<br>and communications<br>processes. No<br>presentation of test<br>results to the patient.<br>Data analyzed and<br>presented in a<br>separate software<br>suite. | Not applicable |
| COMPARISON | Same as Reference Device (1) (Not directly comparable to Predicate because<br>there is not a worn part of the system) | | | |
| Analysis<br>Software -<br>location | Analysis performed off<br>the recording device,<br>exclusively cloud-<br>based, by the<br>proprietary software. | Analysis performed off the<br>recording device,<br>exclusively cloud-based by<br>the proprietary software. | Analysis performed off<br>the recording device,<br>exclusively cloud-<br>based by the<br>proprietary software. | Analysis<br>performed in<br>the device |
| COMPARISON | Same | | | |
| Display type | Smartphone (or tablet)<br>for patients;<br>smartphone (or tablet)<br>or computer screen for | Smartphone | Smartphone for<br>patients. For<br>healthcare<br>professionals, one or<br>several of: | LED display |
| | healthcare<br>professionals | | smartphone (or tablet)<br>or computer screen<br>(unclear which ones) | |
| COMPARISON | Substantially equivalent | | | |
| Patient<br>connection | Device has no<br>galvanic connections<br>to mains as it is a<br>battery-operated<br>device. | NA | Device has no<br>galvanic connections<br>to mains as it is a<br>battery-operated<br>device. | Device has<br>no galvanic<br>connections<br>to mains as it<br>is a battery-<br>operated<br>device. |
| COMPARISON | Same as the Reference Devices | | | |
| Sterilization | Non sterile | Not applicable | Non sterile | Non sterile |
| COMPARISON | Same as the Reference Devices | | | |
| Heart/Pulse<br>Rate Output<br>Range | 50-120bmp | NA | 50-118bmp | NA |
| COMPARISON | Substantially Equivalent to the reference device (the difference is not<br>significant) | | | |
| Heart/Pulse<br>Rate<br>validation<br>accuracy | 3.62 bpm (patients<br>signals from 50bpm-<br>110bpm during a night<br>sleep), 0.664 (artificial<br>signals as per clause<br>201.12.1.101.15 of<br>IEC 60601-2-27:2011,<br>from 50bpm to<br>120bpm) | NA…
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.