The doctorgram™ Stethoscope DES-I is an electronic stethoscope that enables amplification, filtering, and transmission of auscultation sound data (heart, lungs, bowel, arteries, and veins), whereby a clinician at one location on network can listen to the auscultation sounds of a patient on site or at a different location on the network. The doctorgram™ Stethoscope DES-I is intended for use on pediatric and adult patients. The doctorgram™ Stethoscope DES-I is intended to be used by professional users in a clinical environment or by lay users in a nonclinical environment. The device is not intended for self-diagnosis.
Device Story
Electronic stethoscope system comprising handheld unit and mobile application (Doctor's Ear). Handheld unit uses transducer/microphone to capture acoustic body sounds; converts to electronic form; provides analog output via 3.5mm jack or digital transmission via Bluetooth to mobile app. Mobile app provides visualization, recording, playback, and sharing of audio data. Used by clinicians for patient monitoring/telemedicine or by lay users to record/share sounds with physicians. Enables remote auscultation via network. Benefits include enhanced sound amplification and ability to share clinical data for second opinions or telemedicine consultations.
Clinical Evidence
Bench testing only. Includes software verification and validation, electrical safety (IEC 60601-1, IEC 60601-1-11), EMC (IEC 60601-1-2), Bluetooth SIG qualification, and usability testing for OTC use.
Technological Characteristics
Standalone electronic stethoscope; ABS body; transducer/electro-microphone sensing; 20 Hz to 2 kHz frequency range; Bluetooth connectivity; Lithium-ion battery; 3.5mm headphone jack; Micro USB charging; non-sterile.
Indications for Use
Indicated for pediatric and adult patients for auscultation of heart, lungs, bowel, arteries, and veins. Intended for use by professional users in clinical environments or lay users in nonclinical environments. Not intended for self-diagnosis.
Regulatory Classification
Identification
Manual stethoscope: A mechanical device used to project the sounds associated with the heart, arteries, and veins and other internal organs. Electronic stethoscope: An electrically amplified device used to project the sounds associated with the heart, arteries, and veins and other internal organs.
Special Controls
*Classification.* Class II (special controls). The device, when it is a lung sound monitor, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 870.9.
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
July 27, 2021
GV Concepts Faye Liu Official Correspondent 3034 Bradshaw Dr San Jose, California 95148
Re: K210736
Trade/Device Name: doctorgram Stethoscope DES-I Regulation Number: 21 CFR 870.1875 Regulation Name: Stethoscope Regulatory Class: Class II Product Code: DQD Dated: June 26, 2021 Received: June 29, 2021
Dear Faye Liu:
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 requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part
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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 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,
LCDR Stephen Browning Assistant Director 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)
K210736
#### Device Name
doctorgram™ Stethoscope DES-I
#### Indications for Use (Describe)
The doctorgram™ Stethoscope DES-I is an electronic stethoscope that enables amplification, filtering, and transmission of auscultation sound data (heart, lungs, bowel, arteries, and veins), whereby a clinician at one location on network can listen to the auscultation sounds of a patient on site or at a different location on the network. The doctorgram™ Stethoscope DES-I is intended for use on pediatric and adult patients. The doctorgram™ Stethoscope DES-I is intended to be used by professional users in a clinical environment or by lay users in a nonclinical environment. The device is not intended for self-diagnosis.
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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Image /page/3/Picture/1 description: The image shows the logo for G Concepts, Inc. in red. Below the logo is the text "Traditional 510(k) Premarket Notification" in bold font. The text "doctorgram™ Stethoscope DES-I" is below the bolded text.
### 510(k) SUMMARY OF SAFETY AND EFFECTIVENESS
#### General Information 1.
| 510(k) Sponsor: | GV Concepts Inc |
|---------------------------|--------------------------------------------------------------------------------|
| Address: | 3240 S. White Road, #286, San Jose, CA 95148 |
| Applicant Contact Person: | Ching-Kay Chow<br>Phone: (408) 781-3861<br>Email: chingkay.chow@gvconcepts.com |
| Correspondence person: | Faye Liu, Ph.D., RAC<br>Phone: (408) 714-0188<br>Email: faylee2009@gmail.com |
### 2. Device Identification
| Proposed Device: | |
|----------------------|-------------------------------|
| Proprietary Name: | doctorgram™ Stethoscope DES-I |
| Classification Name: | Electronic Stethoscope |
| Regulation Number: | 870.1875 |
| Product Code: | DQD |
| Regulatory Class: | II |
### Predicate Device:
| Proprietary Name: | Eko CORE Electronic Stethoscope System |
|-------------------------|----------------------------------------|
| Premarket Notification: | K200776 |
| Classification Name: | Electronic Stethoscope |
| Regulation Number: | 870.1875 |
| Product Code: | DQD |
| Regulatory Class: | II |
### 3. Device Description
The doctorgram™ Stethoscope DES-I (hereafter referred to as DES-I stethoscope) is a digital stethoscope device designed for use by health care professionals as well as lay users in clinical or non-clinical environments. It can electronically amplify, filter and transfer sounds to the accompanying mobile application for storage and sharing or can transmit the data for telemedicine use. It also enables regular users to listen to their body sounds (lungs, heart, arteries, veins, Gastrointestinal tract, etc.) and record and share it with their physicians.
Section 5, Page 1
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Image /page/4/Picture/1 description: The image shows a logo and text related to a medical device. The logo features a stylized red "G" with the words "CONCEPTS, INC." in smaller font above and to the right. Below the logo, the text "Traditional 510(k) Premarket Notification" is displayed in bold. The text "doctorgram™ Stethoscope DES-I" is located below the bolded text.
510(k) SUMMARY OF SAFETY EFFECTIVENESS
It consists of two primary components: 1) The DES-I stethoscope handheld piece, a stand-alone electronic stethoscope and 2) Doctor's Ear, a mobile application that pairs with the Doctorgram Stethoscope.
- The DES-I stethoscope handheld piece is used to convert sound to electronic form, for monitoring directly using headphones/earbuds and/or transmitting the audio data to a mobile device via Bluetooth®. It includes a power button, volume adjustment buttons, Bluetooth® button and LED light indicators.
- The mobile application captures audio data from the handheld piece and provides data visualization, secure data storage, audio playback, and sharing features. The Doctor's Ear application can be directly downloaded from Apple App Store.
These features enable a healthcare professional to monitor patients, seek out second opinions from a specialist or use the device for telemedicine use.
### 4. Intended Use/Indications for Use
The doctorgram™ Stethoscope DES-I is an electronic stethoscope that enables amplification, filtering, and transmission of auscultation sound data (heart, lungs, bowel, arteries, and veins), whereby a clinician at one location on network can listen to the auscultation sounds of a patient on site or at a different location on the network. The doctorgram™ Stethoscope DES-I is intended for use on pediatric and adult patients. The doctorgram™ Stethoscope DES-I is intended to be used by professional users in a clinical environment or by lay users in a nonclinical environment. The device is not intended for self-diagnosis.
### 5. Technological Comparison
The DES-I stethoscope has similar overall operational and technological characteristics as compared to the predicate device. The predicate device has the ability to attach to a standard analog stethoscope; the DES-I stethoscope is a stand-alone electronic stethoscope with a built-in analog stethoscope head. Both devices include both digital and analog auscultation modes. Both devices connect via Bluetooth to the accompanying mobile App for visualization, recording and transfer of data. Both devices included on/off power buttons and volume adjustment controls. Both devices have the same frequency range and have similar maximum sound level.
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SECTION 5
510(k) SUMMARY OF SAFETY AND EFFECTIVENESS
A table comparing the key features of the subject and predicate devices is provided in Table 5-1, Substantial Equivalence Discussion.
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| <br>Traditional 510(k) Premarket Notification<br>doctorgram™ Stethoscope DES-I | <b>SECTION 5</b><br><br><b>510(k) SUMMARY OF SAFETY AND<br/> EFFECTIVENESS</b> |
|--------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------|
|--------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------|
# Table 5-1, Substantial Equivalence Discussion
| Elements of<br>comparison | doctorgram Stethoscope DES-I<br>(Candidate Device) | Eko Electronic Stethoscope System (OTC)<br>(Predicate device), K200776 | Comparison |
|----------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------|
| Regulatory Data | | | |
| Regulatory Class | Class II | Class II | Identical |
| Classification<br>name | Electronic Stethoscope | Electronic Stethoscope | Identical |
| Regulation<br>Number | 21 CFR 870.1875 | 21 CFR 870.1875 | Identical |
| Product code | DQD; Electronic stethoscope | DQD; Electronic stethoscope | Identical |
| Manufacturer | GV Concepts, Inc. | Eko Devices, Inc. | NA |
| Indications for Use | | | |
| Indications for<br>use | The doctorgram™ Stethoscope DES-I is an electronic stethoscope that enables amplification, filtering, and transmission of auscultation sound data (heart, lungs, bowel, arteries, and veins), whereby a clinician at one location on network can listen to the auscultation sounds of a patient on site or at a different location on the network. The doctorgram™ Stethoscope DES-I is intended for use on pediatric and adult patients. The doctorgram™ Stethoscope DES-I is intended to be used by professional users in a clinical environment or by lay users in a nonclinical environment. The device is not intended for self-diagnosis. | The Eko CORE is an electronic stethoscope that enables amplification, filtering, and transmission of auscultation sound data (heart, lungs, bowel, arteries, and veins), whereby a clinician at one location on network can listen to the auscultation sounds of a patient on site or at a different location on the network. Eko CORE is intended for use on pediatric and adult patients. The Eko CORE is intended to be used by professional users in a clinical environment or by lay users in a nonclinical environment. The device is not intended for self-diagnosis. | Identical |
| Image: Concepts, Inc. logo<br>Traditional 510(k) Premarket Notification<br>doctorgram™ Stethoscope DES-I | SECTION 5<br>510(k) SUMMARY OF SAFETY AND<br>EFFECTIVENESS | | |
| <b>Characteristics</b> | | | |
| Principles of operation | The device consists of a handheld piece with<br>built-in stethoscope head. Acoustic sound can<br>be sent analoglly to the headphone or digitally<br>via Bluetooth to compatible mobile phones or<br>tablets.<br><br>1. Dispositive introduced in an acoustic<br>stethoscope and gives sound amplification and<br>audio transmission to a smartphone via<br>Bluetooth that allows the user to open and<br>playback sounds in a mobile application on<br>compatible iOS smartphones and tablets.<br><br>2. Use it as standalone stethoscope by<br>connecting earbud headphone via 3.5mm jack | Dispositive introduced in an acoustic stethoscope<br>and gives sound amplification and audio<br>transmission to a smartphone via Bluetooth that<br>allows the user to open and playback sounds in a<br>mobile application on compatible iOS<br>smartphones and tablets. | Similar with<br>minor<br>differences |
| Clinical<br>conditions | Human body sounds related | Human body sounds related | Identical |
| Clinical Use | Electronic stethoscope | Electronic stethoscope | Identical |
| Stethoscope<br>Type | Built-in stethoscope head | Attachment to an analog stethoscope; compatible<br>stethoscopes include:<br>-Littmann 3M Cardiology II/III<br>-WelchAllyn Harvey Elite<br>-ADC601 lines of analog stethoscopes | Similar with<br>minor<br>differences |
| Prescription/OTC | OTC use | OTC use | Identical |
| User Interface | On/Off Power button Volume adjustment LED<br>status indicator;<br>Mobile App | On/Off Power button Volume adjustment LED<br>status indicator;<br>Mobile App | Identical |
| SECTION 5<br>510(k) SUMMARY OF SAFETY AND<br>EFFECTIVENESS | | | |
| Technical equivalence | | | |
| Analog/ Digital<br>Interoperability | Yes | Yes | Identical |
| Sound<br>Amplification | Yes | Yes | Identical |
| Volume Control | Yes | Yes | Identical |
| Record and<br>Playback Sounds | Yes | Yes | Identical |
| Data Transfer to<br>Compatible<br>Computing<br>platform | Yes | Yes | identical |
| Connectivity | Bluetooth® | Bluetooth® | Identical |
| Energy Source | Litium Ion Battery | Lithium Ion Battery | Identical |
| System required | iOS | Android and iOS | Similar with<br>minor<br>differences |
| Hardware and<br>software<br>platforms | Mobile and tablets (no computer software yet) | Mobile devices or tablets | Identical |
| Connections | Micro USB connector only for charging<br>internal battery of the device | Micro USB connector only to charge internal<br>battery of the device | Identical |
| Frequency range | 20 Hz to 2KHz | 20 Hz to 2 kHz | Identical |
| Signal Input<br>Method | Sound waves collected via a Transducer<br>Electro Microphone | Sound waves collected via a Transducer Electro<br>micro-phone | Identical |
| Audio Output<br>Method | 3.5mm earbud headphone | Speakerphone | Similar with<br>minor<br>differences |
| Image: Concepts, Inc. logo<br>Traditional 510(k) Premarket Notification<br>doctorgram™ Stethoscope DES-I | SECTION 5<br>510(k) SUMMARY OF SAFETY AND<br>EFFECTIVENESS | | |
| Software<br>Function | (1) Receive and store the data of sound tracks<br>(2) Display the phonogram of the sound tracks<br>(3) Replay the audio data in the connected<br>device installed with software; share the audio<br>file with physicians. | (1) Receive and store the data of sound tracks<br>(2) Display the phonogram of the sound tracks<br>(3) Replay the audio data in the connected<br>device installed with software; share the audio<br>file with physicians. | Identical |
| Performance<br>requirements | The operating range is - 10°C to 40°C, and 0%<br>to 90% relative humidity | The operating range is - 10°C to 40°C, and 0% to<br>90% relative humidity | Identical |
| Electrical Safety<br>Standards Met | IEC 60601-1<br>IEC 60601-1-2<br>IEC 60601-1-11 | IEC 60601-1<br>IEC 60601-1-2<br>IEC 60601-1-11 | Identical |
| Biological Equivalence | | | |
| Materials | Body: ABS | Body: ABS (Acrylonitrile Butadiene Styrene). | Identical |
| Contact with<br>human tissues or<br>body fluids | Attached stethoscope head comes in direct<br>contact with patient's skin; the body doesn't<br>contact patient's body. | The body does not contact patient's body.<br>Attached stethoscope does. | Similar with<br>minor<br>differences |
| Sterility | Not intended to be sterilized | Not intended to be sterilized | Identical |
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Image /page/10/Picture/1 description: The image shows the logo for G Concepts, Inc. with the text "Traditional 510(k) Premarket Notification" below it. The text "doctorgram™ Stethoscope DES-I" is below the title. The logo features a stylized red letter G with a red line through it.
510(k) SUMMARY OF SAFETY AI EFFECTIVENESS
## 6. Performance Testing
The DES-I stethoscope has undergone extensive bench verification, as well as software verification and validation. Electrical safety and EMC were successfully conducted, and Bluetooth SIG Qualification were obtained. The OTC use of the device was assessed in usability testing with passing results.
In all instances, the device functioned as intended. Based on the testing results, the device has a safety and effectiveness profile that is similar to the predicate device.
### 7. Conclusion
The DES-I stethoscope has the same intended use and indications, technological characteristics, and principles of operation as its predicate device.
The minor differences in product design do not raise different questions of safety and effectiveness when used as labeled. Performance data demonstrate that the DES-I stethoscope is as safe and effective as the predicate device.
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.