K220068 · Butterfly Network, Inc. · IYO · Mar 31, 2023 · Radiology
Device Facts
Record ID
K220068
Device Name
Butterfly iQ/iQ+ Ultrasound System
Applicant
Butterfly Network, Inc.
Product Code
IYO · Radiology
Decision Date
Mar 31, 2023
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.1560
Device Class
Class 2
Attributes
AI/ML, Pediatric
AI Performance
Output
Algorithm
Acceptance
Observed
Dev DS
Dev Readers
Test DS
Test Readers
B-line count
image analysis algorithm
non-inferior to clinician annotators (Ground Truth)
non-inferior to clinician annotator ground truth
6000 de-identified cines acquired from 253 sites.
>1 (expert annotators)
Clinical performance evaluation on 99 subjects.
>1 (expert annotators)
Indications for Use
The Butterfly iQ/Butterfly iQ+ Ultrasound System is a hand-held general-purpose diagnostic imaging system for use by trained healthcare professionals in environments where healthcare is provided to enable visualization and measurement of anatomical structures and fluid of adult and pediatric patients.
Device Story
Hand-held diagnostic ultrasound system; consists of single transducer connected to COTS mobile device running Butterfly iQ/iQ+ app. System captures ultrasound signals; processes data for B-mode, M-mode, Color/Power Doppler, and Spectral Pulsed Wave Doppler. New feature: Auto B-line Counter; uses image analysis algorithm to detect and count B-lines in lung ultrasound images; provides visual overlays for user review. Used by trained healthcare professionals in clinical environments. Output displayed on mobile device screen; assists clinicians in lung assessment. Benefits include automated, objective quantification of B-lines, potentially aiding in rapid clinical decision-making for conditions like pulmonary edema or interstitial lung disease.
Clinical Evidence
Clinical evaluation performed on 99 subjects. Primary endpoint: Intraclass Correlation Coefficient (ICC) between Auto B-line Counter and expert clinician annotator ground truth. Results demonstrated non-inferiority of algorithm to human annotators. Performance consistent across demographic subgroups (age, gender, BMI). Analytical validation used 6,000 de-identified cines from 253 sites, utilizing ICC and Dice Coefficient Score (DSC) for segmentation conformance. Testing data was independent and sequestered from training data.
Indicated for trained healthcare professionals to enable diagnostic ultrasound imaging and measurement of anatomical structures and fluids in adult and pediatric patients. Clinical applications: Peripheral Vessel (carotid, DVT, arterial), Procedural Guidance, Small Organs (thyroid, scrotum, breast), Cardiac, Abdominal, Lung, Urology, Fetal/Obstetric, Gynecological, Musculoskeletal (conventional/superficial), and Ophthalmic. No specific contraindications listed.
Regulatory Classification
Identification
An ultrasonic pulsed echo imaging system is a device intended to project a pulsed sound beam into body tissue to determine the depth or location of the tissue interfaces and to measure the duration of an acoustic pulse from the transmitter to the tissue interface and back to the receiver. This generic type of device may include signal analysis and display equipment, patient and equipment supports, component parts, and accessories.
Special Controls
*Classification.* Class II (special controls). A biopsy needle guide kit intended for use with an ultrasonic pulsed echo imaging system only is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 892.9.
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Image /page/0/Picture/0 description: The image shows the date March 31, 2023. The text is written in a clear, sans-serif font. The date is written in a standard format, with the month, day, and year clearly indicated. The text is centered and takes up most of the image.
Butterfly Network, Inc. % Lynda Ikejimba Senior Regulatory Affairs Program Manager 1600 District Ave BURLINGTON MA 01803
Re: K220068
Trade/Device Name: Butterfly iQ\ Butterfly iQ+ Ultrasound System Regulation Number: 21 CFR 892.1550 Regulation Name: Ultrasonic pulsed doppler imaging system Regulatory Class: Class II Product Code: IYN, IYO, ITX, OIH Dated: March 6, 2023 Received: March 6, 2023
Dear Lynda Ikejimba:
We have reviewed vour 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,
# Yanna S. Kang -S
Yanna Kang, Ph.D. Assistant Director Mammography and Ultrasound Team DHT8C: Division of Radiological Imaging and Radiation Therapy Devices OHT8: Office of Radiological Health 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) K220068
Device Name Butterfly iQ/iQ+ Ultrasound System
#### Indications for Use (Describe)
The Butterfly iQ+ Ultrasound System is indicated for use by trained healthcare professionals in environments where healthcare is provided to enable diagnostic ultrasound imaging and measurement of anatomical structures and fluids of adult and pediatric patients for the following clinical applications: Peripheral Vessel (including carotid, deep ven thrombosis and arterial studies), Procedural Guidance, Small Organs (including thyroid, scrotum and breast), Cardiac,
Abdominal, Lung, Urology, Fetal/Obstetric, Gynecological, Musculoskeletal (conventional), Musculoskeletal (superficial) and Ophthalmic. Modes of operation include B-mode + M-mode, B-mode + Color Doppler, B-mode + Power Doppler, Spectral Pulsed Wave Doppler.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|-----------------------------------------------------------------------------------------------------------|
| | <span> <span style="font-size: 16px;">☑</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> |
| | <span> <span style="font-size: 16px;">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> |
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Image /page/3/Picture/0 description: The image shows the logo for Butterfly Network, a medical imaging company. The logo consists of a blue butterfly icon on the left, followed by the word "Butterfly" in bold, black letters. Below the word "Butterfly" is the tagline "The New Image of Health" in a smaller font.
1600 District Ave Burlington, MA 01803
(781) 557-4800
#### This 510(k) Summary is submitted in accordance with 21 CFR §807.92 K220068
# I. SUBMITTER
### Manufacturer:
Butterfly Network, Inc. 1600 District Ave Burlington, MA 01803 Phone: 1-781-557-4800
### Contact Person:
Lynda Ikejimba, PhD Senior Regulatory Affairs Program Manager E-mail: likejimba(@butterflynetinc.com
Date Prepared: March 6, 2023
# II. DEVICE
Trade Name: Butterfly iQ/ Butterfly iQ+ Ultrasound System Common Name: Ultrasound Imaging System Classification Name(s): Ultrasonic Pulsed Doppler Imaging System (21 CFR 892.1550) Ultrasonic Pulsed Echo Imaging System (21 CFR 892.1560) Diagnostic Ultrasound Transducer (21 CFR 892.1570) Automated Radiological Image Processing Software (21 CFR 892.2050) Regulatory Class: II Primary Product Code: IYN Secondary Product Codes: IYO, ITX, QIH Classification Panel: Radiology
# III. PREDICATE DEVICE
Primary Predicate: Butterfly iQ Ultrasound System (K202406) This predicate has not been subject to a design-related recall.
Reference Predicates: Philips Lumify Diagnostic Ultrasound System (K203406), GE Venue (K170714)
# IV. DEVICE DESCRIPTION
The Butterfly iQ/Butterfly iQ+ Ultrasound System is a hand-held general-purpose diagnostic imaging system for use by trained healthcare professionals in environments where healthcare is provided to enable visualization and measurement of anatomical structures and fluid of adult and pediatric patients. The system consists of a single transducer with broad imaging capabilities
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connected to a standard handheld commercial off the shelf (COTS) mobile device compatible with the Butterfly iO/iO+ mobile application (app).
The subject device introduces the Auto B-line Counter, a software application backed by an image analysis algorithm. The purpose of the Auto B-line Counter is to provide automated detection and automatic calculation of the number of B-lines to a user in a given rib space and also provides the users the capabilities of reviewing the detected B-lines (via visual overlays). The overlay of B-lines does not mark images for detection of specific pathologies. The Auto B-line Counter enables the automated identification and count of B-lines during a lung scan and is integrated into the existing Butterfly iQ/iQ+ mobile application for use with the Butterfly iQ or iQ+ transducers.
# V. INDICATIONS FOR USE
The Butterfly iQ/Butterfly iQ+ Ultrasound System is indicated for use by a trained healthcare professional in an environment where healthcare is provided to enable diagnostic ultrasound imaging and measurement of anatomical structures and fluids of adult and pediatric patients for the following clinical applications:
Peripheral Vessel (including carotid, deep vein thrombosis and arterial studies), Small Organs (including thyroid, scrotum and breast), Cardiac, Abdominal, Lung, Procedural Guidance, Urology, Fetal/Obstetric, Gynecological, Musculoskeletal (conventional), Musculoskeletal (superficial) and Ophthalmic.
Modes of operation include B-mode + M-mode, B-mode + Color Doppler, B-mode + Power Doppler, Spectral Pulsed Wave Doppler.
# VI. COMPARISON OF TECHNOLOGICAL CHARACTERISTICS
The subject device contains the same hardware technology as the previously cleared predicate device Butterfly iQ/iQ+(K202406), and the subject device is compatible with both the Butterfly iQ and iQ+ Ultrasound systems. There is an addition of "lung" to the Indications For Use statement and Spectral Pulsed Wave Doppler to the modes of operation. These additions do not introduce any additional risks as there have been no changes in the other modes or compatible transducer frequencies and Spectral Pulsed Wave Doppler is a well-established mode of operation. The differences do not alter the intended therapeutic use of the device nor do they affect the safety and effectiveness of the device relative to the predicate. Both the subject and predicate devices have the same intended use as a general-purpose diagnostic ultrasound imaging system. A comparison of the proposed Butterfly iQ/Butterfly iQ+ Ultrasound System to the currently marketed predicate is provided in the table below.
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| Comparison<br>Category | Butterfly iQ/iQ+<br>Ultrasound System<br>(Subject Device) | Butterfly iQ<br>Ultrasound System<br>(Primary Predicate)<br>(K202406) | Comparison |
|----------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------|
| General Device<br>Description | Hand held portable<br>diagnostic ultrasound<br>system | Hand held portable<br>diagnostic ultrasound<br>system | Remains<br>Unchanged |
| Indications for<br>Use | The Butterfly iQ/ iQ+<br>Ultrasound System is<br>indicated for use by<br>trained healthcare<br>professionals in<br>environments where<br>healthcare is provided to<br>enable diagnostic<br>ultrasound imaging and<br>measurement of<br>anatomical structures and<br>fluids of adult and<br>pediatric patients for the<br>following clinical<br>applications:<br>Peripheral Vessel<br>(including carotid, deep<br>vein thrombosis and<br>arterial studies),<br>Procedural Guidance,<br>Small Organs (including<br>thyroid, scrotum and<br>breast), Cardiac,<br>Abdominal, Lung,<br>Urology, Fetal/Obstetric,<br>Gynecological,<br>Musculoskeletal<br>(conventional),<br>Musculoskeletal<br>(superficial) and<br>Ophthalmic.<br>Modes of operation<br>include B-mode, B-mode<br>+ M-mode, B-mode +<br>Color Doppler, B- mode + | The Butterfly iQ<br>Ultrasound System is<br>indicated for use by<br>trained healthcare<br>professionals in<br>environments where<br>healthcare is provided<br>to enable diagnostic<br>ultrasound imaging and<br>measurement of<br>anatomical structures<br>and fluids of adult and<br>pediatric patients for the<br>following clinical<br>applications:<br>Peripheral Vessel<br>(including carotid, deep<br>vein thrombosis and<br>arterial studies),<br>Procedural Guidance,<br>Small Organs<br>(including thyroid,<br>scrotum and breast),<br>Cardiac, Abdominal,<br>Urology,<br>Fetal/Obstetric,<br>Gynecological,<br>Musculoskeletal<br>(conventional),<br>Musculoskeletal<br>(superficial) and<br>Ophthalmic.<br>Modes of operation<br>include B-mode,<br>B-mode + M-mode,<br>B-mode + Color | Addition of "lung"<br>to Indications for<br>Use and Spectral<br>Pulsed Wave<br>Doppler to<br>operating mode. |
| | Power Doppler, Spectral<br>Pulsed Wave Doppler. | Doppler, B-mode +<br>Power Doppler. | |
| Type | Single probe 2D phased<br>array | Single probe 2D phased<br>array | Remains<br>Unchanged |
| Sterility | Non-sterile | Non-sterile | Remains<br>Unchanged |
| Duration of Use | Limited (≤ 24 hours) | Limited (≤ 24 hours) | Remains<br>Unchanged |
| Reusable | Yes | Yes | Remains<br>Unchanged |
| Principles of<br>Operation<br>(subject Auto<br>B-Line Counter) | Automatic detection and<br>counting of B-lines from<br>lung ultrasound images | Manual counting of<br>B-lines from lung<br>ultrasound images | Auto B-Line<br>Counter added to<br>existing Butterfly<br>iQ/Butterfly iQ+<br>Ultrasound System<br>App |
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# VII. PERFORMANCE DATA
### Performance Testing
Butterfly Network's iQ/iQ+ Ultrasound System was developed and tested in accordance with company design control processes and safety and performance testing. Relevant non-clinical verification and validation testing was performed to address the introduction of the subject software algorithm for the Auto B-Lines Counter and to assure its safe and effective performance.
### Analytical Testing
Analytical Validation testing was performed to demonstrate that the Auto B-line Counter algorithm performance is non-inferior to clinician annotators (Ground Truth). The Auto B-line Counter met the acceptance criteria for all tests. Performance was assessed by the widely accepted metrics, the intraclass correlation coefficient (ICC) between annotators for the Quality Indicator and Dice Coefficient Score (DSC), for the conformance of automatic B-line segmentation to ground truth.
A validation dataset was curated by random selection of 6000 de-identified cines acquired from 253 sites. The datasets spanned many demographic variables including gender (male, female, and unidentified), age (20-90 years), and ethnicity via collection from a multitude of clinical sites with diverse and distinct racial patient populations.
### Clinical subgroups and confounders:
The algorithm performance was verified on all demographic subgroups and clinical subgroups with various confounders present including but not limited to congestive heart failure, heart
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failure reduced ejection fraction, diabetes with and without chronic complication, myocardial infarction, peripheral vascular disease, renal disease, and many other factors,
### Truthing process:
The ground truthing for B-line counts was determined by the ICC among expert annotators presented with lung cines and instructions to determine the maximum number of B-Lines using the instant percent method. The ground truth locations of B-lines were then determined by expert annotator segmentations.
The data used for verification is completely distinct from that used during the training process and there is no overlap between the two. Independence of testing and training data was ensured by auditability-each study and associated images had unique dataset identification- and by sequestration-no study or its images could belong to multiple datasets.
#### Clinical Performance Evaluation
The clinical performance was evaluated on 99 subjects and demonstrated that the Auto B-line Counter algorithm performance is non-inferior to clinician annotator ground truth. Performance was assessed by calculating the intraclass correlation coefficient (ICC) between the tool and the ground truth. Additionally, the evaluation concluded that the algorithm's performance was consistent among clinically meaningful subgroups: age, gender, and BMI. Overall, the results support the generalizability of the Auto B-line Counter across the intended patient population.
#### Non-clinical Evaluation
The introduction of the Butterfly Auto B-Lines Counter was tested in accordance with internal Butterfly standards for safety and design quality and documentation was provided as recommended by FDA's Guidance for Industry and FDA Staff. "Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices." The software for this device is considered a "moderate" level of concern. The activities to ensure safe and effective performance of the subject software revision include but are not limited to Requirements Review, Risk Analysis and Management, Product Specifications, Design Reviews, Product Performance testing. Additional non-clinical evaluation demonstrated that the inclusion of the Auto B-Line Counter did not introduce any additional risks to the previously cleared Butterfly iQ/iQ+ Ultrasound System.
### Summary
Based on the clinical performance as documented in the pivotal clinical study, the Butterfly Auto B-Lines Counter was found to have a safety and effectiveness profile that is similar to the predicate device.
# VII. CONCLUSIONS
Based on the indications for use, technological characteristics, and performance testing, the subject device meets the requirements that are considered adequate for its intended use and is substantially equivalent in design, principles of operation and indications for use to the predicate device and does not raise new questions of safety or effectiveness to the predicate device. The subject device was found to have a safety and effectiveness profile that is similar to 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.