The Koya Dayspring system is a prescription only wearable compression system that is intended for use in a clinic or home setting by medical professionals and patients who are under medical supervision to increase lymphatic flow in the treatment of many conditions such as: Lymphedema Primary lymphedema Post mastectomy edema Edema following trauma and sports injuries Post immobilization edema Venous insufficiency Reducing wound healing time Treatment and assistance in healing stasis dermatitis, venous stasis ulcers, or arterial and diabetic leg ulcers Lipedema Phlebolymphedema The Dayspring system is developed on a wearable compression technology platform, which is designed to provide mobility for patients.
Device Story
Dayspring is a wearable compression system for lymphedema and related conditions. It consists of a controller and a garment with up to 14 independently controlled sections. The system uses Nickel Titanium (Ni-Ti) shape-memory alloy channels, powered by a rechargeable Lithium-ion battery, to exert sequential, calibrated gradient pressure (0-100 mmHg) on the affected limb. A biocompatible liner is worn under the garment. Operated by patients or clinicians in home or clinic settings, the device provides mobility during therapy. The controller manages compression sequences; it includes a Bluetooth Low Energy (BLE) module for communication with a mobile application. The output is sequential compression, which aids lymphatic flow and wound healing. The device is designed to be untethered, allowing functional range of motion for the patient.
Clinical Evidence
No clinical data. Substantial equivalence is based on benchtop performance testing, including pressure verification (0-100 mmHg), transportation simulation (ASTM D4169), electrical safety/EMC (IEC 60601-1, 60601-1-11, 60601-1-2), and biocompatibility (ISO 10993-1, 5, 10).
Technological Characteristics
Wearable compression system using Nickel Titanium (Ni-Ti) shape-memory alloy channels. Powered by rechargeable Lithium-ion battery. Provides sequential gradient pressure (0-100 mmHg). Garment made of nylon fabric with velcro straps; includes biocompatible liner. Controller features microprocessor, pushbuttons, and BLE connectivity. Compliant with IEC 60601-1, IEC 60601-1-11, and IEC 60601-2. Non-sterile.
Indications for Use
Indicated for patients requiring increased lymphatic flow for treatment of lymphedema (primary/post-mastectomy), edema (post-trauma/sports injury/immobilization), venous insufficiency, wound healing, stasis dermatitis, venous/arterial/diabetic leg ulcers, lipedema, and phlebolymphedema. For use by medical professionals or patients under medical supervision in clinic or home settings.
Regulatory Classification
Identification
A compressible limb sleeve is a device that is used to prevent pooling of blood in a limb by inflating periodically a sleeve around the limb.
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April 23, 2021
Koya Medical, Inc. % Alex Chang Regulatory Affairs Consultant BioDesign Regulatory Services, LLC 16185 Los Gatos Blvd. Los Gatos, California 95032
Re: K210885
Trade/Device Name: Dayspring Regulation Number: 21 CFR 870.5800 Regulation Name: Compressible Limb Sleeve Regulatory Class: Class II Product Code: JOW Dated: March 22, 2021 Received: March 25, 2021
Dear Alex Chang:
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/cdrl/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.
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Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting 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,
Claire L. Hambright -S
for Nicole Gillette Assistant Director (Acting) DHT2B: Division of Circulatory Support, Structural and Vascular Devices OHT2: Office of Cardiovascular Devices Office of Product Evaluation and Ouality Center for Devices and Radiological Health
Enclosure
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#### Indications for Use
510(k) Number (if known) K210885
Device Name Koya Dayspring
#### Indications for Use (Describe)
The Koya Dayspring system is a prescription only wearable compression system that is intended for use in a clinic or home setting by medical professionals and patients who are under medical supervision to increase lymphatic flow in the treatment of many conditions such as:
- Lymphedema
- · Primary lymphedema
- Post mastectomy edema
- · Edema following trauma and sports injuries
- · Post immobilization edema
- · Venous insufficiency
- · Reducing wound healing time
- · Treatment and assistance in healing stasis dermatitis, venous stasis ulcers, or arterial and diabetic leg ulcers
- · Lipedema
- · Phlebolymphedema
The Dayspring system is developed on a wearable compression technology platform, which is designed to provide mobility for patients.
Type of Use (Select one or both, as applicable)
X Prescription Use (Part 21 CFR 801 Subpart D)
| Over-The-Counter Use (21 CFR 801 Subpart C)
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# 510(K) SUMMARY
This 510(k) summary of safety and effectiveness information is submitted in accordance with the requirements of SMDA 1990 and 21 CFR 807.92.
| I.SUBMITTER: | Koya Medical, Inc. | | |
|-------------------------|------------------------------------------|--|--|
| | 2461 Peralta St. Oakland CA 94607 USA | | |
| | Establishment Registration: 3017424826 | | |
| CONTACT: | Alex Chang | | |
| | Regulatory Consultant | | |
| | Phone: 408 839 5826<br>Fax; 510 217 2340 | | |
| | E-mail: a.chang@biodesign-rac.com | | |
| DATE PREPARED: | April 21, 2021 | | |
| II. DEVICE: | | | |
| TRADE NAME: | DAYSPRING | | |
| CLASSIFICATION NAME: | COMPRESSIBLE LIMB SLEEVE | | |
| DEVICE CLASSIFICATION: | CLASS II | | |
| PRODUCT CODE: | JOW | | |
| III. PREDICATE DEVICES: | | | |
| Primary Predicate | | | |
| Manufacturer: | Koya Medical, Inc. | | |
| Trade Name: | Koya Dayspring | | |
| 510(k): | K193288 | | |
| Additional Predicate | | | |
| Manufacturer: | Tactile Systems Technology, Inc. | | |
| Trade Name: | Flexitouch Plus System (PD32-G3) | | |
| 510(k): | K203178 | | |
#### IV. DEVICE DESCRIPTION:
The Dayspring system consists of two main components: a controller and garment. The garment is powered by an active smart compression technology that is calibrated, instantacting, and silent. This technology uses a Nickel Titanium (Ni-Ti) shape-memory alloy programmed by the controller. A liner is worn as an accessory under the device to prevent direct patient contact with the garment. The garment is wrapped around the patient's
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affected area so that the device fits snugly. The device has up to 14 independently controlled sections in each limb. The controller can be programmed to provide sequential compression therapy to the affected area over a range of 0-100 mmHg. The device is powered by a rechargeable Lithium-ion battery pack. The device was developed to provide patients with untethered access and a functional range of motion and mobility.
# V: INDICATIONSFORUSE:
The Dayspring system is a prescription only wearable compression system thatis intended for use in a clinic or home setting by medical professionals and patients who are under medical supervision to increase lymphatic flow in the treatmentof many conditions such as:
- Lymphedema ●
- Primary lymphedema
- Post mastectomy edema ●
- Edema following trauma and sports injuries
- Post immobilization edema
- Venous insufficiency
- Reducing wound healing time ●
- Treatment and assistance in healing stasis dermatitis, venous stasis ulcers, or . arterial and diabetic leg ulcers
- Lipedema
- Phlebolymphedema
The Dayspring system is developed on a wearable compression technology platform, which is designed to provide mobility for patients.
Differences in the indications from the cleared primary predicate device (K193288): With the addition of the lower extremity garments, the Dayspring System, which provides a range of 0 - 100 mmHg of active compression, can now allow for the treatment of the following new indications (conditions):
- Treatment and assistance in healing stasis dermatitis, venous stasis ulcers, or ● arterial and diabetic leg ulcers
- Lipedema ●
- Phlebolymphedema .
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# VI.COMPARISON OF TECHNOLOGICAL CHARACTERISTICS WITH THE PREDICATE DEVICE:
| Feature | Subject Device | Primary Predicate<br>Device<br>(K193288) | Additional<br>Predicate Device<br>(K203178) |
|------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indications for use | The Koya Dayspring<br>system is a<br>prescription only<br>wearable<br>compression system<br>that is intended for<br>use in a clinic or<br>home setting by<br>medical<br>professionals and<br>patients who are<br>under medical<br>supervision to<br>increase lymphatic<br>flow in the<br>treatment of many<br>conditions such as:<br>• Lymphedema | The Koya<br>Dayspring system is<br>a prescription only<br>wearable<br>compression system<br>that is intended for<br>use in a clinic or<br>home setting by<br>medical<br>professionals and<br>patients who are<br>under medical<br>supervision for the<br>treatment of the<br>following:<br>• Lymphedema<br>• Primary<br>lymphedema | The Flexitouch Plus<br>System and<br>garments for legs,<br>arms, trunk, and<br>chest are intended<br>for use by medical<br>professionals and<br>patients who are<br>under medical<br>supervision to<br>increase lymphatic<br>flow in the<br>treatment of many<br>conditions such as:<br>• Lymphedema<br>• Primary<br>lymphedema<br>• Post<br>mastectomy |
| | • Primary<br>lymphedema<br>• Post mastectomy<br>edema<br>• Edema following<br>trauma and<br>sports injuries<br>• Post<br>immobilization<br>edema<br>• Venous<br>insufficiency<br>• Reducing wound<br>healing time<br>• Treatment and<br>assistance in<br>healing stasis<br>dermatitis,<br>venous stasis<br>ulcers, or arterial<br>and diabetic leg<br>ulcers<br>• Lipedema<br>• Phlebolymphede<br>ma<br>The Dayspring<br>system is developed<br>on a wearable<br>compression<br>technology<br>platform, which is<br>designed to provide<br>mobility for<br>patients. | • Post mastectomy<br>edema<br>• Edema following<br>trauma and<br>sports injuries<br>• Post<br>immobilization<br>edema<br>• Venous<br>insufficiency<br>• Reducing wound<br>healing time<br>The Koya Dayspring<br>system is developed<br>on a wearable<br>compression<br>technology<br>platform, which is<br>designed to provide<br>mobility for<br>patients. | edema<br>• Edema following<br>trauma and<br>sports issues<br>• Post<br>immobilization<br>edema<br>• Venous<br>insufficiency<br>• Reducing wound<br> |
| Electrical<br>Requirements | Rechargeable Li-ion<br>Battery Pack, with<br>0.800 A input from<br>90-264 VAC 50/60<br>Hz to AC Adapter,<br>with output voltage<br>of 25.0V DC and<br>3.0A | Rechargeable Li-ion<br>Battery Pack, with<br>1.7A input from<br>100-240 VAC 50/60<br>Hz to AC Adapter,<br>with output voltage<br>of 19.0V DC and<br>3.4A | 100-240 VAC<br>50/60 Hz to AC<br>Adapter with<br>output voltage of<br>12.0V DC and 3.0A |
| Output | Sequential<br>calibrated gradient<br>Pressure | Sequential<br>calibrated gradient<br>Pressure | Sequential<br>calibrated gradient<br>Pressure |
| Mechanism of<br>Action | Exertion of<br>sequential pressure<br>to affected area | Exertion of<br>sequential pressure<br>to affected area | Exertion of<br>sequential pressure<br>to affected area |
| Principles of<br>Operation | Lithium-ion battery<br>powered integrated<br>shape memory alloy<br>channels creating<br>compressive<br>pressure | Lithium-ion battery<br>powered integrated<br>shape memory alloy<br>channels creating<br>compressive<br>pressure | Electrically<br>powered integrated<br>pneumatic air<br>channels creating<br>compressive<br>pressure |
| Device Total<br>Pressure Range | 0-100 mmHg | 0-100 mmHg | 0-100 mmHg |
| Controller Unit | Image: White controller unit | Image: Black controller unit | Image: White controller unit with screen |
| Controller unit size<br>and weight | 3.4" x 5.2" x 1.5"<br>0.80 lbs | 3.2" x 3.6" x 1.79"<br>0.73 lbs | 8"x10"x8"<br>6.2 lbs |
| Controller<br>Enclosure Material | All plastic<br>construction | All plastic<br>construction | All plastic<br>construction |
| User Interface | Pushbuttons.<br>Also available is<br>Bluetooth Low<br>Energy (BLE)<br>Module for<br>communication with<br>mobile application<br>on mobile device | Pushbuttons.<br>Also available is<br>Bluetooth Low<br>Energy (BLE)<br>Module for<br>communication<br>with mobile<br>application on<br>mobile device | Pushbuttons<br>Mobile application<br>or BLE not<br>available |
| Software/Hardware | Analog and digital<br>electronic with<br>microprocessor | Analog and digital<br>electronic with<br>microprocessor | Analog and digital<br>electronic with<br>microprocessor |
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| Garment | Image: Garment 1 | Image: Garment 2 | Image: Garment 3 |
|-------------------|--------------------------------------------------------------|--------------------------------------------------------------|--------------------------------------------------------------|
| Garment Material | Nylon fabric with<br>velcro straps | Nylon fabric with<br>velcro straps | Nylon fabric with<br>velcro straps |
| Stockinette/Liner | Class I<br>biocompatibile liner<br>provided with the<br>unit | Class I<br>biocompatibile liner<br>provided with the<br>unit | Class I<br>biocompatibile<br>liner provided with<br>the unit |
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#### VII. PERFORMANCE DATA:
The following performance data were provided in support of substantial equivalence determination.
#### Biocompatibility Testing
The subject device is considered a surface contacting device with prolonged exposure duration considering potential cumulativeuse. The patient-contacting material consists of a circular knit liner made of a hydrophilic nylon fiber and is commonly used for compression liner applications. The surface contacting material described has been evaluated for biocompatibility per ISO 10993-1, ISO 10993-5, and ISO 10993-10. Results demonstrated that the subject device was compliant to all applicable biocompatibility safety standards.
#### Sterilization & Shelf-life Testing
The subject device is non-sterile, and components are unlikely to deteriorate with age. Accelerated 1-year accelerated shelf life testing was performed and shown to support shelf stability.
## Electrical Safety and Electromagnetic Compatibility (EMC)
The subject device was evaluated based on the following applicable performance and safety standards: IEC 60601-1:2012,IEC 60601-1-11:2015 and IEC 60601-1-2:2014. Results demonstrated thatthe subject device was compliant to all applicable performance and safety standards.
#### Software Verification and Validation Testing
The subject device includes embedded firmware in the controller which has the ability to connect with custom software installed on a mobile device. The system software exhibits a moderate level of concern.
Software lifecycle planning and documentation as well verification and validation testing were performed in accordance with IEC 62304:2015 and as recommended by the following FDA Guidance documents for Industry and FDA Staff:
- Guidance for the Content of Premarket Submissions for Software Contained in • Medical Devices
- Guidance for Industry, FDA Reviewers and Compliance on Off-The-Shelf Software Use in Medical Devices
- . Guidance for Industry and Food and Drug Administration Staff Content of Premarket Submissions for Management of Cybersecurity in Medical Devices
- Guidance for Industry, FDA Reviewers and Compliance on Postmarket . Management of Cybersecurity in Medical Devices
# Mechanical Testing
The subject device was also evaluated based on the following additional benchtop performance
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tests.
| Performance Study | Overview | Status |
|-------------------------------|------------------------------------------------------------------------|------------------|
| Transportation Simulation | ASTM D4169 | Completed / Pass |
| Pressure Verification Testing | Pressure capable of<br>delivering 0-100 mmHg<br>compression pressures. | Completed / Pass |
## Animal Study
Animal performance testing was not required to demonstrate safety and effectiveness of the device.
## Clinical Study
Clinical testing was not required to demonstrate the safety and effectiveness of the Koya Dayspring system. Instead,substantial equivalence is based upon benchtop performance testing.
## VIII.CONCLUSION:
The data included in this submission demonstrate thatthe modified Koya Dayspring™ is substantially equivalent to the cleared primary predicate device, the Koya Dayspring™ (K193288).
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.