K183169 · NormaTec Industries, LP · IRP · Dec 27, 2018 · Physical Medicine
Device Facts
Record ID
K183169
Device Name
Pulse 2.0, Pulse Pro 2.0
Applicant
NormaTec Industries, LP
Product Code
IRP · Physical Medicine
Decision Date
Dec 27, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5650
Device Class
Class 2
Attributes
Therapeutic, 3rd-Party Reviewed
Indications for Use
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are air pressure massagers intended to temporarily relieve minor muscle aches and/or pains, and to temporarily increase circulation to the treated areas.
Device Story
Powered inflatable tube massagers; simulate manual kneading/stroking via inflatable pressure cuffs. Input: user-selected settings (time, intensity/pressure) via device interface or Bluetooth-connected smartphone app. Operation: microprocessor-controlled compressor and valve system sequentially inflates appliance segments. Output: pneumatic massage therapy. Used in clinics, hospitals, athlete training, and home environments by patients. App mimics device interface; does not alter therapy or unlock features. Benefits: temporary muscle pain relief and increased circulation.
Clinical Evidence
No clinical data. Substantial equivalence established via bench testing, verification, and validation activities demonstrating performance, functionality, and reliability consistent with the predicate device.
Indicated for adults in good health for temporary relief of minor muscle aches/pains and temporary increase in circulation to treated areas.
Regulatory Classification
Identification
A powered inflatable tube massager is a powered device intended for medical purposes, such as to relieve minor muscle aches and pains and to increase circulation. It simulates kneading and stroking of tissues with the hands by use of an inflatable pressure cuff.
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health and Human Services logo on the left and the FDA logo on the right. The FDA logo is in blue and includes the letters "FDA" in a square and the words "U.S. Food & Drug Administration".
December 27, 2018
NormaTec Industries. LP % Mark Job Responsible Third Party Official Regulatory Technology Services LLC 1394 25th Street NW Buffalo, Minnesota 55313
Re: K183169
Trade/Device Name: Pulse 2.0. Pulse Pro 2.0 Regulation Number: 21 CFR 890.5650 Regulation Name: Powered inflatable tube massager Regulatory Class: Class II Product Code: IRP Dated: December 21, 2018 Received: December 26, 2018
Dear Mark Job:
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.
{1}------------------------------------------------
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 and Part 809); 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/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; 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 http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Vivek J. Pinto -S
for Carlos L. Peña, PhD, MS Director Division of Neurological and Physical Medicine Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
### Indications for Use
510(k) Number (if known)
Device Name Pulse 2.0, Pulse Pro 2.0
Indications for Use (Describe)
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are air pressure massagers intended to temporarily relieve minor muscle aches and/or pains, and to temporarily increase circulation to the treated areas.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
Prescription Use (Part 21 CFR 801 Subpart D)
X Over-The-Counter Use (21 CFR 801 Subpart C)
#### CONTINUE ON A SEPARATE PAGE IF NEEDED.
This section applies only to requirements of the Paperwork Reduction Act of 1995.
#### *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.*
The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to:
> Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff(@fda.hhs.gov
"An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number."
{3}------------------------------------------------
# NormaTec Industries, LP
| 480 Pleasant Street<br>Suite A200<br>Watertown MA 02472 | Tel – 800.355.0960<br>Fax – 866.279.2579 |
|-----------------------------------------------------------------------------------|----------------------------------------------------------------|
| Official Contact: | Albert G Sanford, Quality Systems and Regulatory Manager |
| Proprietary or Trade<br>Name: | Pulse 2.0 and Pulse Pro 2.0 |
| Common/Usual Name: | Powered inflatable tube massager (Pulse 2.0 and Pulse Pro 2.0) |
| Classification Code and 21 CFR 890.5650 Powered Inflatable tube massager<br>Name: | Product Code: IRP<br>Class II |
| Device Name: | Pulse 2.0, Pulse Pro 2.0 |
| Predicate Device: | K160608 – NormaTec Pulse and Pulse Pro |
# Device Description
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are powered inflatable tube massagers (Product Code "IRP"). They are intended to temporarily relieve minor muscle aches and/or pains, and to temporarily increase circulation to the treated areas. They simulate manual kneading and stroking of tissues by the use of an inflatable pressure ouff. The devices are to be used by people who are in good health. The devices are powered from an external IEC 60601-1 compliant power supply and can also be powered by an internal IEC 62133-compliant lithium-ion battery.
The user interface on the Pulse Pro 2.0 model is 4.3" color TFT Screen with capacitive sensor (similar to a Smartphone). The user interface on the Pulse 2.0 model is 4.3" color LCD screen with smart switches. There is no difference in function between the two interface technologies, they are offered for marketing differentiation and user preferences. The user interface provides for:
- . Starting and stopping the massage treatment;
- . Adjusting time and intensity (pressure) of the treatment.
In addition to the user interface on the devices, the proposed devices have Bluetooth capability that allows the use of a NormaTec app to control the Bluetooth app mimics the device interface graphics and buttons. allowing the user to use a compatible Android or iOS phone to control device functions just as if they were using the interface on the device. The app functionality is limited to mimicking the device interface and does not provide or unlock any additional features or alter the therapy provided by the device.
#### Intended User
OTC
#### Patient Population
Adults
#### Indications for Use
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are air pressure massagers intended to temporarily relieve minor muscle aches and/or pains, and to temporarily increase circulation to the treated areas.
#### Intended Use Environment:
Clinics, hospital, athlete training, and home environments.
{4}------------------------------------------------
| Model Name<br>510(k) Number | Predicate Devices | Proposed New Devices | Comment |
|---------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------|
| NormaTec Pulse and Pulse Pro<br>510(k) K160608 | NormaTec Pulse 2.0 and Pulse Pro 2.0<br>510(k) TBD | N/A | |
| Manufacturer | NormaTec Industries, LP | Same | N/A |
| Prescriptive<br>Indications for use | No, OTC<br>The NormaTec Pulse and Pulse Pro<br>are air pressure massagers intended to<br>temporarily relieve minor muscle aches<br>and/or pains, and to temporarily<br>increase circulation to the treated<br>areas. | Same | N/A |
| Intended Use<br>Environment | Clinics, hospital, athlete training, and<br>home environments | Same | N/A |
| Power Source(s) | 15 VDC via an IEC 60601-1<br>compliant power supply (100-240 VAC<br>input)<br>Integrated rechargeable battery | Same | N/A |
| Software / Firmware<br>Micro-processor<br>Control | Microprocessor | Same | N/A |
| Technology | Compressor and valve system that<br>sequentially inflates cells of appliance | Compressor and valve system that<br>sequentially inflates cells of appliance.<br>Bluetooth communication ability | Proposed devices incorporate a<br>certified Bluetooth module to allow<br>using a NormaTec app as a user |
| | Predicate Devices | Proposed New Devices | Comment |
| Compliance with<br>Voluntary standards | ES 60601-1, IEC 60601-1-2, IEC<br>60601-1-11 | ES 60601-1, IEC 60601-1-2, IEC<br>60601-1-11, and ANSI C63.27-2017. | The proposed devices comply with one<br>additional standard: ANSI C63.27-2017 |
| Device Pressure<br>Range | 0-110 mmHg | Same | N/A |
| Treatment Time | Stays on until the user turns it off or<br>can be set up to turn off in a range of<br>10 minutes to continuous | Same | N/A |
| Inflation/Deflation<br>Cycle Type | Sequential Gradient, Peristaltic and<br>Pulsing | Same | N/A |
| Appliance Contact<br>Surface Material | 200 denier nylon with a polyurethane<br>laminate/extrusion | Same | N/A |
| Number of Inflatable<br>appliance segments | 5 or less | Same | N/A |
| Weight | 3.6 pounds (incl. battery) | Same | N/A |
| Dimensions<br>(W x H x D) | 4" x 5" x 9" | 4.4" x 3.8" x 8.1" | N/A |
| Housing Materials<br>and Constructions | Molded ABS enclosure (94V0) | Same | N/A |
| Patient contact | Non-conductive appliances | Same | N/A |
Table 5.1 – Table of Device Comparisons and Differences
Premarket Notification 510(l
Section 5 – 510(k) Summar
NormaTec Pulse 2.0 and Pulse Pro 2.0
Page 5.2
{5}------------------------------------------------
lormaTec Pulse 2.0 and Pulse Pro 2.0
Premarket Notification 510(k)
Section 5 – 510(k) Summary
Page 5.3
{6}------------------------------------------------
## Differences Between Models
| Characteristic | Pulse 2.0 | Pulse Pro 2.0 |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------|---------------|
| Power On – The system recalls and displays the last used settings for: | X | X |
| Treatment time | X | X |
| Treatment mode | X | X |
| Therapy mode | | |
| Rehab mode - Recalls zone focus | X | X |
| Custom - recalls all settings | | |
| Recovery Flush | | |
| Appliance Type | N/A | X |
| Power Level | X | X |
| Number of zones | X | X |
| Rest time | X | X |
| Time | | |
| Add time | | |
| Before treatment | X | X |
| During treatment | | |
| Decrease time | | |
| Before treatment | X | X |
| During treatment | | |
| Continuous mode | X | X |
| Counter | | |
| Count down - 1 second increments | X | X |
| Count up (continuous mode) – 1 second increments | | |
| Compliance - Trip meter – reset by User | N/A | X |
| Chronometer Odometer – cannot be reset by User | X | X |
| Pressure | | |
| Increase level | | |
| Before treatment | X | X |
| During treatment | | |
| Decrease level | | |
| Before treatment | X | X |
| During treatment | | |
| Characteristic | Pulse 2.0 | Pulse Pro 2.0 |
| Treatment Mode – Can ONLY be changed before treatment begins | | |
| NormaTec Pulse | X | X |
| Sequential | X | X |
| Rest Time | | |
| View or change rest time - before treatment | X | X |
| # of Zones | | |
| Change number of zones – before treatment | X | X |
| Treatment | | |
| Starting | X | X |
| Pause | X | X |
| Un-pause | X | X |
| End – If timer reaches 0:0000, treatment will continue until Rest period<br>is reached. The user is given options to either:<br>Add time<br>Continue until cycle is finished<br>Quit | X | X |
| Remote operation via Bluetooth app | X | X |
| Battery Charging | | |
| Displays battery level | X | X |
| Displays when battery is charging | X | X |
| Power off | | |
| No treatment in process | X | X |
| Treatment is process | X | X |
| Appliance type | | |
| Select appliance – boot, arm, hip<br>NOTE: If hip appliance is selected, treatment mode defaults to 2-zone<br>treatment | X | X |
| Therapy Mode | | |
| Recovery Flush<br>Preset NormaTec PULSE time / PULSE pressure values<br>Appliance type applicable - boot, arm, hip | N/A | X |
| Rehab<br>Preset NormaTec PULSE time / PULSE pressure values<br>Leg appliance - Foot/ankle, calf, knee, lower quad, upper quad<br>Arm appliance – Hand/wrist, forearm, elbow, bicep, shoulder<br>Hip appliance – Quadriceps, hip | N/A | X |
| Characteristic | Pulse 2.0 | Pulse Pro 2.0 |
| Custom Settings<br>Allows user to program NormaTec PULSE pressure and time values for<br>each zone<br>Pressure range – 30-110 mmHg, user can select in 10 mmHg<br>increments<br>Time range – 15 seconds to 4 minutes, user can select in 15 second<br>increments | N/A | X |
| Display Settings Adjustment | | |
| Brightness controls | N/A | X |
{7}------------------------------------------------
{8}------------------------------------------------
## Determination of Substantial Equivalence
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are substantially equivalent to currently marketed and cleared devices (K160608) because:
### Indications for Use
The NormaTec Pulse 2.0 and Pulse Pro 2.0 indications for use are identical to the predicate, NormaTec Pulse and Pulse Pro, 510(k) K160608.
#### Prescriptive
The NormaTec Pulse 2.0, Pulse Pro 2.0, and the predicate (K160608) are OTC devices.
#### Design, Technology, and Principle of Operation
The NormaTec Pulse 2.0 and Pulse Pro 2.0 have equivalent design and features when compared to the predicate and have similar technology to the predicate, NormaTec Pulse and Pulse Pro 510(k) K160608.
The proposed devices have Bluetooth capability that allows the use of a NormaTec app to control the device. The Bluetooth app mimics the device interface graphics and buttons, allowing the user to use a compatible Android or iQS phone to control device functions just as if they were using the interface on the device. The app functionality is limited to mimicking the device interface and does not provide or unlock any additional features or alter the therapy provided by the device.
#### Performance and Specifications
The NormaTec Pulse 2.0 and Pulse Pro 2.0 have equivalent specifications of performance when compared to the predicate, NormaTec Pulse and Pulse Pro 510(k) K160608.
#### Compliance with Standards
The predicate devices are compliant with AAMI ANSI ES6060-1. IEC 60601-1-2. and IEC 60601-1-11.
The NormaTec Pulse 2.0 and Pulse Pro 2.0 comply with AAMI ANSI ES6060-1, IEC 60601-1-11, and ANSI C63.27-2017.
#### Materials
The patient-contacting materials of the NormaTec Pulse 2.0 are the inflatable appliances that are identical to the predicate, NormaTec Pulse and Pulse Pro 510(k) K160608.
#### Intended Use Environment
Clinics, hospital, athlete training, and home environments, which are identical to the predicate.
{9}------------------------------------------------
### Features
The NormaTec Pulse 2.0 and Pulse Pro 2.0 have equivalent features when compared to the predicate, NormaTec Pulse and Pulse Pro 510(k) K160608.
## Conclusion
The NormaTec Pulse 2.0 and Pulse Pro 2.0 are substantially equivalent to the predicate, NormaTec Pulse and Pulse Pro 510(k) K160608 in:
- Patient population, o
- . Environment of use.
- Technology characteristics, .
- Materials, ●
- Specifications / performance, and ●
- Compliance with international standards. o
The inclusion of the Bluetooth capability and associated app does not affect the equivalency of the proposed devices and the predicate. The app functions only as an alternative user interface. No additional features are provided or unlocked by the app. Nor is the therapy provided by the devices affected by using the app.
Other minor differences as detailed in the substantial equivalence table do not raise questions of safety and effectiveness.
### Indications for Use
The NormaTec Pulse 2.0, Pulse Pro 2.0 Indications for Use and Contraindications are identical to the predicate NormaTec Pulse and Pulse Pro 510(k) K160608.
Verification and Validation activities required that establish the performance, functionality, and reliability characteristics of the NormaTec Pulse 2.0 and Pulse Pro 2.0 with respect to the predicate were performed. Testing performed demonstrated that the proposed devices meet defined requirements and performance claims.
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.