K172242 · Shift Labs, Inc. · FLN · May 25, 2018 · General Hospital
Device Facts
Record ID
K172242
Device Name
DripAssist Plus
Applicant
Shift Labs, Inc.
Product Code
FLN · General Hospital
Decision Date
May 25, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.2420
Device Class
Class 2
Indications for Use
The DripAssist Plus is a device intended to be used with gravity infusions as a supplementary monitor the flow of fluid through a compatible drip chamber. The device is intended to be used with single-use intravascular administration sets uniquely identified as "compatible with DripAssist Plus." Sensors measure the flow rate and calculations are performed to convert the drip rate to mL/hr measurement and total volume. An alarm is available to alert the user if the drip rate deviates from the set infusion rate setting controlled through the IV administration set.
Device Story
DripAssist Plus is a passive, battery-powered monitor for gravity-fed IV infusions. It attaches to the exterior of a compatible drip chamber. An infrared emitter and detector track individual drops passing through the chamber. The device calculates flow rate (mL/hr) and total volume dispensed based on drop intervals. Users set a target flow rate; the device triggers an audio alarm if the actual rate deviates by a fixed percentage. It is intended for use in clinical environments by healthcare providers. The device does not control fluid flow; it provides visual feedback via an LCD screen and audible alerts to assist in monitoring infusion accuracy, potentially improving patient safety by detecting deviations from prescribed gravity flow rates.
Clinical Evidence
Bench testing only. No clinical data. Testing included mechanical durability, insertion/removal force, firmware verification, cleaning validation, drop testing, alarm functionality, and EMC/EMI testing per IEC 60601-1 and IEC 60601-1-2. Results confirmed the device meets all predefined acceptance criteria and specifications.
Technological Characteristics
Passive monitor; infrared emitter/receiver sensing; ABS and PET construction. Powered by 1 AA battery. Dimensions: 133.4 x 67.6 x 30.5 mm. Features LCD display, four touch buttons, and audio alarm. Attaches via snap-in mechanism to compatible drip chambers. Operates at 4-400 drops/min with 1% accuracy. Complies with IEC 60601-1 and IEC 60601-1-2.
Indications for Use
Indicated for use as a supplementary monitor for gravity infusions to measure fluid flow through a compatible drip chamber. Used with specific single-use intravascular administration sets. Intended for clinical settings where gravity flow monitoring is required.
Regulatory Classification
Identification
An electronic monitor for gravity flow infusion systems is a device used to monitor the amount of fluid being infused into a patient. The device consists of an electronic transducer and equipment for signal amplification, conditioning, and display.
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May 25, 2018
Shift Labs, Inc. Camelia Kouki Director, QA/RA 1600 Dexter Ave N, Suite A Seattle, Washington 98109
Re: K172242
Trade/Device Name: DripAssist Plus Regulation Number: 21 CFR 880.2420 Regulation Name: Electronic Monitor for Gravity Flow Infusion Systems Regulatory Class: Class II Product Code: FLN Dated: April 21, 2018 Received: April 25, 2018
Dear Ms. Camelia Kouki:
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. 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); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); 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 the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
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,
Tina Kiang
-s
Tina Kiang, Ph.D. Acting Director Division of Anesthesiology, General Hospital, Respiratory, Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K172242
Device Name DripAssist Plus
#### Indications for Use (Describe)
The DripAssist Plus is a device intended to be used with gravity infusions as a supplementary monitor the flow of fluid through a compatible drip chamber. The device is intended to be used with single-use intravascular administration sets uniquely identified as "compatible with DripAssist Plus." Sensors measure the flow rate and calculations are performed to convert the drip rate to mL/hr measurement and total volume. An alarm is available to alert the user if the drip rate deviates from the set infusion rate setting controlled through the IV administration set.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------|
| <div> <span> <span style="font-size:16px">✖</span> Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> <span style="font-size:16px">❏</span> Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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Image /page/3/Picture/0 description: The image shows the logo for Shift Labs. The logo consists of a rounded square shape on the left and the text "SHIFT LABS" on the right. The square shape is white with a black border. The text is in a bold, sans-serif font, with "SHIFT" stacked above "LABS".
## 510(k) Premarket Notification
### Shift Labs DripAssist Plus
#### Section 5. 510(k) Summary (21 CFR 807.92(c))
Date prepared: April 16, 2018
Submitter:
Shift Labs Inc. 9200 Holman Road NW Seattle, WA 98117
Contact Person:
Camelia Kouki Ph: 206-369-1216 Email: camelia@shiftlabs.com
Proprietary name:
DripAssist Plus
Common name:
IV flow rate monitor
### Classified name:
Electronic monitor for gravity flow infusion systems CFR 880.2420 Product code: FLN
Classification: Class II Medical Device
Predicate Device: DripAssist K150687
#### Indications for use
The DripAssist Plus is a device intended to be used with gravity infusions as a supplementary monitor that measures the flow of fluid through a compatible drip chamber. The device is intended to be used with single-use intravascular administration sets uniquely identified as "compatible with DripAssist Plus." Sensors measure the flow rate and calculations are performed to convert the drip rate to mL/hr measurement and total volume. An alarm is available to alert the drip rate deviates from the set infusion rate setting controlled through the IV administration set.
Substantial equivalence
The DripAssist Plus is substantially equivalent to the DripAssist (K150687).
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Image /page/4/Picture/0 description: The image shows the logo for Shift Labs. The logo consists of two parts: a geometric shape on the left and the text "SHIFT LABS" on the right. The geometric shape is a circle with a square inside it. The text "SHIFT LABS" is written in a bold, sans-serif font, with "SHIFT" on top of "LABS".
# Description of Device
The DripAssist Plus device is intended to be used as a supplementary monitoring system for monitoring the flow rate of intravenous fluids. DripAssist Plus is a passive device. It does not control the flow rate of fluids passing through a drip chamber. The device operates by monitoring the drops through the drip chamber of a compatible single-use intravascular administration set that is inserted into a mechanical attachment mechanism on the DripAssist Plus. By tracking the intervals between drops, the device calculates the flow rate through the chamber and displays the flow rate on an LCD screen.
The device operates by tracking drops using an infrared emitter and detector positioned on opposite sides of a well wherein the drip chamber is situated.
There is an alarm functionality that can be activated once a desired flow rate, or "set point," is reached. The alarm, when activated, will sound when the flow rate deviates a fixed percentage from the "set point."
The device can be used with compatible drip sets of 10, 15, 20, or 60 gtt/mL. The device is powered by one AA battery. The device can display the flow rate in drops per minute or mL per hour. The unit of measurement being displayed can be changed while the device operates. The device can also display the total volume that has dispensed through the drip chamber. The device is designed to be used with drip rates slow enough to be calculated by the human eye; a steady stream of fluid is outside the operating parameters.
# Summary of technological characteristics compared to predicate devices
Both the DripAssist Plus and the DripAssist have the same technological characteristics and both are intended to be used as a monitor to inform the user of the rate of flow, which is controlled by the IV administration set. Neither device controls the flow rate, but each uses sensors and microprocessors to measure and calculate the flow rate. Both devices include audio alarms for when the flow rate deviates from a pre-set range. Both devices are powered by disposable batteries. Both devices have the same internal electrical layout and components except for (1) a swap to a microprocessor chip with identical architecture but more memory, and (2) the removal of a capacitor. Both devices attach to the outside of a drip chamber on a drip set; the predicate device uses a cam and bumpers to attach whereas the subject device uses a snap-in attachment.
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Image /page/5/Picture/0 description: The image shows the logo for Shift Labs. The logo consists of two parts: a circular icon on the left and the text "SHIFT LABS" on the right. The circular icon contains a rounded square shape inside. The text "SHIFT LABS" is stacked vertically, with "SHIFT" on top of "LABS".
| | DripAssist Plus | DripAssist (K150687) | Change Analysis |
|--------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Device class | Class II | Class II | No Change |
| Indications<br>for Use | The DripAssist Plus is a device<br>intended to be used with<br><b>gravity infusions</b> as a<br>supplementary monitor that<br>measures the flow of fluid<br>through a compatible drip<br>chamber. The device is<br>intended to be used with<br>single- use intravascular<br>administration sets uniquely<br>identified as "compatible<br>with DripAssist Plus."<br>Sensors measure the flow<br>rate and calculations are<br>performed to convert the<br>drip rate to mL/hr<br>measurement and total<br>volume. An alarm is available<br>to alert the user if the drip<br>rate deviates from the set<br>infusion rate setting<br>controlled through the IV<br>administration set. | The DripAssist is a<br>device intended to be<br>used as a<br>supplementary<br>monitor that<br>measures the flow of<br>fluid through the drip<br>chamber of a<br>standard IV<br>administration set.<br>Sensors measure the<br>flow rate and<br>calculations are<br>performed to convert<br>the drip rate to mL/hr<br>measurement and<br>total volume. An<br>alarm is available to<br>alert the user if the<br>drip rate deviates<br>from the infusion rate<br>setting controlled<br>through the IV<br>administration set. | The difference in indication<br>for use is that the predicate<br>states: "measures the flow<br>of fluid through the drip<br>chamber of a standard IV<br>administration set." For the<br>DripAssist Plus, the<br>indication for use states:<br>"measures the flow of fluid<br>through a compatible drip<br>chamber. The device is<br>intended to be used with<br>single-use intravascular<br>administration sets uniquely<br>identified as "compatible<br>with DripAssist Plus."<br>DripAssist Plus is a<br>mechanical variant of the<br>DripAssist infusion rate<br>monitor. The mechanical<br>design has been changed to<br>provide a solution for use<br>solely with compatible<br>administration sets, as<br>opposed to all standard<br>infusion sets. |
| Product<br>Configuration | Single SKU for all markets -<br>One device, user manual,<br>shipping materials | Single SKU for all<br>markets - One device,<br>user manual, shipping<br>materials | No Change |
| Components | One-piece device plus<br>supplied AA battery | One-piece device plus<br>supplied AA battery | No Change |
| Image: SHIFT LABS logo | | | |
| Performance<br>Testing | DripAssist Plus Chamber<br>Wear Test Plan, DripAssist<br>Plus Chamber Wear Test<br>Results, DripAssist Plus<br>Insertion Force for Collar<br>Attachment Test Results,<br>DripAssist Plus Insertion<br>Force for Collar Attachment<br>Test Plan,DripAssist AVR -<br>Firmware DVT Test Report<br>FW2.5.5.37, DripAssist Genoa<br>System DVT Test Plan,<br>DripAssist Genoa System DvT<br>Report, Genoa Cleaning<br>Chemical Tests, Genoa Drop<br>Test Plans and Results | Device Verification<br>Testing , DVT Test<br>Report, Infusion Time<br>Study, DripAssist<br>Babylon - EMC Test<br>Report, DripAssist<br>Babylon - System DVT<br>Plan, DripAssist<br>Babylon - System DVT<br>Report | Additional testing for the<br>subject device has been<br>added. These tests can be<br>grouped into three<br>categories: (1) performance<br>testing for device wear and<br>attachment , (2)<br>performance testing for<br>device firmware, (3)<br>performance testing for<br>device durability. |
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| Performance/Technical Specifications | | | |
|----------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | DripAssist Plus | DripAssist<br>(K150687) | Change Analysis |
| Infrared sensor<br>detection of flow rate | One emitter, one<br>receiver | One emitter, one<br>receiver | No change |
| Audio alarm when flow<br>rate is outside preset<br>range | Yes | Yes | No change |
| Drip rate range | 4-400 drops/min | 4-400 drops/min | No change |
| Drip rate measurement<br>accuracy | 1% | 1% | No change |
| Rate change to trigger<br>alarm | Set Rate +/- 13% | Set Rate +/- 13% | No change |
| Power source | 1 AA battery | 1 AA battery | No change |
| Operation environment | Room temperature.<br>65-85 degrees<br>Fahrenheit at 30-<br>70% humidity,<br>non- condensing, at<br>altitude less than<br>3000 meters. | Room temperature.<br>65-85 degrees<br>Fahrenheit at 30-<br>70% humidity, non-<br>condensing, at<br>altitude less than<br>3000 meters. | No change |
| Sterility | N/A | N/A | No change |
| Dimensional<br>Characteristics | 133.4 x 67.6 x 30.5<br>mm | 128 x 62 x 30 mm | Subject device is slightly<br>larger. |
| | | | |
| Materials | ABS, PET | ABS, PET, Silicone | The subject device materials do not contain anything different than the materials on the predicate device. The only difference is that silicone components (cam and bumpers) on the predicate device have been removed from the subject device |
| Major Components | LCD Display, four touch buttons, Battery cover, audio alarm, administration set attachment point | LCD Display, four touch buttons, Battery cover, audio alarm, cam securing mechanism | The differences between the subject device and the predicate device are the predicate device uses a cam securing mechanism to attach to drip sets. The subject device has an integrated "administration set attachment point." In other words, the silicone cam used to "grip" most standard tubing sets in the predicate device has been removed. Compatible tubing sets now use a friction fit into a slot on the top of the device. |
| Electrical Safety | EMC Test Report | EMC Test Report | Circuit design is identical. MCU is same, but with more memory. Capacitor has been depopulated, change is mechanical not electrical. No change in shielding. No changes are made that affect emissions. |
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Image /page/7/Picture/0 description: The image shows the logo for Shift Labs. The logo consists of two parts: a geometric shape on the left and the text "SHIFT LABS" on the right. The geometric shape is a rounded square with a white square inside. The text "SHIFT LABS" is in a bold, sans-serif font, with "SHIFT" stacked above "LABS".
The initial DripAssist was bench tested to verify drip rate flow measurements are accurate and the alarm functions as intended. DripAssist Plus repeated all those tests; results were acceptable for all testing.
Although most aspects of the DripAssist Plus remain the same as the predicate (DripAssist), for the aspects of the subject device that are new or modified, additional testing was done. Testing needs were determined based on the device specifications to fulfill verification and validation of the product, as well as potential risks identified during the risk assessment process.
# Summary of non-clinical testing
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Image /page/8/Picture/0 description: The image shows the logo for Shift Labs. The logo consists of a circle with a square inside of it on the left, and the words "SHIFT LABS" on the right. The word "SHIFT" is above the word "LABS".
Below outlines the non-clinical testing conducted. These non-clinical test results have demonstrated that the device conforms to its specifications. Predefined acceptance criteria were met. These test results demonstrate equivalence to the predicate device.
Areas Tested:
- · Mechanical durability of the DripAssist Plus attachment mechanism
- · Mechanical insertion and removal force testing for adherence to specifications
- · Device firmware verification/accuracy testing
- · Device cleaning
- · Mechanical durability (drop testing)
- · Operational temperature testing Testing for general requirements for basic safety and essential performance, IEC 60601-1:2012
- · Alarm testing
- · EMC/EMI testing for medical device compliance EMC Test, IEC 60601-1-2:2007
- · Tracing design requirements to verification methods to verify performance standards (V&V)
# Conclusion
Based on the review of intended use, functional application, and design, the DripAssist Plus is substantially equivalent to the predicate device K150687.
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.