Matrix Pre-Treatment Controller is designed to safely and effectively provide monitoring and control of the pre-treatment components for water purification for dialysis applications. These pre-treatment components include media-tanks with controllable valves (for example, but not limited to: multimedia depth filters, filox media filters, water softeners, dealkalizers, organic scavengers, and carbon media filters), city booster pump, ultra-violet light dump valve, blend-valve, and the main water shut-off valve. It monitors water pressures, water temperature, Delta-P pressure between two points), water flowrate, water pH, empty bed contact time for carbon media filters, and the status of the media-tanks' valve cycles. This operational data is displayed on a HMI-touch screen along with trends, alarms, and events. It controls the regeneration and backwash cycles for media tanks, the city booster pump, the ultra-violet light dump valve for cooling purposes, the blend-valve to allow greater flow during backwash and regeneration, and the main water shut-off valve if a leak is detected. Although it is designed to work with Better Water LLC equipment, it can be used with non-Better Water equipment provided certain components are added or replaced to ensure compatibility.
Device Story
Matrix Pre-Treatment Controller is a control box for hemodialysis water purification pre-treatment systems. It monitors inputs including water pressure, temperature, flow rate, pH, empty bed contact time, and valve cycle status. It controls media-tank regeneration/backwash cycles, city booster pumps, UV dump valves, blend valves, and main shut-off valves. Operated via HMI touch-screen by clinical staff; displays real-time data, trends, and alarms. Provides interlock power to RO systems; shuts off water if leaks or out-of-spec conditions occur. Benefits patient by ensuring consistent, monitored water quality for dialysis. Designed for use with Better Water LLC or compatible third-party equipment.
Clinical Evidence
Bench testing only. Validation performed with the controller installed on a pre-treatment rack in a water room under realistic conditions. Connected to pre-treatment components and an RO machine to verify operational control, monitoring, and alarm functions. Conformance to IEC 60601-1, IEC 26722, and IEC 62304 standards confirmed.
Technological Characteristics
Control box with HMI touch-screen interface. Monitors digital sensors for pressure, temperature, flow, and pH. Controls electromechanical valves and pumps. Connectivity includes interlock power supply to RO systems. Complies with IEC 60601-1 (safety), IEC 26722 (hemodialysis water treatment), and IEC 62304 (software lifecycle).
Indications for Use
Indicated for monitoring and controlling pre-treatment components in water purification systems for hemodialysis applications.
Regulatory Classification
Identification
A water purification system for hemodialysis is a device that is intended for use with a hemodialysis system and that is intended to remove organic and inorganic substances and microbial contaminants from water used to dilute dialysate concentrate to form dialysate. This generic type of device may include a water softener, sediment filter, carbon filter, and water distillation system.
Special Controls
*Classification.* Class II (special controls). The device, when it is a water purification subsystem disinfectant, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9.
Predicate Devices
Better Water Inc Water Purification System for Hemodialysis (K920186)
Matrix Digital Reverse Osmosis Water Treatment System, Model EQRMD Series (K051620)
Complete Water System for Hemodialysis, MD400 and MD600 Series (K041163)
Submission Summary (Full Text)
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the seal of the Department of Health & Human Services (HHS) of the United States. The seal features a stylized caduceus, a symbol often associated with medicine and healthcare, composed of three human profiles facing right. The words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" are arranged in a circular pattern around the caduceus.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
December 13, 2016
Better Water, LLC Michael Cline President 698 Swan Dr. Smyrna, TN 37167
Re: K161844
> Trade/Device Name: Matrix Pre-Treatment Controller Regulation Number: 21 CFR§ 876.5665 Regulation Name: Water purification system for hemodialysis Regulatory Class: II Product Code: FIP Dated: September 9, 2016 Received: September 14, 2016
Dear Michael Cline:
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.
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.
{1}------------------------------------------------
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.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR 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.
You may obtain other general information on your responsibilities under the Act from the Division of Small Manufacturers, International and Consumer Assistance at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely vours.
For Division
Douglas Silverstein -S 2016.12.13 08:16:28 -05'00'
Benjamin R. Fisher, Ph.D. Director Division of Reproductive, Gastro-Renal, and Urological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
## Indications for Use
510(k) Number (if known) K161844
Device Name Matrix Pre-Treatment Controller
#### Indications for Use (Describe)
Matrix Pre-Treatment Controller is designed to safely and effectively provide monitoring and control of the pre-treatment components for water purification for dialysis applications.
These pre-treatment components include media-tanks with controllable valves (for example, but not limited to: multimedia depth filters, filox media filters, water softeners, dealkalizers, organic scavengers, and carbon media filters), city booster pump, ultra-violet light dump valve, blend-valve, and the main water shut-off valve.
It monitors water pressures, water temperature, Delta-P pressure between two points), water flowrate, water pH, empty bed contact time for carbon media filters, and the status of the media-tanks' valve cycles. This operational data is displayed on a HMI-touch screen along with trends, alarms, and events.
It controls the regeneration and backwash cycles for media tanks, the city booster pump, the ultra-violet light dump valve for cooling purposes, the blend-valve to allow greater flow during backwash and regeneration, and the main water shut-off valve if a leak is detected.
Although it is designed to work with Better Water LLC equipment, it can be used with non-Better Water equipment provided certain components are added or replaced to ensure compatibility.
| Type of Use (Select one or both, as applicable) | |
|------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------|
| <span style="font-size:12px">☒</span> Prescription Use (Part 21 CFR 801 Subpart D) | <span style="font-size:12px">☐</span> 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}------------------------------------------------
Better Water, Inc. 698 Swan Dr Smyrna, TN 37167
Image /page/3/Picture/1 description: The image is a logo for "Better Water, LLC" located in Smyrna, Tennessee. The logo is circular with a blue border and yellow interior. Inside the circle is a cartoon water droplet character with a smiling face and stick figure arms and legs, standing above a blue water puddle.
Phone (615) 355-6063 Fax (615) 355-6065
# Premarket Notification 510(k) Summary K161844
## 1.0 Date Prepared
June 27, 2016
## 2.0 Reason for 510(k) Submission
This Abbreviated 510(k) Submission is presented to introduce a new device into commercial distribution, based on the Substantial Equivalence to Predicate Devices, Guidance Documents, and Product Conformity to Standards detailed in this submission.
## 2.1 Prior Submissions
No prior submissions for this device.
## 3.0 Submitting Company
| Name | Better Water, LLC | Phone | (615) 355-6063 |
|---------------|-------------------|-------|----------------|
| Address | 698 Swan Dr | Fax | (615) 355-6065 |
| City, St, Zip | Smyrna, TN 37167 | | |
## 3.1 Establishment Registration Number
Establishment Registration Number 1055109
## 3.2 Contact
Name Michael Cline Phone (615) 355-6063 Title President (615) 355-6065 Fax Email mikecline@betterwater.com
#### 4.0 Device Classification
Product Code: FIP Device Class: Class II CFR Section: 21 CFR 876.5665 "Water purification system for hemodialysis" Panel: Gastroenterology/Urology
## 4.1 Device Name
| Proprietary Name: | Matrix Pre-Treatment Controller |
|-------------------|---------------------------------|
| Common Name: | Matrix Pre-Treatment Controller |
{4}------------------------------------------------
## 5.0 Device Intended Use
Matrix Pre-Treatment Controller is designed to safely and effectively provide monitoring and control of the pre-treatment components for water purification for dialysis applications.
These pre-treatment components include media-tanks with controllable valves (for example, but not limited to: multi-media depth filters, filox media filters, water softeners, dealkalizers, organic scavengers, and carbon media filters), city booster pump, ultra-violet light dump valve, blend-valve, and the main water shut-off valve.
It monitors water pressures, water temperature, Delta-P pressures (change in pressure between two points), water flow-rate, water pH, empty bed contact time for carbon media filters, and the status of the media-tanks' valve cycles. This operational data is displayed on a HMI-touch screen along with trends, alarms, and events.
It controls the regeneration and backwash cycles for media tanks, the city booster pump, the ultra-violet light dump valve for cooling purposes, the blend-valve to allow greater flow during backwash and regeneration, and the main water shut-off valve if a leak is detected.
Although it is designed to work with Better Water LLC equipment, it can be used with non-Better Water equipment provided certain components are added or replaced to ensure compatibility.
### 5.1 Device Description, Summarized
The Matrix Pre-Treatment Controller is a control box which provides control and monitoring of the pretreatment system. This includes the city water entering into the water treatment system, as well as the various pre-treatment components providing filtration and treatment.
The unique feature of this Controller is the digital touch-screen (HMI – human machine interface, OIT - operator interface terminal). This displays various system pressures, water temperature, alarms, and messages related to the pre-treatment system, and allows for touch-screen control and setup of the pre-treatment components. More detailed information is provided in the Device Description and Software Information sections of this submission.
Image /page/4/Picture/9 description: The image shows a close-up of a digital control panel, likely part of an industrial or building automation system. The screen displays a graphical user interface with various buttons and numerical readouts, suggesting it's used for monitoring and adjusting different parameters. The panel is encased in a black frame and mounted on a white surface, with indicator lights visible at the top.
## 6.0 Substantial Equivalence to Predicate Devices
| Specifications | Matrix Pre-Treatment<br>Controller | Predicate Device#1 | Predicate Device#2 | Predicate Device#3 |
|------------------------|------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Number | - | K920186 | K051620 | K041163 |
| Description | Pre-Treatment<br>Controller Box | Water Purification<br>System for<br>Hemodialysis | Matrix Digital Reverse<br>Osmosis Water<br>Treatment System,<br>Model EQRMD Series | Complete Water System<br>for Hemodialysis, MD400<br>and MD600 Series |
| Manufacturer | Better Water LLC | Better Water Inc | Better Water Inc | Isopure Corporation |
| Decision Date | - | 06/13/1995 | 11/18/2005 | 10/07/2004 |
| Classification | Class II | Class II | Class II | Class II |
| Product Code | FIP | FIP | FIP | FIP |
| Specific<br>Comparison | Digital touch-screen for<br>monitor and control<br>functions of Pre-<br>Treatment. | Pre-Treatment Rack<br>with control box, analog<br>pressure and<br>temperature gauges. | Reverse Osmosis<br>device with digital<br>touch-screen and PLC<br>for monitor and control<br>functions. Comparing<br>control technology. | Reverse Osmosis devices<br>with digital touch-screen<br>and PLC for monitor and<br>control functions.<br>Comparing control<br>technology. |
{5}------------------------------------------------
| Operational<br>Features | - HMI touch-screen for<br>monitor/control<br>- Turns pump on/off<br>- Monitors pressures<br>digitally<br>- Monitor temperature<br>digitally<br>- Monitor flow digitally<br>- Monitors pH digitally<br>- Controls valves<br>opening and closing<br>(blend valve<br>bypass/main water<br>shutoff)<br>- Supplies the power to<br>the pre-treatment<br>interlock and will shut-<br>off the RO if the<br>interlock is broken<br>- Logs and trends<br>operational data | - Turns pump on/off<br>- Monitors pressures<br>via analog gauges<br>- Monitor temperature<br>via analog gauge<br>- Monitor flow via<br>analog flow-meter<br>- Controls valves<br>opening and closing<br>(blend valve<br>bypass/main water<br>shutoff) | - HMI touch-screen for<br>monitor/control<br>- Turns pump on/off<br>- Monitors pressures<br>digitally<br>- Monitors temperature<br>digitally<br>- Monitors flow digitally<br>- Controls valves<br>opening and closing<br>(product/reject)<br>- Supplies power to the<br>pre-treatment interlock<br>and will shut-off if the<br>interlock is broken<br>- Logs and trends<br>operational data | - HMI touch-screen for<br>monitor/control<br>- Turns pump on/off<br>- Monitors pressures<br>digitally<br>- Monitors temperature<br>digitally<br>- Monitor flow digitally<br>- Monitors pH digitally<br>- Controls valves opening<br>and closing<br>(product/reject)<br>- Logs and trends<br>operational data |
|-------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Safety Features | - Breakers, fuses, and<br>grounds for electrical<br>safety and protection<br>- Main water shutoff<br>alarm<br>- High temperature<br>alarm<br>- Low pressure alarm | - Breakers, fuses, and<br>grounds for electrical<br>safety and protection<br>- Main water alarm &<br>shutoff | - Breakers, fuses, and<br>grounds for electrical<br>safety and protection<br>- High temperature<br>alarm & shut-off<br>- Low pressure alarm &<br>shut-off | - Breakers, fuses, and<br>grounds for electrical<br>safety and protection<br>- High temperature alarm<br>- Low pressure alarm |
More detailed information is provided in the separate Substantial Equivalence to Predicate Devices section of this submission.
## 7.0 Product Design
This product was designed, developed, tested, and validated according to Better Water LLC's quality assurance procedures per Title 21, CFR Part 820, Subpart C, "Design Controls".
#### 7.1 Product Conformity to Standards
The Declaration of Conformity presented in a separate section of this submission is based on the following standards:
| Standard | Standard-Description |
|--------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------|
| IEC 60601-1 : 2005 | Medical electrical equipment – Part 1-1: General<br>requirements for safety – Collateral standard: Safety<br>requirements for medical electrical systems. |
| IEC 26722 : 2014 | (AAMI) – Water Treatment Equipment for Hemodialysis<br>Applications and Related Therapies |
| IEC 62304 : 2011 | Medical Device Software – Software Lifecycle Processes |
#### 7.2 Guidance Documents
The following FDA guidance documents were referenced in preparation of this submission:
Guidance for the Content of Premarket Notifications for Water Purification Components and Systems for Hemodialysis - May 30, 1997
Guidance for the Content of Premarket Submissions for Software Contained in Medical Devices – May 11, 2005
Guidance for Industry, FDA Reviewers and Compliance on Off-The-Shelf Software Use in Medical Devices - September 9, 1999
{6}------------------------------------------------
## 8.0 Testing
Detailed Software Validation and Design Validation were performed with the Pre-Treatment Controller installed onto a Pre-Treatment Rack in Better Water's water room and tested under realistic conditions. It was connected to various pre-treatment components and a Reverse Osmosis (RO) machine and operated as part of a complete water system, under power and connected to the incoming water supply. More detailed information is provided in the Software Validation and Device Validation sections of this submission.
## 8.1 Conclusion
In conclusion, testing proved that the Matrix Pre-Treatment Controller operated as designed, conforming to the specifications detailed, the design controls employed during its development, and is substantially equivalent as stated.
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.