K121571 · Actuated Medical, Inc. · KNT · Jun 13, 2012 · Gastroenterology, Urology
Device Facts
Record ID
K121571
Device Name
TUBECLEAR
Applicant
Actuated Medical, Inc.
Product Code
KNT · Gastroenterology, Urology
Decision Date
Jun 13, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 876.5980
Device Class
Class 2
Attributes
Therapeutic, 3rd-Party Reviewed
Indications for Use
TubeClear™ is indicated for use only and solely in clearing occlusions / clogs in nasogastric (NG) tubes (i.e., tubes that are placed through the nose and reside in the stomach) of adult patients. Clearing Stem Model NG-1036 is indicated for use in nasogastric tubes that are of size 10 - 14 French and have a length of 36 - 42 inches (91 - 108 cm). Clearing Stem Model NG-1043 is indicated for use in nasogastric tubes that are of size 10 - 18 French and have a length of 43 - 50 inches (109 - 127 cm).
Device Story
TubeClear™ system consists of reusable Control Box (Model 101) and single-use Clearing Stem (Models NG-1036, NG-1043). Operator manually inserts Clearing Stem into patient's existing nasogastric tube. Control Box motor provides electromechanical linear reciprocating motion to internal wire within Clearing Stem; motion transfers to distal tip. Tip mechanically acts on occlusion to restore tube patency. Used in hospitals, long-term care facilities, and homes by LPNs, RNs, or physicians. Device does not contact patient directly; enters existing GI tube. Output is restored tube function, alleviating need for tube replacement.
Clinical Evidence
No clinical data presented. Bench testing only: technical verification (specifications, reliability, vibration, shelf life), firmware validation, usability/effectiveness simulation, and safety testing (tube damage, heating, magnetic field, electrical safety).
Technological Characteristics
System comprises reusable electromechanical Control Box and disposable Clearing Stem. Actuation via motor-driven linear reciprocation. Features depth markings and depth-limiting design. Tips are rounded/flexible. Electrical safety tested to IEC 60601-1, IEC 60601-1-2, and related standards. Firmware validated to moderate level of concern.
Indications for Use
Indicated for clearing occlusions in nasogastric (NG) tubes in adult patients. Compatible with NG tubes size 10-14 Fr (36-42 inches) using model NG-1036 and 10-18 Fr (43-50 inches) using model NG-1043.
Regulatory Classification
Identification
A gastrointestinal tube and accessories is a device that consists of flexible or semi-rigid tubing used for instilling fluids into, withdrawing fluids from, splinting, or suppressing bleeding of the alimentary tract. This device may incorporate an integral inflatable balloon for retention or hemostasis. This generic type of device includes the hemostatic bag, irrigation and aspiration catheter (gastric, colonic, etc.), rectal catheter, sterile infant gavage set, gastrointestinal string and tubes to locate internal bleeding, double lumen tube for intestinal decompression or intubation, feeding tube, gastroenterostomy tube, Levine tube, nasogastric tube, single lumen tube with mercury weight balloon for intestinal intubation or decompression, and gastro-urological irrigation tray (for gastrological use).
Special Controls
*Classification.* (1) Class II (special controls). The barium enema retention catheter and tip with or without a bag that is a gastrointestinal tube and accessory or a gastronomy tube holder accessory is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9.(2) Class I (general controls) for the dissolvable nasogastric feed tube guide for the nasogastric tube. The class I device is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to § 876.9.
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Image /page/0/Picture/1 description: The image shows the word "ACTUATEDMEDICAL" in a bold, sans-serif font. To the left of the word "ACTUATEDMEDICAL" is a symbol that looks like a stylized "4". The text is black against a white background. The image appears to be a logo or brand name.
Innovative motion - Positive outcomes
JUN 1 3 2012
310 Rolling Ridge Dri Bellefonte, PA 16823 D (814) 355,0003 + f (814) 355.1532
+ w ActuatedMedical.com
#### Certified
- + ISO 13485 & 14971
9001 Comoliant
WBE
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# SECTION 5: 510(K) SUMMARY
This summary of 510(k) safety and effectiveness information is submitted in accordance with the requirements of the Safe Medical Devices Act of 1990 and 21 CFR807.92.
510(k) Number: K12 1571
# 5.1: Applicant Information
Date Prepared: April 18, 2012
Name and Address:
Actuated Medical, Inc. 310 Rolling Ridge Drive Bellefonte, PA 16823 Ph: 814-355-0003 Fax: 814-355-1532
Contact Person:
Debora Demers, PhD, Director of QA/RA Ph: 814-355-0003 x112 Fax: 814-355-1532 Email: debora.demers@actuatedmedical.com
# 5.2: Device Information
Classification: KNT TubeClear™ Trade Name: Common Name: In Patient Nasogastric Tube Clearing System Tubes, Gastrointestinal and Accessories, Classification Name: 21 C.F.R. §876.5980
#### 5.3: Predicate Device
The DeClogger, manufactured by Nova Design Technologies and cleared under 510(k) K905164 is the predicate device.
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# 5.4: DEVICE DESCRIPTION
The Proposed Device, TubeClear™ is composed of a reusable Control Box and single use Clearing Stem. One Control Box Model, 101, is used to actuate all Clearing Stem models. Two Clearing Stem Models, NG-1036 and NG-1043, are available to accommodate different sizes of Tubes. The Operator manually inserts the Clearing Stem into the feeding or decompression tube (i.e., Tube) and directs the Clearing Stem's progression along the inside of the Tube. The Control Box Motor via electromechanical actuation creates a linear reciprocating motion. The linear reciprocating motion is transferred to the proximal end of the Clearing Stem which contains a Wire that also reciprocates. Because the Wire is continuous throughout the Clearing Stem, the reciprocating motion is further transferred to the distal Tip of the Wire. The motion at the Wire Tip mechanically acts on the occlusion and restores Tube patency.
Because the Control Box remains outside of the patient and it functions only to provide actuation to the Clearing Stem when the two are attached, the Clearing Stem is considered to be the primary element of TubeClear™. Accordingly, in this 510(k) application, the Clearing Stem is the focus of comparison with the Predicate Device, the DeClogger®.
# 5.5: INTENDED USE
The Proposed Device, TubeClear™, is substantially equivalent to the Predicate Device, the DeClogger®, in regards to intended use and therapeutic effect. The intended use for both Devices is to clear occlusions / clogs from feeding and decompression tubes (i.e., Tubes). The therapeutic effect for both Devices is restoring patency to the Tube and alleviating the need for Tube replacement.
Both the TubeClear™ Clearing Stem and the DeClogger® are disposable, single use devices. Both are prescription use, for sale by or on the order of a physician. Both are intended for use by Licensed Practical Nurses (LPNs), Registered Nurses (RNs), or Physicians. Both are intended for use at hospitals, in long term care facilities, and in homes (serviced by
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licensed clinicians). Because both Devices enter a Tube that is within the Patient, neither device makes direct contact with the Patient. Because both Devices enter a Tube in the Patient's gastro-intestinal (GI) system, sterile conditions are not required for the intended purpose.
## 5.6: INDICATIONS FOR USE
TubeClear™ is indicated for use only and solely in clearing occlusions / clogs in nasogastric (NG) tubes (i.e., tubes that are placed through the nose and reside in the stomach) of adult patients. Clearing Stem Model NG-1036 is indicated for use in nasogastric tubes that are of size 10 - 14 French and have a length of 36 - 42 inches (91 - 108 cm). Clearing Stem Model NG-1043 is indicated for use in nasogastric tubes that are of size 10 - 18 French and have a length of 43 - 50 inches (109 - 127 cm).
The DeClogger® is indicated for use in clearing occlusions / clogs from percutaneous endoscopic gastrostomy tubes (PEG tubes) (i.e., tubes that are placed through the abdomen wall and rest in the stomach), gastrostomy tubes (G tubes) (i.e., tubes that are placed through the abdominal wall and rest in the stomach), and jejunostomy tubes (J tubes) (i.e., tubes that are placed through the abdomen wall and rest in the jejunum) of the patient.
The specific indications for use are different for TubeClear™ and the DeClogger®; however, the differences are not critical to the intended therapeutic use of the device, which is restoring patency to the Tube and alleviating the need for Tube replacement. The differences do not affect the safety and effectiveness of the Proposed Device, TubeClear™, when used as directed in the Operator's Manual.
### 5.7: TECHNOLOGICAL CHARACTERISTICS
TubeClear™ and the DeClogger®, have design features that are similar in terms of function and safety. Both have insertion guidance markings to measure depth that Device is inserted into the Tube. Both have a permanent design feature that limits the depth that the Device can be
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K121571
**ActuatedMedical.com**
inserted into the Tube. Both have multiple models differentiated by color to accommodate different sized Tubes and to aid in correct model selection. The TubeClear™ Wire Tip and the DeClogger® Screw-tip are rounded and flexible to minimize Tube damage and tissue injury if the error of over insertion were to occur. TubeClear™ and the DeClogger® have product dimensions to indicated tube ratios that are equivalent enabling effective and efficient passage within the Tube.
The Tips of both Devices physically interact with the occlusion material inside the Tube; thus, TubeClear™ and the DeClogger® have the same operating principle (i.e., both Devices mechanically act on occlusion to clear and restore Tube patency).
The primary technological difference between the Devices is that the TubeClear™ Clearing Stem Wire Tip actuation is created by transferred linear reciprocating motion from the Control Box Motor, while the DeClogger® Screw-tip actuation is created by the Operator manually rotating the DeClogger® Rod. Potential safety concerns raised by technological differences (i.e., tube movement, tube vibration causing discomfort and tube heating) were evaluated, and do not raise new safety Potential effectiveness concerns due to technological questions. differences were also evaluated, and do not raise new effectiveness questions.
# 5.8: NON-CLINICAL PERFORMANCE DATA
The Bench Testing was focused in four areas: Technical. Efficacy, Safety, and Electrical Safety. Technical testing included verification of product specifications, reliability, transportation vibration, shelf life, and firmware verification and validation. - Efficacy testing included usability and effectiveness. Safety testing included the effect of the Devices on feeding and decompression tubes (i.e., Tubes) in terms of Tube damage, Tube heating and Tube movement / dislodgement. Safety testing also included magnetic field testing. Electromagnetic Compatibility (EMC) and Electrical Safety Tests were performed by Intertek Group, Inc. (Boxborough, MA).
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EMC testing was conducted to the IEC standards 60601-1-2:2001 +A1:2004.
# 5.8.1: Technical Testing
Verification confirmed that the Clearing Stem and Control Box met product specifications passing all acceptance criteria. Evaluation of the reliability of the Control Box passed testing equivalent to one year of operation. Transportation vibration testing successfully passed acceptance criteria for US highway truck. Shelf life was tested via accelerated life testing and passed 6 month storage. Additional testing for longer shelf life is ongoing. Firmware validation was tested to a 'moderate' level and passed all the acceptance criteria.
### 5.8.2: Efficacy Testing
Usability and retainability testing by end users passed all acceptance criteria. Evaluation of effectiveness during simulated use was performed for both TubeClear™ and the DeClogger®. They were found to be of equivalent effectiveness.
### 5.8.3: Safety Testing
Safety testing in terms of Tube damage (e.g., scratches, nicks, tears, abrasions, punctures) to the inner tube surface after device operation was found to be equivalent for the Proposed and Predicate Devices. Heating during device operation was negligible, (less than the resolution of the test equipment); thus the Devices have equivalent safety in terms of heating. Tube movement was measured and found to be of the same magnitude, thus equivalent for both Devices. A caution was added to the Operator's Manual to account for discomfort that may occur during insertion of TubeClear™ into a Tube. The magnetic field was tested around the Control Box and Clearing Stem. Magnetic field strength passed the acceptance criteria for safe operation under normal use conditions.
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# 5.8.4: Electrical Safety Testing
TubeClear was tested to eight (8) electrical safety standards and met all requirements. The standards are as follows:
(1) UL 60601-1 UL Standard for Safety Medical electrical Equipment, Part 1: General Requirements for Safety. Ed: 1 Rev:2006/4/26;
(2) CSA C22.2#60601-1 Medical Electrical Equipment -- Part 1 - General Requirements for Basic Safety and Essential Performance. Ed: 2. Issue: 2003/04/25:
(3) IEC 60601-1-2, Medical Electrical Equipment - Part 1-2: General Requirements for Safety - Collateral standard: Electromagnetic Compatibility - Req. Ed: 2 Issue: 2001/09/30;
(4) IEC 60601-1 Medical Electrical Equipment - Part 1: General Requirements for Safety; (Amd. 1-1991) (CENELEC EN 60601-1: 1990) (Amd. 2-1995) Ed. 2 Issue 1998/12/01;
(5) CENELEC EN60601-1, Medical Electrical Equipment. Part 1: General Requirements for Safety Incorporates Corrigendum July 1994; Includes Amd. A1: 1993; A11: 1993; A12: 1993; A2: 1995;
(6) IEC 60601-1-4, Medical Electrical Equipment - Part 1-4: General Requirements for Safety - Collateral Standard: Programmable Electrical Medical Equipment: Ed:1.1 Issue: 2000/04/01;
(7) IEC 60601-1-6, Medical Electrical Equipment -- Part 1-6: General Requirements for Safety - Collateral Standard: Usability. Ed: 2 Issue: 2006-12: and
(8) ISO 14971:2007, Medical Devices - Application of Risk Management to Medical Devices.
### 5.9: CLINICAL PERFORMANCE DATA
No clinical data was collected; therefore, no clinical data is presented in this submission.
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# 5.10: CONCLUSIONS
The scientific data demonstrates that the Proposed Device, TubeClear™ is substantially equivalent to the Predicate Device, the DeClogger®. TubeClear™ and the DeClogger® (i.e., the Devices) have the same intended use and share similar design features. The Devices have some differences in technological characteristics, however, those differences have been evaluated and do not raise new questions about safety and The 510(k) Substantial Equivalence Decision Making effectiveness. Process Flow Chart was used by Actuated Medical, Inc. to determine Substantial Equivalence.
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# DEPARTMENT OF HEALTH & HUMAN SERVICES
Image /page/7/Picture/1 description: The image shows the logo for the U.S. Department of Health and Human Services. The logo features a stylized depiction of an eagle or bird-like figure with three wing-like shapes. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES USA" is arranged in a circular fashion around the bird symbol.
#### Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Room -WO66-G609 Silver Spring, MD 20993-0002
JUN 1 3 2012
Actuated Medical, Inc. % Mr. William Sammons Sr. Project Engineer - Medical Devices Intertek Testing Services NA, Inc. 2307 East Aurora Rd. Unit B7 TWINSBURG OH 44087
Re: K121571
> Trade/Device Name: TubeClear™ Model 101 Regulation Number: 21 CFR§ 876.5980 Regulation Name: Gastrointestinal tube and accessories Regulatory Class: II Product Code: KNT Dated: May 24, 2012 Received: May 29, 2012
Dear Mr. Sammons:
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. You must or any I vathar other of s requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical
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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/Resourcesfor You/Industry/default.htm.
Sincerely yours,
Benjamin R. Tucker
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
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K12/571
# SECTION 4: FDA 510(K) INDICATIONS FOR USE STATEMENT
510(k) Number (if known): K12157)
Device Name: TubeClear™ Model 101
## Indications for Use Statement
TubeClear™ is indicated for use only and solely in clearing occlusions / clogs in nasogastric (NG) tubes (i.e., tubes that are placed through the nose and reside in the stomach) of adult patients. Clearing Stem Model NG-1036 is indicated for use in nasogastric tubes that are of size 10 - 14 French and have a length of 36 - 42 inches (91 - 108 cm). Clearing Stem Model NG-1043 is indicated for use in nasogastric tubes that are of size 10 - 18 French and have a length of 43 - 50 inches (109 - 127 cm).
Over-The-Counter Use Prescription Use AND/OR (Part 21 CFR 801 Subpart D) (21 CFR 801 Subpart C)
# (PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
# Concurrence of CDRH, Office of Device Evaluation (ODE)
Benjauk R. Feller
(Division Sign-Off)
13 June 2012
(Division Sign-Off)
Division of Reproductive, Gastro-Renal, and
Urological Devices
510(k) Number K121571
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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.