K120272 · Kentec Medical, Inc. · KNT · Feb 17, 2012 · Gastroenterology, Urology
Device Facts
Record ID
K120272
Device Name
AMERITUS MEDICAL ENTERAL FEEDING EXTENSION SET
Applicant
Kentec Medical, Inc.
Product Code
KNT · Gastroenterology, Urology
Decision Date
Feb 17, 2012
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 876.5980
Device Class
Class 2
Attributes
Therapeutic, Pediatric, 3rd-Party Reviewed
Indications for Use
The Ameritus® Enteral Feeding Extension Set is intended for use as an extension set for nasogastric/oralgastric or gastric tube enteral feeding tubes, incorporating safety connectors which help mitigate the risk of accidental misconnection with an I.V. system to the enteral system or the enteral system to an I.V. system.
Device Story
Sterile, single-use enteral feeding extension set; connects feeding tubes to enteral syringes. Features flexible PVC tubing with orange strip for identification, 'For Enteral Feeding Only' tag, and slide clamp. Incorporates non-Luer-compatible safety connectors to prevent accidental I.V. misconnections. Used in clinical settings for neonatal and pediatric patients. Clinicians attach the device to existing feeding tubes to facilitate nutrition delivery. Prevents I.V. administration through enteral lines by physical incompatibility with ISO 594 Luer fittings. Benefits include reduced risk of medication/feeding errors due to misconnection.
Clinical Evidence
Bench testing only. No clinical data. Testing included connector tensile strength, liquid leakage, flow characteristics, ISO 80369-1 compliance, biocompatibility (cytotoxicity, sensitization, irritation per ISO 10993-1), sterilization validation, and shelf-life/packaging integrity. Results confirmed the device meets specifications and functions equivalently to predicate devices.
Technological Characteristics
Materials: PVC tubing, PP/PE connectors/clamps. Sterilization: Ethylene Oxide. Design: Flexible tubing with orange identification strip, slide clamp, and non-Luer-compatible female oral syringe connector. Connectivity: Mechanical interface only; non-compliant with ISO 594 (Luer) standards to prevent I.V. misconnection. Dimensions designed to interface with common-use oral/enteral syringes.
Indications for Use
Indicated for neonatal and pediatric patients requiring enteral nutrition via nasogastric, oralgastric, or gastric feeding tubes. Contraindicated for use with I.V. systems; device connectors are specifically designed to prevent Luer-compatible I.V. connections.
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.
{0}------------------------------------------------
K120272 Page 1 of 5
#### Kentec Medical, Inc. Ameritus® Medical Enteral Feeding Extension Set Response to December 7, 2011 Questions
FEB 1 7 2012
SECTION 5 510(k) SUMMARY
- Date of Submission: September 26, 2011
- Official Contact: Keith Rooks RA/QA Manager Kentec Medical, Inc.
#### Address of Manufacturing
- Facility: Kentec Medical Technology Co. 90 Gao Xin Road, ZhouZhuang Kunshan 215325, China T: 86 512 5720 0500
- Proprietary Name: Kentec Medical Ameritus® Enteral Feeding Extension Set (EFES)
- Common/ Usual Name: Gastrointestinal tubes and accessories
Classification Reference: 21 CFR 876.5980
KNT Product Code:
Predicate Devices: NeoMed Enteral Only Extension Set (K100288) CORFLO Anti-I.V. Enteral Feeding Extension Set (K083786) CORFLO Anti-I.V. Enteral Feeding Extension Set 20-1060AIV-S (K083791, K083786)
#### Indication for Use:
The Enteral Feeding Extension Set (EFES) is intended for use as an extension set for nasogastric/ oralgastric or gastric tube enteral feeding tubes, incorporating safety connectors which help mitigate the risk of accidental misconnection with an I.V. system to the enteral system or the enteral system to an I.V. system.
#### Patient Population/ Environment of Use:
The EFES is indicated for use in neonatal and pediatric patients in connection with an enteral feeding tube to provide nutrition via nasal or oral gastric placements.
The Enteral Feeding Extension Set is a sterile disposable for single patient use only.
{1}------------------------------------------------
K120272 Page 245
#### Kentec Medical, Inc. Ameritus® Medical Enteral Feeding Extension Set Response to December 7, 2011 Ouestions
### Substantial Equivalence
The EFES is substantially equivalent to many commercially available enteral feeding extension sets.
The EFES' indications for use and FDA Product Code/ Classification Codes are identical to the NeoMed Enteral Only Extension Set (K100288) and are substantial equivalent to both the CORPAK MedSystem's CORFLO Anti-I.V. Enteral Feeding Extension Set (K083786) and the CORPAK MedSystem's Anti I.V. Enteral Feeding Extension Set Model # 21-1060AIV-S (K083791).
The Kentec Medical EFES components' biocompatible materials are either identical to, or substantially equivalent to:
- The NeoMed Enteral Only Extension Set (K100288), .
- . The CORPAK MedSystem's CORFLO Anti-I.V. Enteral Feeding Extension Set (K083786) and/ or
- The CORPAK MedSystem's Anti I.V. Enteral Feeding Extension Set . Model # 21-1060AIV-S (K083791).
The EFES' Technical Characteristics, Packaging and Ethylene Oxide Sterilization Characteristics, as well as Labeling Characteristics, are substantially equivalent to:
- The NeoMed Enteral Only Extension Set (K100288), .
- The CORPAK MedSystem's CORFLO Anti-I.V. Enteral Feeding Extension . Set (K083786) and/or
- The CORPAK MedSystem's Anti I.V. Enteral Feeding Extension Set . Model # 21-1060AIV-S (K083791).
The EFES and its components successfully completed in-vitro testing which demonstrated that the device functions according to its specifications (including the inability to connect to a Luer connection) and is thus substantially equivalent in function to
- The NeoMed Enteral Only Extension Set (K100288), .
- The CORPAK MedSystem's CORFLO Anti-I.V. Enteral Feeding Extension . Set (K083786) and/ or
- The CORPAK MedSystem's Anti I.V. Enteral Feeding Extension Set . Model # 21-1060AIV-S (K083791).
Design verification tests were performed on the EFES as a result of the risk analysis and product requirements. The following tests and analysis were conducted demonstrating the EFES met the acceptance criteria.
{2}------------------------------------------------
K120272 Page 3 of 5
#### Kentec Medicał, Inc. Ameritus® Medical Enteral Feeding Extension Set Response to December 7, 2011 Questions
| Specific Test | Test Model | Justification |
|---------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------|
| Extension Set<br>Connector Tensile Test | Kentec Medical EFES,<br>NeoMed Enteral Only<br>Extension Set (K100288) and<br>CORFLO EFES (K083791,<br>K083786) tested | Actual proposed device,<br>predicate (K100288) and<br>predicate (K083791) tested |
| Extension Set<br>Liquid Leakage Test | EFES, NeoMed Enteral Only<br>Extension Set (K100288) and<br>CORFLO EFES (K083791,<br>K083786) tested | Actual proposed device,<br>predicate (K100288) and<br>predicate (K083791) tested |
| Luer Connection Testing<br>(anti-IV test connection) | EFES | Actual proposed device tested |
| Flow Characteristics | EFES | Actual proposed device tested |
| ISO 80369-1 requirements | EFES | Actual proposed device tested |
| Size and Material Inspection | EFES | Actual proposed device tested |
| Biocompatibility Test (EFES<br>materials) | EFES | Actual proposed device tested |
| Biocompatibility Test (orange<br>colorant) | EFES | Actual proposed device tested |
| Sterilization Related Test | EFES | Actual proposed device and<br>packaging integrity tested |
| Storage and Shelf Life Test<br>(accelerated-time aging) | EFES | Actual proposed device and<br>packaging integrity tested |
| Package Related Test | EFES | Actual proposed device<br>packaging integrity tested |
#### Device Description
The Kentec Medical Enteral Feeding Extension Set (EFES) is a sterile disposable device for single patient use only. The device is designed to connect existing feeding tubes (nasogastric, oralgastric, gastric, etc) to various delivery enteral syringes as well as to help minimize the potential for inadvertent delivery of enteral feedings through the intravenous route. i.e., the device cannot be connected to a luer connector.
The device consist of flexible PVC tubing with an orange strip for easy quick identification of enteral feeding lines as well as a "For Enteral Feeding Only" tag and a slide clamp to provide the additional safety assurance for connection errors.
The basic set (OC-ENT-60) consists of tubing with a step connector (catheter tip) and an oral syringe connector not compatible with intravencus (I.V.) tubing or stopcocks. Other variations include:
- The basic set with shorter tubing (OC-ENT-36) t
- The basic set with step connector changed into oral syringe connector . (20C-ENT-60)
{3}------------------------------------------------
K120272 Page 4 of 5
#### Kentec Medical, Inc. Ameritus® Medical Enteral Feeding Extension Set Response to December 7, 2011 Questions
- The basic set with the addition of a "Y" site with an oral syringe connector . to allow the clinician to attach other equipment.
#### Connectors
The Enteral Feeding Extension Set (EFES) incorporates safety oral syringe connectors which eliminate the risk of I.V. administration through the feeding tube, i.e., the safety connectors do not mate with Luer Lock or Luer slip fittings.
Analytical comparison and lab testing of the EFES' connector's dimensions to others devices listed in ISO 80369-1 allow the conclusions that:
- The EFES' connectors are substantial equivalent to the NeoMed (K100288) and the CORPAK (K083786, K083791) devices.
- · The EFES' oral syringe female connector is not compliant with the ISO 594 standard's (Luer) connector requirements (i.e., does not connect).
- The EFES' oral syringe female connector is not compliant with other small-bore connectors listed in the ISO 80369-1, except for enteral feeding tips.
The EFES connector analytical engineering evaluation demonstrated that the width (inner diameter, ID) of the EFES female connector is much larger than the ISO 594 Male Luer Connector standard I.V. connector outside diameter (OD) dimension [Φ3.925mm-Φ4.027 mm].Thus, the EFES female connector cannot physically fit into an ISO 594 rigid male Luer connector or naturally disengaged without any force, and does not conform to the ISO 594 standard's requirements.
While Kentec Medical has searched for an applicable standard for the dimensions of oral enteral feeding syringes' rigid male connectors, none were found. However, in order for hospital to purchase feeding syringes from a variety of manufactures and be assured that these different devices will all be compatible with the hospitals' existing equipment, the industry utilizes the same male connector OD dimensions, e.g., a "common use" industry standard. To ensure these "common use" dimensions were tested, the EFES was evaluated against two (2) commercially available oral enteral feeding syringes in relation to their connectors.
These analyses demonstrated that the Kentec Medical Enteral Feeding Extension Set dimensions fit well within the male connector of commercially available feeding syringes, e.g., the Philips Children's Medical Venture Oral/Enteral Syringe (K100099)), the Kentec Medical Oral/Enteral Syringe (K110853).
{4}------------------------------------------------
K120272 Page 575
#### Kentec Medical; Inc. Ameritus® Medical Enteral Feeding Extension Set Response to December 7, 2011 Questions
#### Materials
The Enteral Feeding Extension Sets are manufactured from polyvinyl chloride (PVC) tubing. The connectors, caps, and slide clamps are manufactured of several plastics: PVC, Polypropylene (PP), and Polyethylene (PE). All materials have been evaluated in accordance with ISO 10993-1 Biological Evaluation of Medical Device – Part 1: Evaluate and Testing. Based on comparisons to these materials used in other devices, no additional biocompatibility testing was necessary; however, Kentec Medical conducted three confirmatory tests (cytotoxicity, sensitization, and irritation) which confirmed the acceptable biocompatible status of these materials.
The EFES' component materials are substantial equivalent to the materials utilized in the NeoMed (K100288) and the CORPAK (K083786, K083791) devices.
#### Conclusion
The conclusions drawn from the actual conducted (as well as the referenced) analytical engineering evaluations, the nonclinical tests and the commercial use of similar and predicate devices, demonstrates that the Kentec Medical Enteral Feeding Extension Set (EFES) is as safe and effective as the legally marketed (predicate) devices.
{5}------------------------------------------------
## DEPARTMENT OF HEALTH & HUMAN SERVICES
Image /page/5/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo features a stylized depiction of an eagle with its wings spread, symbolizing protection and care. The eagle is positioned above three wavy lines, which may represent the nation's waters. Encircling the eagle is the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA".
#### Public Health Service
Food and Drug Administration 10903 New Hampshire Avenue Document Control Room -WO66-G609 Silver Spring, MD 20993-0002
Kentec Medical, Inc. % Mr. Mark Job Responsible Third Party Official Regulatory Technology Services LLC 1394 25th Street NW BUFFALO MN 55313
FEB 1 7 2012
Re: K120272
Trade/Device Name: Ameritus® Medical Enteral Feeding Extension Set Regulation Number: 21 CFR§ 876.5980 Regulation Name: Gastrointestinal tube and accessories Regulatory Class: II Product Code: KNT Dated: January 27, 2012 Received: January 30, 2012
Dear Mr. Job:
We have reviewed your Section 510(k) premarket notification of intent to market the device w onave and have 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 for abe said in the May 28, 1976, the enactment date of the Medical Device Amendments, or to conninered processified 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 r ou may, arerelove, 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 adulteration. Thease noter of 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 your device is exassimou 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 that I Dr. Has made a cond regulations administered by other Federal agencies. You must of any I coordi statutes and regulements, including, but not limited to: registration and listing Comply with an the roll blog (21 CFR Part 801); medical device reporting (reporting of medical
{6}------------------------------------------------
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.
Sincerély vours,
Sincerely yours,
Benjamin K. Evanko
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
{7}------------------------------------------------
Kentec Medical Enteral Feeding Extension Set PreMarket Notification [510(k)] Application
#### SECTION 4
INDICATION FOR USE STATEMENT
Page 1 of 1
# 510(k) Number (if known): _ K12 0272
# Device Name: Ameritus® Medical Enteral Feeding Extension Set
#### Indication for Use:
The Ameritus® Enteral Feeding Extension Set is intended for use as an extension set for nasogastric/oralgastric or gastric tube enteral feeding tubes, incorporating safety naoogaatires which help mitigate the risk of accidental misconnection with an I.V. system to the enteral system or the enteral system to an I.V. system.
#### Patient Population/ Environment of Use:
The Enteral Feeding Extension Set is indicated for use in neonatal and pediatric patients in connection with an enteral feeding tube to provide nutrition via nasal or oral gastric placements.
The Enteral Feeding Extension Set is a sterile disposable for single patient use only.
Prescription Use X (Part 21 CFR 801 Subpart D) AND/ OR
Over-The-Counter Use (Part 21 CFR 801 Subpart C)
# PLEASE DO NOT WRITE BELOW THIS LINE – CONTINUE ON ANOTHER PAGE IF NEEDED
Concurrence of CDRH, Office of Device Evaluation (ODE)
Tom McWhirter
Division Sign-Off) ivision of Reproductive, Gastro-Renal, and Irological Devices K12027) 510(k) Number
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
Learn the FDA Browser
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.