nSet+ Stabilization Set [6426733]; nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731]; nSyte Needle Free Connector (NFC) [6426727]
K251257 · Np Medical · FPA · Dec 4, 2025 · General Hospital
Device Facts
Record ID
K251257
Device Name
nSet+ Stabilization Set [6426733]; nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731]; nSyte Needle Free Connector (NFC) [6426727]
Applicant
Np Medical
Product Code
FPA · General Hospital
Decision Date
Dec 4, 2025
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 880.5440
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The nSet+ Stabilization Set is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Extension Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second. The nSet+ Stabilization Set with nSyte needle free connector is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Stabilization Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second. The nSyte needle free connector is for single use only. The nSyte needle free connector may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSyte needle free connector may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second.
Device Story
nSet+ Stabilization Set and nSyte Needle Free Connector (NFC) are sterile, single-use add-on devices for peripheral vascular access. Components include stabilization base, extension tubing, pinch clamp, and ISO 80369-7 locking connectors. Used by clinicians in clinical settings to facilitate IV therapy (injection, infusion, aspiration). Devices support power injection procedures. Output is a fluid path connection for medication/fluid delivery. Benefits include secure vascular access and compatibility with power injectors, reducing potential for dislodgement or leakage during high-pressure delivery.
Clinical Evidence
No clinical data. Substantial equivalence supported by non-clinical bench testing, including priming volume, microbial ingress, particulate contamination, 325 psi burst resistance, flow rate, spin collar dimensions, tubing bond strength, ESC resistance to lipids, engagement testing, and tubing kink resistance. Biocompatibility confirmed per ISO 10993-1 for prolonged contact duration (cytotoxicity, sensitization, irritation, acute systemic toxicity, material-mediated pyrogenicity, hemocompatibility).
Technological Characteristics
Intravascular administration set components. Materials: unspecified medical-grade polymers. Connectivity: ISO 80369-7 locking Luer connectors. Power injection rating: 325 psi at 10 ml/sec. Sterilization: sterile, single-use. Biocompatibility: ISO 10993-1 compliant. No software or electronic components.
Indications for Use
Indicated for patients requiring IV therapy via peripheral vascular access systems for direct injection, intermittent infusion, continuous infusion, or aspiration. Compatible with power injection up to 325 psi at 10 ml/sec.
Regulatory Classification
Identification
An intravascular administration set is a device used to administer fluids from a container to a patient's vascular system through a needle or catheter inserted into a vein. The device may include the needle or catheter, tubing, a flow regulator, a drip chamber, an infusion line filter, an I.V. set stopcock, fluid delivery tubing, connectors between parts of the set, a side tube with a cap to serve as an injection site, and a hollow spike to penetrate and connect the tubing to an I.V. bag or other infusion fluid container.
Special Controls
*Classification.* Class II (special controls). The special control for pharmacy compounding systems within this classification is the FDA guidance document entitled “Class II Special Controls Guidance Document: Pharmacy Compounding Systems; Final Guidance for Industry and FDA Reviewers.” Pharmacy compounding systems classified within the intravascular administration set are exempt from the premarket notification procedures in subpart E of this part and subject to the limitations in § 880.9.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
December 4, 2025
NP Medical
Albert Sanford
Director, Quality Assurance & Regulatory Affairs
101 Union Street
Clinton, Massachusetts 01510
Re: K251257
Trade/Device Name: nSet+ Stabilization Set [6426733]; nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731]; nSyte Needle Free Connector (NFC) [6426727]
Regulation Number: 21 CFR 880.5440
Regulation Name: Intravascular Administration Set
Regulatory Class: Class II
Product Code: FPA
Dated: November 3, 2025
Received: November 3, 2025
Dear Albert Sanford:
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 (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device"
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K251257 - Albert Sanford
Page 2
(https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30, Design controls; 21 CFR 820.90, Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). 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 (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
{2}
K251257 - Albert Sanford
Page 3
Sincerely,
DAVID WOLLOSCHECK -S
David Wolloscheck, Ph.D.
Assistant Director
DHT3C: Division of Drug Delivery and
General Hospital Devices, and
Human Factors
OHT3: Office of Gastrorenal, ObGyn,
General Hospital, and Urology Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
{3}
FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K251257 | |
| Device Name nSet+ Stabilization Set [6426733] nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731] nSyte Needle Free Connector (NFC) [6426727] | |
| Indications for Use (Describe) Product Name: nSet+ Stabilization Set Part Number: 6426733 The nSet+ Stabilization Set is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Extension Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second. | |
| Product Name: nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) Part Number: 6426731 The nSet+ Stabilization Set with nSyte needle free connector is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Stabilization Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second. | |
| Product Name: nSyte Needle Free Connector (NFC) Part Number: 6426727 The nSyte needle free connector is for single use only. The nSyte needle free connector may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSyte needle free connector may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second. | |
| Type of Use (Select one or both, as applicable) ☑ Prescription Use (Part 21 CFR 801 Subpart D) ☐ 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." | |
{4}
510(k) #: K251257
510(k) Summary
Prepared on: 2025-12-02
# Contact Details
21 CFR 807.92(a)(1)
| Applicant Name | NP Medical |
| --- | --- |
| Applicant Address | 101 Union Street Clinton MA 01510 United States |
| Applicant Contact Telephone | 508.838.1564 |
| Applicant Contact | Mr. Albert Sanford |
| Applicant Contact Email | Bert.Sanford@npmedical.com |
# Device Name
21 CFR 807.92(a)(2)
| Device Trade Name | nSet+ Stabilization Set [6426733]
nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731]
nSyte Needle Free Connector (NFC) [6426727] |
| --- | --- |
| Common Name | Intravascular administration set |
| Classification Name | Set, Administration, Intravascular |
| Regulation Number | 880.5440 |
| Product Code(s) | FPA |
# Legally Marketed Predicate Devices
21 CFR 807.92(a)(3)
| Predicate # | Predicate Trade Name (Primary Predicate is listed first) | Product Code |
| --- | --- | --- |
| K200439 | Velano ExT Extension Set | FPA |
# Device Description Summary
21 CFR 807.92(a)(4)
Product Name: nSet+ Stabilization Set
Part Number: 6426733
Description: The nSet+ Stabilizing Set is a sterile, single patient use, add-on medical device used in peripheral vascular access systems. The nSet+ Stabilizing Set includes a stabilization base, an extension tube, a tube pinch clamp, and terminates with locking ISO 80369-7 connectors on each end, capped. It is sold individually blister packed with fifty (50) total units per carton and is labeled with a shelf life of one year.
Product Name: nSet+ Stabilization Set with nSyte Needle Free Connector (NFC)
Part Number: 6426731
Description: The nSet+ Stabilizing Set with nSyte Needle Free Connector is a sterile, single patient use, add-on medical device used in peripheral vascular access systems. The nSet+ Stabilizing Set includes a stabilization base, an extension tube, a tube pinch clamp, an nSyte Needle Free Connector, and terminates with a locking ISO 80369-7 male connector, capped. It is sold individually blister packed with fifty (50) total units per carton and is labeled with a shelf life of one year.
Product Name: nSyte Needle Free Connector (NFC)
Part Number: 6426727
Description: The nSyte Needle Free Connector is a sterile, single patient use, add-on medical device used in peripheral vascular access systems.
{5}
Intended Use/Indications for Use
21 CFR 807.92(a)(5)
Product Name: nSet+ Stabilization Set
Part Number: 6426733
The nSet+ Stabilization Set is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Extension Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second.
Product Name: nSet+ Stabilization Set with nSyte Needle Free Connector (NFC)
Part Number: 6426731
The nSet+ Stabilization Set with nSyte needle free connector is for single use only. The nSet+ Extension Set may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSet+ Stabilization Set may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second.
Product Name: nSyte Needle Free Connector (NFC)
Part Number: 6426727
The nSyte needle free connector is for single use only. The nSyte needle free connector may be used for direct injection, intermittent infusion, continuous infusion or aspiration. The nSyte needle free connector may be used with power injector procedures to a maximum pressure of 325 psi at a flow rate of 10 ml per second.
Indications for Use Comparison
21 CFR 807.92(a)(5)
The nSet+ and predicate device have the same indications for use.
Technological Comparison
21 CFR 807.92(a)(6)
The proposed devices are substantially equivalent to the predicate device previously cleared under K200439 on February 23, 2021. The proposed devices have the same indications for use as an extension set for direct injection, intermittent infusion, continuous infusion, or aspiration for which IV therapy is prescribed. The proposed devices and the predicate differ slightly in design and technological characteristics as follows:
- The nSyte Needle Free Connector (NFC) [6426727] comprises only the needle-free connector elements of the predicate device, utilizing identical materials and Luer connectors.
- The nSet+ Stabilization Set [6426733] is identical to the predicate device in all features including materials of construction, tubing length, and Luer connectors, but does not include the needle-free connector portion of the predicate device.
- The nSet+ Stabilization Set with nSyte Needle Free Connector (NFC) [6426731] differs from the predicate device only in where the needle-free connector portion is positioned along the tubing; the materials of construction and device configuration (i.e. tubing length, Luer connections) are identical to the predicate device.
These differences do not affect the final product performance nor raise any questions of safety or effectiveness as demonstrated by the bench testing.
Non-Clinical and/or Clinical Tests Summary & Conclusions
21 CFR 807.92(b)
Performance Testing - Bench
The following nonclinical performance testing supports the proposed devices:
- Priming volume
- Microbial ingress
- Particulate contamination, sub-visible particles
- 325psi burst resistance
- Flow rate for normal use and power injection
- Spin collar height and spin collar angle
- Tubing bond strength
- ESC resistance to lipids
- Multiple engagement
- Continuous engagement
- Tubing kink resistance
{6}
# Biocompatibility Testing
The biocompatibility evaluation was conducted in accordance with International Standard ISO 10993-1, "Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process", as recognized by FDA. Biocompatibility of indirect blood path, external communicating device with prolonged contact duration was confirmed by evaluating the following ISO 10993-1 recommended biocompatibility evaluation endpoints.
- Chemical Characterization
- Establishment of Allowable Limits
- Cytotoxicity
- Sensitization
- Irritation or Intracutaneous Reactivity
- Acute Systemic Toxicity
- Material Mediated Pyrogenicity
- Hemocompatibility
The proposed devices have been found biocompatible for the intended use/indications for use.
Clinical Tests "Not Applicable".
## Conclusions:
The testing conducted by NP Medical demonstrates that the design outputs of nSet+ Product Family meet the design inputs. The performance and other characteristics were as expected when compared to the acceptance criteria established in the governing protocols. Additionally, the user needs were validated, as the associated test results satisfied the validation acceptance criteria. The results of the testing are consistent with the performance of the predicate device and support NP Medical's assessment of the nSet+ Product Family's substantial equivalence to the predicate device.
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.