CrossFT Knotless Deep Thread Suture Anchor with Disposable Driver
K182621 · Conmed Corporation · MBI · Jan 4, 2019 · Orthopedic
Device Facts
Record ID
K182621
Device Name
CrossFT Knotless Deep Thread Suture Anchor with Disposable Driver
Applicant
Conmed Corporation
Product Code
MBI · Orthopedic
Decision Date
Jan 4, 2019
Decision
SESE
Submission Type
Special
Regulation
21 CFR 888.3040
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The non-absorbable suture anchors are intended to reattach soft tissue to bone in orthopedic surgical procedures. The device may be used in either arthroscopic or open surgical procedures. After the suture is anchored to the bone, it may be used to reattach soft tissue, such as ligaments, tendons, or joint capsules to the suture anchor systems thereby stabilize the damaged soft tissue, in conjunction with appropriate postoperative immobilization, throughout the healing period.
Device Story
CrossFT™ Knotless Deep Thread Suture Anchor is a threaded, screw-in orthopedic implant used to reattach soft tissue to bone. Device consists of a PEEK anchor, disposable driver, and threader; some models include preloaded Hi-Fi® suture. Used by orthopedic surgeons in arthroscopic or open surgical procedures. Surgeon inserts anchor into bone using disposable driver; suture secures soft tissue to anchor, stabilizing tissue during healing. Provides mechanical fixation for ligament/tendon repairs. Benefits include stable soft tissue-to-bone reattachment and knotless fixation. Device is provided sterile (EO).
Clinical Evidence
Bench testing only. No clinical data presented. Verification testing included reliability, ultimate fixation strength, cyclic testing, sterilization, pyrogen testing, biocompatibility, shelf-life, post-aging functional testing, MR safety, user validation, packaging, and transportation testing.
Indicated for reattaching soft tissue (ligaments, tendons, joint capsules) to bone in arthroscopic or open orthopedic procedures. Contraindicated in patients with pathological bone/soft tissue conditions affecting fixation, physical conditions preventing healing or activity restriction, foreign body sensitivity, active sepsis/infection, or for use in posterior elements (pedicles) of the spine.
Regulatory Classification
Identification
A smooth or threaded metallic bone fixation fastener is a device intended to be implanted that consists of a stiff wire segment or rod made of alloys, such as cobalt-chromium-molybdenum and stainless steel, and that may be smooth on the outside, fully or partially threaded, straight or U-shaped; and may be either blunt pointed, sharp pointed, or have a formed, slotted head on the end. It may be used for fixation of bone fractures, for bone reconstructions, as a guide pin for insertion of other implants, or it may be implanted through the skin so that a pulling force (traction) may be applied to the skeletal system.
Predicate Devices
CrossFT™ Knotless Suture Anchor with Disposable Driver (K163258)
Reference Devices
ConMed Linvatec Soft Tissue to Bone System (K091549)
Submission Summary (Full Text)
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image contains the logos of the Department of Health and Human Services (HHS) and the Food and Drug Administration (FDA). The HHS logo is on the left, and the FDA logo is on the right. The FDA logo includes the text "FDA U.S. FOOD & DRUG ADMINISTRATION" in blue.
January 4, 2019
ConMed Corporation Diana Nader-Martone Regulatory Affairs Specialist 525 French Road Utica, New York 13502
Re: K182621
Trade/Device Name: CrossFT™ Knotless Deep Thread Suture Anchor with Disposable Driver Regulation Number: 21 CFR 888.3040 Regulation Name: Smooth or threaded metallic bone fixation fastener Regulatory Class: Class II Product Code: MBI Dated: November 30, 2018 Received: December 6, 2018
Dear Ms. Nader-Martone:
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. 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 located at https://www.accessdata.fda.gov/scripts/cdrl/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, 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 comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part
{1}------------------------------------------------
801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Laurence D. Coyne -S
For Mark N. Melkerson Director Division of Orthopedic Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
## Indications for Use
510(k) Number (if known)
### K182621
Device Name
CrossFTM Knotless Deep Thread Suture Anchor with Disposable Driver
# Indications for Use (Describe)
Intended Use
The non-absorbable suture anchors are intended to reattach soft tissue to bone in orthopedic surgical procedures.
Indications for Use
The device may be used in either arthroscopic or open surgical procedures. After the suture is anchored to the bone, it may be used to reattach soft tissue, such as ligaments, tendons, or joint capsules to the suture anchor systems thereby stabilize the damaged soft tissue, in conjunction with appropriate postoperative immobilization, throughout the healing period.
| 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."
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image shows the logo for CONMED Corporation. The logo features a blue square on the left side with a white curved shape inside. To the right of the square, the word "CONMED" is written in a bold, black font, with a horizontal line underneath. Below the line, the word "CORPORATION" is written in a smaller, lighter font.
### 510(k) SUMMARY
In accordance with the requirements of the Safe Medical Device Act of 1990 and 21 CFR 807.92, CONMED Corporation is hereby submitting the 510(k) Summary of Safety and Effectiveness for 510(k) Number K182621
#### I. SUBMITTER
CONMED Corporation 11311 Concept Blvd Largo, Florida 33773
Phone: 727-399-5425 Fax: 727-399-5264
Contact Person: Diana L. Nader-Martone Date Prepared: September 21, 2018
#### II. DEVICE NAME
| Device Name: | CrossFT™ Knotless Deep Thread Suture Anchor with<br>Disposable Driver |
|----------------------|-----------------------------------------------------------------------|
| Common Name: | Nonabsorbable Suture Anchor System |
| Classification Name: | Fastener, fixation, nondegradable, soft tissue |
| Regulatory Class: | Class II, per 21 CFR Part 888. 3040 |
| Product Codes: | MBI |
#### III. PREDICATE/ LEGALLY MARKET DEVICE
| Device Name: | CrossFT™ Knotless Suture Anchor with Disposable Driver |
|---------------|--------------------------------------------------------|
| Company Name: | ConMed |
| 510(k)#: | K163258 |
#### IV. REFERENCE/ LEGALLY MARKET DEVICE
| Device Name: | ConMed Linvatec Soft Tissue to Bone System |
|---------------|--------------------------------------------|
| Company Name: | ConMed Linvatec |
| 510(k) #: | K091549 |
#### V. DEVICE DESCRIPTION
The CONMED CrossFT™ Knotless Deep Thread Suture Anchors are manufactured from stable PolyEtherEtherKetone (PEEK). The CrossFT Knotless Deep Thread Anchors are a threaded screw-in suture anchor design. The CrossFT™ Knotless Deep Thread Suture Anchors are provided sterile, preloaded on a single-use driver and some include a preloaded sliding #2 (5 metric) Hi-Fi® Suture. The device is EO sterilized.
{4}------------------------------------------------
Image /page/4/Picture/0 description: The image shows the logo for CONMED Corporation. The logo features a stylized blue graphic on the left, resembling a curved shape. To the right of the graphic is the company name, "CONMED," in bold, black letters. Below the company name is the word "CORPORATION" in smaller, black letters.
#### INTENDED USE/ INDICATIONS FOR USE VI.
The non-absorbable suture anchor is intended to reattach soft tissue to bone in orthopedic surgical procedures.
The device may be used in either arthroscopic or open surgical procedures. After the suture is anchored to the bone, it may be used to reattach soft tissue, such as ligaments, tendons, or joint capsules to the bone. The suture anchor system thereby stabilizes the damaged soft tissue, in conjunction with appropriate postoperative immobilization, throughout the healing period.
### COMPARISON OF THE TECHNOLOGICAL CHARACTERISTICS WITH THE VI. PREDICATE DEVICE
The following table represents a summary of the technological characteristics between the proposed and the predicate device.
| | CrossFT™ Knotless Deep Thread<br>Suture Anchor with Disposable<br>Driver<br>Proposed Device | CrossFT™ Knotless Suture<br>Anchor with Disposable<br>Driver<br>Predicate Device | ConMed Linvatec Soft Tissue<br>to Bone System<br>(CrossFT™ Suture Anchor<br>with Disposable Driver)<br>Reference |
|----------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------|
| Device Description | The CONMED CrossFT™<br>Knotless Deep Thread Suture<br>Anchors are manufactured from<br>stable PolyEtherEtherKetone<br>(PEEK). The CrossFT Knotless<br>Deep Thread Anchors are a<br>threaded screw-in suture anchor<br>design. The CrossFT™ Knotless<br>Deep Thread Suture Anchors are<br>provided sterile, preloaded on a<br>single-use driver and some<br>include a preloaded sliding #2 (5<br>metric) Hi-Fi® Suture. The<br>device is EO sterilized. | The CONMED CrossFT™<br>Knotless Deep Thread Suture<br>Anchors are manufactured<br>from stable<br>PolyEtherEtherKetone<br>(PEEK). The CrossFT<br>Knotless Deep Thread<br>Anchors are a threaded screw-<br>in suture anchor design. The<br>CrossFT™ Knotless Deep<br>Thread Suture Anchors are<br>provided sterile, preloaded on<br>a single-use driver and some<br>include a preloaded sliding #2<br>(5 metric) Hi-Fi® Suture. The<br>device is EO sterilized. | Reference |
| Intended Use | The non-absorbable suture anchors<br>are intended to reattach soft tissue<br>to bone in orthopedic surgical<br>procedures. | Same | Same |
| Indication for Use | The device may be used in either<br>arthroscopic or open surgical<br>procedures. After the suture is<br>anchored to the bone, it may be<br>used to reattach soft tissue, such<br>as ligaments, tendons, or joint<br>capsules to the bone. The suture<br>anchor system thereby stabilizes<br>the damaged soft tissue, in<br>conjunction with appropriate<br>postoperative immobilization,<br>throughout the healing period. | Same | Same |
| | CrossFT™ Knotless Deep Thread<br>Suture Anchor with Disposable<br>Driver<br>Proposed Device | CrossFT™ Knotless Suture<br>Anchor with Disposable<br>Driver<br>Predicate Device | ConMed Linvatec Soft Tissue<br>to Bone System<br>(CrossFT™ Suture Anchor<br>with Disposable Driver)<br>Reference |
| Contraindications | 1. Pathological conditions of bone<br>which would adversely affect<br>the CrossFT™ Knotless Deep<br>Thread Suture Anchor.<br>2. Pathological conditions in the<br>soft tissue to be repaired or<br>reconstructed which would<br>adversely affect suture fixation.<br>3. Physical conditions that would<br>eliminate, or tend to eliminate,<br>adequate implant support or<br>retard healing.<br>4. Conditions which tend to limit<br>the patient's ability or<br>willingness to restrict activities<br>or follow directions during the<br>healing period.<br>5. Attachment of artificial<br>ligaments or other implants.<br>6. Foreign body sensitivity,<br>known or suspected allergies to<br>implant and/or instrument<br>materials.<br>7. This device is not approved for<br>screw attachment or fixation to<br>the posterior elements<br>(pedicles) of the cervical,<br>thoracic or lumbar spine.<br>8. Patients with active sepsis or<br>infection. | Same | Same |
| Components | Non-absorbable Anchor<br>Disposable Driver<br>Threader<br>Suture (some catalog numbers) | Non-absorbable Anchor<br>Disposable Driver<br>Threader<br>Suture (some catalog<br>numbers)<br>Suture Tape (some catalog<br>numbers) | Non-absorbable Anchor<br>Disposable Driver<br>Suture |
| Technological<br>Characteristics | Non-absorbable,<br>PolyEtherEtherKetone (PEEK)<br>Anchor<br>Screw-in, Knotless Anchor<br>Design<br>Threader<br>Disposable Driver | Same | Non-absorbable,<br>PolyEtherEtherKetone<br>(PEEK) Anchor<br>Screw-in Anchor Design<br>Disposable Driver |
{5}------------------------------------------------
Image /page/5/Picture/0 description: The image shows the logo for Conmed Corporation. The logo features a blue square with a white, stylized "C" shape inside. To the right of the square is the word "CONMED" in black, sans-serif font, with a horizontal line underneath. Below the line is the word "CORPORATION" in smaller, sans-serif font.
### PERFORMANCE DATA
Testing has been completed to demonstrate that the CrossFT™ Knotless Deep Thread Suture Anchor performs as intended and is substantially equivalent to the predicate device. Bacterial endotoxin testing was conducted and met the endotoxin limits.
Completed testing includes the following:
{6}------------------------------------------------
Image /page/6/Picture/0 description: The image shows the Conmed Corporation logo. The logo features a blue square with a white curved shape inside on the left. To the right of the square is the word "CONMED" in black, with the word "CORPORATION" in smaller blue letters underneath.
K182621 Page 4 of 4
Verification Testing
- Reliability ●
- Ultimate Fixation Strength ●
- Cyclic ●
- Sterilization ●
- Pyrogen ●
- Biocompatibility
- Shelf-life
- Post Aging Functional Testing ●
- MR Safety Testing ●
## VIII. CONCLUSION
The CrossFTTM Knotless Deep Thread Suture Anchor with Disposable Driver is either substantially equivalent or identical in design, materials, intended use, principles of operation, and technical characteristics to the predicate ConMed CrossFT™ Knotless Suture Anchor with Disposable Driver. Based upon the findings of our performance testing, the differences present no new issues of safety and efficacy, and the CrossFTM Knotless Deep Thread Suture Anchor with Disposable Driver is substantially equivalent to the ConMed CrossFT™ Knotless Suture Anchor with Disposable Driver (K163258).
## Validation Testing
- User Validation ●
- Packaging ●
- Transportation ●
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.