K260181 · Intertape Polymer Group · JOJ · Feb 20, 2026 · General Hospital
Device Facts
Record ID
K260181
Device Name
LF Process Indicator Tape for Steam Sterilization
Applicant
Intertape Polymer Group
Product Code
JOJ · General Hospital
Decision Date
Feb 20, 2026
Decision
SESE
Submission Type
Special
Regulation
21 CFR 880.2800
Device Class
Class 2
Indications for Use
A physical/chemical sterilization process indicator is a single use device intended to be used by a health care provider to distinguish between sterilization processed and unprocessed units.
Device Story
LF Process Indicator Tape is a single-use, pressure-sensitive adhesive tape used by healthcare providers to seal disposable sterilization wraps. The tape features green indicator lines printed with non-lead-based ink on saturated crepe paper. During steam sterilization, the indicator ink undergoes a chemical color change from green to dark brown/black, providing a visual confirmation that the package has been exposed to the sterilization process. The device is used in both gravity discharge and pre-vacuum steam sterilizers across various validated temperature and time parameters. It serves as a physical/chemical process indicator to distinguish between processed and unprocessed items, aiding in the management of sterile inventory.
Clinical Evidence
No clinical data. Bench testing only. Performance evaluated per ANSI/AAMI/ISO 11140-1:2014 and FDA Chemical Indicator Guidance. Testing included steam resistometer pass/fail cycles, in-use testing in cleared steam sterilizers, biocompatibility (cytotoxicity), leach-off testing, endpoint stability, shelf-life, and tape adhesion (PSTC-101/131). All tests met predetermined acceptance criteria.
Technological Characteristics
Saturated crepe paper substrate; non-lead-based steam indicator ink; synthetic, solvent-free adhesive. Form factor: tape in 18mm and 24mm widths. Sterilization method: steam (gravity and pre-vacuum). Standards: ANSI/AAMI/ISO 11140-1:2014, PSTC-101, PSTC-131. Shelf life: 3 years. No software or electronic components.
Indications for Use
Indicated for use on disposable wraps to seal packs exposed to steam sterilization. Distinguishes between processed and unprocessed items in gravity discharge and pre-vacuum steam sterilizers. Gravity cycles: 121°C/30min, 132°C/3min, 132°C/10min, 132°C/15min, 135°C/3min, 135°C/10min. Pre-vacuum cycles: 132°C/3min, 132°C/4min, 134°C/3min, 134°C/4min, 135°C/3min. Green indicator lines turn dark brown/black upon steam exposure.
Regulatory Classification
Identification
Biological sterilization process indicator: A device intended for use by a health care provider to accompany products being sterilized through a sterilization procedure and to monitor adequacy of sterilization. The device consists of a known number of microorganisms, of known resistance to the mode of sterilization, in or on a carrier and enclosed in a protective package. Subsequent growth or failure of the microorganisms to grow under suitable conditions indicates the adequacy of sterilization. Physical/chemical sterilization process indicator: A device intended for use by a health care provider to accompany products being sterilized through a sterilization procedure and to monitor one or more parameters of the sterilization process. The adequacy of the sterilization conditions as measured by these parameters is indicated by a visible change in the device.
Predicate Devices
Intertape Polymer Group Process Indicator Tape for Steam Sterilization (K161024)
Submission Summary (Full Text)
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
February 20, 2026
Intertape Polymer Group
% Mike Nolan
Owner
FLX Consulting
3192 Wheeler Station Rd.
Bloomfield, New York 14469
Re: K260181
Trade/Device Name: LF Process Indicator Tape for Steam Sterilization
Regulation Number: 21 CFR 880.2800
Regulation Name: Sterilization Process Indicator
Regulatory Class: Class II
Product Code: JOJ
Dated: January 21, 2026
Received: January 21, 2026
Dear Mike Nolan:
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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
{1}
K260181 - Mike Nolan
Page 2
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" (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 Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13484 clause 8.3 (Nonconforming product), and ISO 13485 clause 8.5 (Corrective and preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 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 Management System Regulation (QMSR) (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-
{2}
K260181 - Mike Nolan
Page 3
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).
Sincerely,
STEPHEN A. Digitally signed by
ANISKO -S STEPHEN A. ANISKO -S
Date: 2026.02.20
13:53:19 -05'00'
Stephen Anisko
Acting Assistant Director
DHT4C: Division of Infection
Control Devices
OHT4: Office of Surgical and
Infection Control 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) K260181 | |
| Device Name LF Process Indicator Tape for Steam Sterilization | |
| Indications for Use (Describe) The LF Process Indicator Tape for Steam Sterilization is designed to use on disposable wraps for sealing packs that are exposed to steam sterilization. The tape distinguishes between items processed and unprocessed in both gravity discharge and pre-vacuum steam sterilization processes. It is intended for use in gravity sterilizers operating at 121°C for 30 minutes, 132°C for 3 minutes, 132°C for 10 minutes, 132°C for 15 minutes, 135°C for 3 minutes and 135°C for 10 minutes. Pre-vacuum sterilizers operating at 132°C for 3 minutes, 132°C for 4 minutes, 134°C for 3 minutes, 134°C for 4 minutes and 135°C for 3 minutes. The green indicator lines turn dark brown/black once exposed to the steam process. | |
| 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}
ipg
# 510(K) SUMMARY- K260181
## SUBMITTER INFORMATION:
Intertape Polymer Group
100 Paramount Drive,
Suite 300
Sarasota FL, 34232
Phone: (941) 739-7630
Contact Person: Michael Johnson
VP Operational Excellence • Plant Overhead
Date of Summary: February 17, 2026
## DEVICE INFORMATION:
Device Trade Name: LF Process Indicator Tape for Steam Sterilization
Common Name: Lead Free Process Indicator Tape
Device Classification: Indicator, Physical/Chemical Sterilization Process
Device Class: Class II, 21 CFR § 880.2800(b)
Product Code: JOJ
## PREDICATE DEVICE:
Intertape Polymer Group Process Indicator Tape for Steam Sterilization (K161024)
## DEVICE DESCRIPTION:
The LF Process Indicator Tape for Steam Sterilization is designed to seal packs that are exposed to steam sterilization. The tape distinguishes between processed items and unprocessed in both gravity discharge and pre-vacuum steam sterilization processes. Made of a saturated crepe paper printed with non-lead-based ink, the green indicator lines turn dark brown/black once exposed to the steam process. It is coated with a synthetic, solvent-free adhesive. This product is not made with natural rubber latex. Lead is not used in the manufacturing of the ink of indicator lines.
## INTENDED USE:
A physical/chemical sterilization process indicator is a single use device intended to be used by a health care provider to distinguish between sterilization processed and unprocessed units.
## INDICATIONS FOR USE (IFU):
The LF Process Indicator Tape for Steam Sterilization is designed to use on disposable wraps for sealing packs that are exposed to steam sterilization. The tape distinguishes between items processed and unprocessed in both gravity discharge and pre-vacuum steam sterilization processes. It is intended for use in gravity sterilizers operating at $121^{\circ}\mathrm{C}$ for 30 minutes, $132^{\circ}\mathrm{C}$ for 3 minutes, $132^{\circ}\mathrm{C}$ for 10 minutes, $132^{\circ}\mathrm{C}$ for 15 minutes, $135^{\circ}\mathrm{C}$ for 3 minutes and $135^{\circ}\mathrm{C}$ for 10 minutes. Pre-vacuum sterilizers operating at $132^{\circ}\mathrm{C}$ for 3 minutes, $132^{\circ}\mathrm{C}$ for 4 minutes, $134^{\circ}\mathrm{C}$ for 3 minutes, $134^{\circ}\mathrm{C}$ for 4 minutes and $135^{\circ}\mathrm{C}$ for 3 minutes. The green indicator lines turn dark brown/black once exposed to the steam process.
K260181
{5}
ipg
# PERFORMANCE STANDARD TESTING:
Testing was performed in accordance with ANSI/AAMI/ISO 11140-1:2014 - Sterilization of health care products - Chemical indicators - Part 1: General requirements and the Guidance for Industry and FDA Staff Premarket Notification [510(k)] Submissions for Chemical Indicators.
# DISCUSSION:
The subject device has the same, intended use, technical characteristics, as the predicate device and changes are made only to labeling to reflect extended IFU. Both provide a visual indication that packages have been exposed to the steam sterilization process. Both are made with the exact same materials and manufacturing process. The non-clinical testing that has been performed has been found to meet all predetermined acceptance criteria.
TECHNICAL CHARACTERISTICS COMPARISON OF THE SUBJECT DEVICE TO THE PREDICATE
| ELEMENT | SUBJECT DEVICE (K260181) | PREDICATE (K161024) | COMPARISON |
| --- | --- | --- | --- |
| Intended Use | Process Indicator Tape | Process Indicator Tape | Same |
| Device Design | Crepe paper printed with indicator lines. Provided in natural and blue in widths of approximately 0.75" and 1" (18mm and 24mm). | Crepe paper printed with indicator lines. Provided in natural and blue in widths of approximately 0.5", 0.75" and 1" (12mm, 18mm and 24mm). | Similar |
| Indicator Agent | Steam Indicator Ink (not made from lead) | Steam Indicator Ink (not made from lead) | Same |
| Sterilization Method (Steam) | Gravity
121°C / 250°F; 30 minutes
132°C / 270°F; 3 minutes
132°C / 270°F; 10 minutes
132°C / 270°F; 15 minutes
135°C / 275°F; 3 minutes
135°C / 275°F; 10 minutes
Dynamic air removal/pre-vacuum
P/V 132°C / 270°F; 3 minutes
132°C / 270°F; 4 minutes
134°C / 273°F; 3 minutes
134°C / 273°F; 4 minutes | Gravity 121°C 30 minutes
Pre-vacuum 132°C 4 minutes
Gravity 135°C 3 minutes | Different - labeling has been updated to include additional validated steam sterilization cycles. |
| Endpoint Specifications | 121°C for 10 minutes
132-135°C for 2 minutes | 121°C for 10 minutes
132-135°C for 2 minutes | Same |
| Shelf-Life | 3 years | 3 years | Same |
K260181
{6}
ipg
| Indications for Use | The LF Process Indicator Tape for Steam Sterilization is designed to use on disposable wraps for sealing packs that are exposed to steam sterilization. The tape distinguishes between items processed and unprocessed in both gravity discharge and pre-vacuum steam sterilization processes. It is intended for use in gravity sterilizers operating at 121°C for 30 minutes, 132°C for 3 minutes, 132°C for 10 minutes, 132°C for 15 minutes, 135°C for 3 minutes and 135°C for 10 minutes. Pre-vacuum sterilizers operating at 132°C for 3 minutes, 132°C for 4 minutes, 134°C for 3 minutes, 134°C for 4 minutes and 135°C for 3 minutes. The green indicator lines turn dark brown/black once exposed to the steam process. | The LF Process Indicator Tape for Steam Sterilization is indicated for use in holding sterilization packs together and can be used in gravity sterilizers operating at 121°C for 30 minutes or pre-vacuum sterilizers operating at 132°C for 4 minutes and 135°C for 3 minutes. The indicator stripes turn dark brown/black when exposed to steam sterilization conditions, thus providing an indication of processed items. | Different - labeling has been updated to include additional validated steam sterilization cycles. |
| --- | --- | --- | --- |
| Performance Standards | ANSI/AAMI/ISO 11140-1:2014 | ANSI/AAMI/ISO 11140-1:2014 | Same |
# SUMMARY OF NONCLINICAL TESTING:
The non-clinical testing that has been performed on multiple lots of indicators and each was found to meet all predetermined acceptance criteria.
| Test | Description | Results |
| --- | --- | --- |
| Performance Testing for a Class 1 Steam Process Indicator - ANSI/AAMI/ISO 11140-1 | Pass and fail testing in a steam resistometer according to Table 2 of ISO 11140-1:2014 | Passed |
| In Use Testing in FDA 510k Cleared Steam Sterilizers - FDA Chemical Indicator Guidance Document | Pass and fail testing in cleared healthcare steam sterilizers according to the requirements in section VII “Performance Characteristics” of the FDA guidance document on Chemical Indicators | Passed |
| Biocompatibility/Leach Off Testing - FDA Chemical Indicator Guidance Document | Cytotoxicity Testing to the requirements in section VIII “Biocompatibility” of the FDA guidance document on Chemical Indicators and Leach Off test in accordance with ISO 11140-1, section 6.4.2. | Passed |
| Endpoint Stability - ANSI/AAMI/ISO 11140-1 and FDA Chemical Indicator Guidance Document | End Point Stability was tested in accordance with ISO 11140-1, section 6.1.2. | Passed |
| Shelf Life - ANSI/AAMI/ISO 11140-1 and FDA Chemical Indicator Guidance Document | Pass and fail testing in a steam resistometer according to Table 2 of ISO 11140-1:2014 was performed to satisfy section X “Shelf Life” of the FDA guidance document on Chemical Indicators | Passed |
| Pressure Sensitive Tape Council (PSTC) International Standards Test for Tape Adhesion - PSTC-101 and PSTC-131 Sterilization Tape Standards | Internal tape adhesion test performed in accordance with the PSTC-101 and PSTC-131 International Tape Standards | Passed |
| Post Processing Visual Adhesive Test for Wrapped Packages | Test performed in healthcare steam sterilizers to demonstrate proper tape adhesion. | Passed |
K260181
{7}
ipg
## CONCLUSION:
The LF Process Indicator Tape for Steam Sterilization is as safe, as effective and performs as well as or better than the legally marketed predicate device, cleared under K161024.
K260181
Page 4 of 4
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.