K253263 · Convatec Limited, Gdc Building · OMP · Jun 24, 2026 · General, Plastic Surgery
Device Facts
Record ID
K253263
Device Name
ConvaVAC™ Negative Pressure Wound Therapy System
Applicant
Convatec Limited, Gdc Building
Product Code
OMP · General, Plastic Surgery
Decision Date
Jun 24, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4780
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The ConvaVAC™ NPWT System is intended for patients who would benefit from negative pressure wound therapy for wound management via the removal of fluids including exudate, infectious materials and wound debris. The ConvaVAC™ NPWT System is indicated for low to moderately exuding wounds such as: - Chronic wounds i.e., diabetic foot ulcers, leg ulcers such as venous, arterial, and pressure ulcers - Traumatic wounds - Dehisced wounds - Flaps and grafts - Closed surgical incisions
Device Story
Single-use, battery-powered negative pressure wound therapy (NPWT) system; consists of disposable pump (7-, 15-, or 30-day variants), absorbent wound dressing (standard or antimicrobial Ag+), and adhesive fixation strips. Pump generates nominal -80 mmHg pressure; connected to dressing via tubing with proprietary luer-lock fittings. Used in hospital or home environments by patients or healthcare professionals. System draws exudate, infectious materials, and debris from wound bed into dressing. Pump automatically switches off at end of pre-determined therapy duration. Provides fluid management and wound debris removal; antimicrobial variant reduces microbial colonization of dressing. Benefits include wound management via negative pressure application.
Clinical Evidence
No clinical data included. Safety and effectiveness demonstrated via non-clinical bench testing, including peel testing, negative pressure distribution, absorption/retention assessments, MVTR testing, pump performance, and simulated use testing. Antimicrobial efficacy of silver in vitro demonstrated, but clinical impact not established.
Technological Characteristics
Powered suction pump (21 CFR 878.4780). Components: battery-powered pump (2 or 4 AA batteries), polyurethane tubing, absorbent dressings with superabsorbent layer. Sterilization: EtO for dressings/strips; pump non-sterile. Connectivity: None. Software: Basic level of concern, integrated control for therapy duration. Materials: Biocompatible, including More Than Silver™ technology in Ag+ variant.
Indications for Use
Indicated for patients requiring negative pressure wound therapy for management of low to moderately exuding wounds, including chronic wounds (diabetic foot, venous, arterial, pressure ulcers), traumatic wounds, dehisced wounds, flaps, grafts, and closed surgical incisions.
Regulatory Classification
Identification
A powered suction pump is a portable, AC-powered or compressed air-powered device intended to be used to remove infectious materials from wounds or fluids from a patient's airway or respiratory support system. The device may be used during surgery in the operating room or at the patient's bedside. The device may include a microbial filter.
Predicate Devices
AVELLE™ Negative Pressure Wound Therapy System (K180205)
Reference Devices
AQUACEL™ Ag+ EXTRA Enhanced Hydrofiber™ Dressing with Silver and Strengthening Fiber (K173675)
Submission Summary (Full Text)
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June 24, 2026
Convatec Limited, Gdc Building
Michelle Campbell
Senior Regulatory Affairs Specialist
First Ave.
Deeside Industrial Park
Deeside, Flintshire, GB CH5 2NU
United Kingdom
Re: K253263
Trade/Device Name: ConvaVAC™ Negative Pressure Wound Therapy System
Regulation Number: 21 CFR 878.4780
Regulation Name: Powered suction pump
Regulatory Class: Class II
Product Code: OMP, FRO
Dated: May 22, 2026
Received: May 22, 2026
Dear Michelle Campbell:
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
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2K253263 - Michelle Campbell
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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 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.
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3K253263 - Michelle Campbell
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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).
Sincerely,
MUSTAFA A.
MAZHER -S
For Yu-Chieh Chiu PhD,
Assistant Director
DHT4B: Division of Plastic and
Reconstructive Surgery Devices
OHT4: Office of Surgical and
Infection Control Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES
Food and Drug Administration
Form Approved: OMB No. 0910-0120
Expiration Date: 06/30/2023
See PRA Statement below.
# Indications for Use
510(k) Number (if known)
K253263
Device Name
ConvaVAC™ Negative Pressure Wound Therapy System
Indications for Use (Describe)
The ConvaVAC™ Negative Pressure Wound Therapy (NPWT) System is intended for patients who would benefit from negative pressure wound therapy for wound management via the removal of fluids including exudate, infectious materials and wound debris.
The ConvaVAC™ NPWT System is indicated for low to moderately exuding wounds such as:
- Chronic wounds i.e., diabetic foot ulcers, leg ulcers such as venous, arterial, and pressure ulcers
- Traumatic wounds
- Dehisced wounds
- Flaps and grafts
- Closed surgical incisions
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:
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"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."
FORM FDA 3881 (6/20)
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PSC Publishing Services (301) 443-6740 EF
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K253263
Traditional 510(k)^{}[] ConvaVAC™ Negative Pressure
# 510(k) Summary
# **K253263**
**Device:** ConvaVAC™ Negative Pressure Wound Therapy System
**Date:** June 24, 2026
**Applicant:** Convatec Limited
**Primary Contact:** Michelle Campbell
Senior Regulatory Affairs Specialist
michelle.campbell@convatec.com
+44 7990 444 051**Secondary Contact:** Ken Fergusson
Senior Regulatory Affairs Manager
ken.fergusson@convatec.com
+44(0) 7714 387 682**Trade Name:** ConvaVAC™ Negative Pressure Wound Therapy System
**Classification Name:** Powered Suction Pump (21 CFR 878.4780)
**Device Class:** Class II
**Product Codes:** OMP
FRO
# **Predicate Device**
| Predicate Device | 510(k) Number | Clearance Date |
| --- | --- | --- |
| AVELLE™ Negative Pressure Wound Therapy System | K180205 | 10/19/2018 |
| Reference Device | 510(k) Number | Clearance Date |
| AQUACEL™ Ag+ EXTRA Enhanced Hydrofiber™ Dressing with Silver and Strengthening Fiber | K173675 | 07/20/2018 |
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K253263
Traditional 510(k)
ConvaVAC™ Negative Pressure
# Device Description
The ConvaVAC™ single use Negative Pressure Wound Therapy System (sNPWT) consists of:
- a disposable, battery powered pump which is connected to the dressing via tubing with proprietary fittings (ConvaVAC™ sNPWT Pump).
- an absorbent wound dressing (ConvaVAC™ sNPWT Dressing).
- an absorbent, antimicrobial wound dressing (ConvaVAC™ Ag+ sNPWT Dressing).
- adhesive fixation strips.
The ConvaVAC™ sNPWT System is intended for single patient use.
The ConvaVAC™ sNPWT Pump is disposable, portable and battery powered, supplied in three variants of therapy duration, 7-, 15- or 30-days. It is designed to deliver up to 7-, 15- or 30-days of therapy in the hospital or home environment. The pump generates and maintains a nominal 80 mmHg negative pressure. The pump is provided with either 2 or 4 AA batteries (2 for the 7- and 15-day pumps and 4 for the 30 day pumps) which testing has shown is sufficient for the expected therapy conditions. The pump is attached to the dressing via the supplied tubing and luer-lock fittings.
The ConvaVAC™ sNPWT dressing is supplied in two variants; the ConvaVAC™ sNPWT dressing and the ConvaVAC™ Ag+ sNPWT dressing, which are identical in structure except that the Ag+ variant contains More Than Silver™ technology. Negative pressure is applied to the dressing via activation of the pump. The dressing is applied to the wound and secured via its adhesive border around the periphery of the dressing. Adhesive fixation strips are applied to ensure an adequate seal. The dressing's adhesive surface and wound contact layer is protected by a Low-Density Polyethylene (LDPE) split release liner system in 2 or 3 sections (depending on dressing size), which are removed prior to dressing application.
The pump is turned on to apply and maintain a nominal negative pressure of -80mmHg to the dressing. This draws excess wound exudate and infectious materials away from the wound bed and into the dressing, as demonstrated in vitro testing.
The system will deliver negative pressure wound therapy for up to 7-, 15- or 30 days' (dependent on the variant of the pump) single patient use for the pump component. Once the maximum duration for the pump variant has been reached it will switch off and be discarded.
The dressing should be reapplied according to the Instructions for Use.
The pump is provided non-sterile. The absorbent dressing and adhesive fixation strips are provided sterile via ethylene oxide (EtO) sterilization.
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K253263
Traditional 510(k)
ConvaVAC™ Negative Pressure
### Indications for Use
The ConvaVAC™ NPWT System is intended for patients who would benefit from negative pressure wound therapy for wound management via the removal of fluids including exudate, infectious materials and wound debris.
The ConvaVAC™ NPWT System is indicated for low to moderately exuding wounds such as:
- Chronic wounds i.e., diabetic foot ulcers, leg ulcers such as venous, arterial, and pressure ulcers
- Traumatic wounds
- Dehisced wounds
- Flaps and grafts
- Closed surgical incisions
### Technological Characteristics
The ConvaVAC™ sNPWT System has similar technological characteristics compared to the predicate and reference devices. The system has similar components to the predicate device with the exception of the following:
- The ConvaVAC™ sNPWT System offers a choice of pumps with different therapy durations of 7-, 15- or 30 days. The pumps provide the same level of nominal negative pressure regardless of the variant, as with the predicate device, the integrated software controlling the pump will switch the pump off at the end of its pre-determined use duration. The therapy duration options are intended to provide the healthcare professional with a choice of pump most suitable to their patient's needs.
- The option of ConvaVAC™ Ag+ sNPWT antimicrobial dressing as part of the system. The antimicrobial dressing is for use on the same types of wounds and has the same functionality under negative pressure wound therapy as demonstrated in vitro.
- The inclusion of multisite dressings and a 16cm x 31cm dressing into the dressing ranges of the ConvaVAC™ sNPWT dressings and the ConvaVAC™ Ag+ sNPWT dressings. The inclusion of the 16cm x 31cm and the multi-site dressings into the ConvaVAC™ range has no impact on the safety and effectiveness of the ConvaVAC™ sNPWT system. The additional dressing sizes fall within the range of dressings.
- The tube set is manufactured from polyurethane and has bespoke luer connectors. The materials are biocompatible, and performance is the same. The bespoke connectors ensure that the pump is only able to be connected to ConvaVAC™ sNPWT dressings.
- The ConvaVAC™ sNPWT dressings include a superabsorbent layer. Superabsorbent layers are commonly used in Advanced Wound Care Dressings to improve fluid management within the dressing. The superabsorber does not affect the delivery of the negative pressure to the wound as demonstrated in vitro.
The differences between the ConvaVAC™ sNPWT System and the predicate and reference devices do not raise any new questions regarding the safety and effectiveness of the system. Based on the information provided in this 510(k) submission, the ConvaVAC™ sNPWT System is considered substantially equivalent to the currently marketed Avelle™ NPWT system technology aspects of the device in terms of fundamental scientific technology.
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K253263
Traditional 510(k)
ConvaVAC™ Negative Pressure
## Clinical Data
Clinical data is not included in this 510(k) submission.
## Summary of Non-Clinical Performance Data
As part of demonstrating safety and effectiveness of the ConvaVAC™ sNPWT System, and in showing substantial equivalence to the predicate device, Convatec completed non-clinical performance tests. The ConvaVAC™ sNPWT System meets all the requirements for the overall design, sterilization, biocompatibility and electrical safety, confirming that the design output meets the design inputs and specification for the device.
The ConvaVAC dressing is categorized as a surface device on breached or compromised surfaces for limited contact duration (<= 24 hours).
The list below summarizes the bench testing undertaken and successfully completed for the ConvaVAC™ sNPWT System: Peel testing of the dressing – All samples met the acceptance criteria.
- Peel testing of the adhesive fixation strips (average force) - all samples met the acceptance criteria
- Distribution of Negative pressure across the dressing – the largest surface area and the longest dressing tested; acceptance criteria were met for distribution of negative pressure across the dressing.
- Absorption assessment of dressing – Pass
- Retention testing – All samples met the acceptance criteria.
- Moist Vapor Transmission Rate (MVTR) assessment of dressing- Once fluid reaches the dressing outer film layer the ConvaVAC™ sNPWT dressing’s MVTR is sufficient to handle fluid effectively as recorded for the low exudate flow rate test data
- Pump performance testing – All samples met the acceptance criteria.
- Simulated Use Testing – All samples met the acceptance criteria.
- Based on in-vitro studies, the Silver in the ConvaVAC™ Ag+ is shown to reduce microbial colonization of the dressing. The claim of reduction in microbial colonization of the dressing has not been established with human clinical data, nor has a clinical impact associated with this claim or with the presence of silver in the device been demonstrated
The software documentation in this submission has been assembled in accordance with the recommendations in FDA Guidance document Content of Premarket Submissions for Device Software Functions, dated June 14, 2023. The Documentation Level has been evaluated and determined to be Basic; appropriate documentation has been included as per FDA Guidance.
## Conclusion
The ConvaVAC™ sNPWT system is substantially equivalent to the currently marketed predicate device Avelle™ NPWT system in terms of indications for use, technological characteristics and safety and effectiveness. Substantial equivalence was demonstrated by non-clinical performance tests provided in this 510(k) pre-market notification. These tests demonstrate that the ConvaVAC™ sNPWT System design inputs, user needs and the requirements specified in the FDA-recognized consensus standards and guidance documents. The ConvaVAC™ sNPWT System is as safe and effective as the predicate device and does not raise any new safety and/or effectiveness concerns.
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Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.