Retrospective review of 150 patients in a private dental practice over 1 year to demonstrate device durability, resistance to degradation, and effectiveness of cleaning protocols.
Device durability; Real-time aging; Private clinical practice
Clinical Evidence
Study Design
Population
Comparator
Key Endpoints
Retrospective clinical practice review; Follow-up/Duration: 1 year
150 patients in a private dental practice; Sample Size: 150; Number of Sites: 1
Not applicable for this study
Device durability, cleaning efficacy, and performance over time
Indications for Use
A patient specific mandibular repositioning oral appliance intended to reduce or alleviate night-time snoring and mild to moderate obstructive sleep apnea in adult patients 18 years or older.
Device Story
Fuselier Intraoral Nighttime Device (FIND) is a patient-specific oral appliance; used to mitigate night-time snoring and mild to moderate obstructive sleep apnea. Device consists of upper and lower trays; functions by holding mandible in advanced position to prevent tongue compression against oropharyngeal wall; keeps airway open during sleep. Operated by patient at home; fitted by dental professionals. Adjustment mechanism uses screw/post to hold lower tray forward; allows lateral and vertical jaw movement. Healthcare providers use device to manage airway patency; patient benefits from reduced snoring and improved sleep apnea symptoms. Device is cleaned by rinsing with water and toothbrush.
Clinical Evidence
No clinical testing performed. Substantial equivalence supported by bench testing (flexural and breakage strength) and 1 year of real-time usage data in a private dental practice with 150 patients, demonstrating no device degradation or failure.
Technological Characteristics
Patient-specific oral appliance consisting of upper and lower trays. Materials are identical to those cleared in K896130 (Ivocap Elastomer). Principle of operation involves mechanical mandibular advancement via an adjustable screw/post mechanism. Allows lateral and vertical movement. Non-powered, mechanical device.
Indications for Use
Indicated for adult patients 18 years or older with night-time snoring and mild to moderate obstructive sleep apnea. Contraindicated for patients with central sleep apnea, severe respiratory disorders, loose teeth, advanced periodontal disease, loose dental work, oral conditions adversely affected by dental appliances, full denture users, or patients under 18 years of age.
Regulatory Classification
Identification
Intraoral devices for snoring and intraoral devices for snoring and obstructive sleep apnea are devices that are worn during sleep to reduce the incidence of snoring and to treat obstructive sleep apnea. The devices are designed to increase the patency of the airway and to decrease air turbulence and airway obstruction. The classification includes palatal lifting devices, tongue retaining devices, and mandibular repositioning devices.
Special Controls
*Classification.* Class II (special controls). The special control for these devices is the FDA guidance document entitled “Class II Special Controls Guidance Document: Intraoral Devices for Snoring and/or Obstructive Sleep Apnea; Guidance for Industry and FDA.”
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
February 7, 2017
Fuselier Enterprises, LLC Paul Dryden Consultant 2051 Mohican Trail Maitland, Florida 32751
Re: K161980 Trade/Device Name: Fuselier Intraoral Nighttime Device (find) Regulation Number: 21 CFR 872.5570 Regulation Name: Intraoral Devices For Snoring And Intraoral Devices For Snoring And Obstructive Sleep Apnea Regulatory Class: Class II Product Code: LRK
Dear Paul Dryden:
Dated: January 4, 2017 Received: January 6, 2017
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. 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.
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 devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
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the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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 the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely.
Michael J. Ryan -S
for Tina Kiang, Ph.D. Acting Director Division of Anesthesiology, General Hospital, Respiratory, Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
# Indications for Use
510(k) Number (if known)
#### K161980
Device Name
## Fuselier Intraoral Nighttime Device
Indications for Use (Describe)
A patient specific mandibular repositioning device intended to reduce or alleviate night-time snoring and mild to moderate obstructive sleep apnea in adult patients 18 years or older.
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|---------------------------------------------|
| XX Prescription Use (Part 21 CFR 801 Subpart D) | Over-The-Counter Use (21 CFR 801 Subpart C) |
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Fuselier Enterprises, LLC 2051 Mohican Trail Maitland, FL 32751
| Official Contact: | Brian Fuselier, Owner |
|----------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------|
| Proprietary or Trade Name: | Fuselier Intraoral Nighttime Device |
| Common/Usual Name: | Device, Anti-Snoring |
| Classification Name: | LRK - Device, anti-snoring, Intraoral devices for snoring and<br>intraoral devices for snoring and obstructive sleep apnea<br>21 CFR 872.5570, Class 2 |
| Predicate Device: | K972061 – Keith Thornton, DDS – Thornton Oral Appliance<br>(TOA) |
| Reference Devices: | K090436 - Orthoplant Dental - Airwayease MAS<br>K896130 - Ivoclar Vivadent - SR Ivocap Polymer |
#### Device Description:
The Fuselier Intraoral Nighttime Device (FIND) is a patient specific oral device intended to mitigate night-time snoring and mild to moderate obstructive sleep apnea. The function of the FIND is to continuously hold the mandible in an advanced position to prevent the tongue from compressing against the oropharyngeal wall keeping the airway open during sleep.
The principle of advancing a lower tray is to advance the mandible for the treatment of night-time snoring and / or mild to moderate obstructive sleep apnea.
#### Indications for Use
A patient specific mandibular repositioning oral appliance intended to reduce or alleviate night-time snoring and mild to moderate obstructive sleep apnea in adult patients 18 years or older.
#### Contraindications
The following contraindications are noted in the labeling. These are typical of oral appliances for the proposed indications for use and suggested by FDA's guidance document.
The device is contraindicated for patients who:
- have central sleep apnea
- have severe respiratory disorders ●
- have loose teeth or advanced periodontal disease
- have loose dental work
- oral conditions which would be adversely affected by wearing dental appliances
- full denture user
- . are under 18 years of age
#### Warnings
Use of this device may cause:
- tooth movement
- changes in dental occlusion ●
- gingival soreness
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## 510(k) Summary Page 2 of 6 4-Jan-17
- tooth soreness ●
- pain or soreness to the temporomandibular joint ●
- obstruction of oral breathing
- excessive salivation
- excessive dry mouth
- loosening of dental restorations
- . loosening of teeth
#### Environment of Use
Home, Dental offices, and Sleep laboratories
## Predicate Device Comparison:
We selected a predicate for the Fuselier Intraoral Nighttime Device and present the similarities in Table 1.
| | | | Table 1 - Predicate Device Comparison |
|--|--|--|---------------------------------------|
|--|--|--|---------------------------------------|
| | Subject Device | Predicate |
|-------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | Fuselier Intraoral Nighttime Device | Thornton Oral Appliance (TOA)<br>K972061 |
| Product Classification | LRK – device, anti-snoring<br>Intraoral devices for snoring and<br>intraoral devices for snoring and<br>obstructive sleep apnea | LRK - device, anti-snoring<br>Intraoral devices for snoring and<br>intraoral devices for snoring and<br>obstructive sleep apnea |
| | Attributes | |
| Indications for Use | A patient specific mandibular<br>repositioning oral appliance intended<br>to reduce or alleviate night-time<br>snoring and mild to moderate<br>obstructive sleep apnea in adult<br>patients 18 years or older. | The TOA is intended to reduce or<br>alleviate nighttime snoring and<br>obstructive sleep apnea, OSA. |
| Environments of use | Home, dental and Physician offices,<br>Sleep laboratories | Home, dental and Physician offices,<br>Sleep laboratories |
| Patient Population | Adult patients 18 years and older | Adult patients 18 years and older |
| Contraindications | have central sleep apnea have severe respiratory disorders have loose teeth or advanced periodontal disease are under 18 years of age | have central sleep apnea have severe respiratory disorders have loose teeth or advanced periodontal disease are under 18 years of age |
| Prescription | Prescription use | Prescription use |
| Single patient, multi-use | Yes | Yes |
| Principle of operation / means of<br>mandibular advancement | Adjustment of the relative position of<br>the trays by the use of an adjustable<br>post that holds the mandible forward<br>and maintains mandibular<br>advancement thus enlarging the<br>airway. The vertical opening of the<br>jaw is not fixed in a single position | Adjustment of the relative position of<br>the trays by the use of hook which<br>pulls the mandible forward and<br>maintains mandibular advancement<br>thus enlarging the airway. The<br>vertical opening of the jaw is not fixed<br>in a single position |
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## 510(k) Summary Page 3 of 6
| | 4-Jan-17 | |
|-----------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------|
| | Subject Device<br>Fuselier Intraoral Nighttime Device | Predicate<br>Thornton Oral Appliance (TOA<br>K972061 |
| | Design | |
| Patient specific trays | Yes | Yes |
| Allows lateral and vertical movement | Yes | Yes |
| User can breathe through their mouth | Yes | Yes |
| Maximum adjustment by the user | 8 mm | 8 mm |
| Adjustment method for setting the<br>amount of protrusion | Adjustable screw/post holds the lower<br>tray forward | Hook pulls the lower tray forward |
| Works by holding lower jaw forward | Yes | Yes |
| Cleaned by simple rinsing with water<br>and toothbrush | Yes | Yes |
| Materials and Biocompatibility | Surface contact<br>Mucosal<br>Prolonged duration per FDA Guidance<br>for intraoral appliances | Surface contact<br>Mucosal<br>Prolonged duration per FDA<br>Guidance for intraoral appliances |
| | Performance Testing | |
| Material Properties | Performance testing related to torque<br>and tensile strength was performed<br>and compared to the predicate | Use of standard dental tray material |
| Flexural Strength<br>Breakage Strength | Angle of deflection – 0.85 degrees<br>77 lbs. to damage | Angle of deflection - 1.25 degrees<br>70 lbs. to damage |
| Cleaning and Effects of Aging | Private clinical practice of 1 year with<br>150 patients has demonstrated that the<br>FIND does not degrade with time,<br>cleaning or age | Data not available |
## Discussion of Substantial Equivalence to the Predicate
The Fuselier Intraoral Nighttime Device is viewed as substantially equivalent to the predicate device because:
Indications - Similar to predicate - Thornton Oral Appliance - K972061. Indicated for treating nighttime snoring and mild to moderate obstructive sleep apnea (OSA).
Discussion – The indications for use between the subject device and predicate are similar and therefore they can be found as substantially equivalent.
Technology / Principle of Operation - Similar to predicate - Thornton Oral Appliance - K972061. Both devices use separate patient specific trays with a means to advance the mandible / lower jaw. Discussion - Both devices use separate patient specific trays with a means to advance the mandible / lower jaw are similar and therefore they can be found as substantially equivalent.
Environment of Use - Similar to predicate - Thornton Oral Appliance - K972061. They are used in Home, Dental and Physician offices, Sleep laboratories.
Discussion - Both devices have the same environments of use and therefore they can be found as substantially equivalent.
Patient Population - Identical to predicate - Thornton Oral Appliance - K972061. 18 years and older
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#### 510(k) Summary Page 4 of 6 4-Jan-17
Discussion - The patient population is identical and therefore they can be found as substantially equivalent.
## Non-clinical performance testing
## Real-time Aging
The FIND has been used in a private dental practice for more than 1 year without device failures. The results of this experience support the substantial equivalence of the FIND for its proposed intended use to that of the predicate device.
The observations support:
- Cleaning via rinsing with water and use of a toothbrush ●
- Mechanical and durability after 1 year real-time use
- Effects of aging do not alter the performance of the device ●
## Mechanical Performance
We performed flexural and breakage strength testing on the subject device and the predicate and the construction and design performance were tested and found to be substantially equivalent. Discussion - We evaluated the strength of the tray materials and design based upon its intended use and flexural and breakage strength were the key factors to evaluate. Flexural strength saw the FIND to be slightly strong. less angular deflection under torque and the breakage strength – FIND had a slightly high force need before damage was observed. The comparative testing to the predicate demonstrated equivalence in performance.
## Biocompatibility / Materials
The materials in contact with the patient have been cleared for the intended use of dental trays. The materials for the trays are identical to K896103 - IVOCap materials for the intended purpose of dental trays. In addition, the reference device, Orthoplant Dental Lab Airwayease MAS, K090436. utilizes the identical material for their oral appliance.
## Clinical
Based upon Fuselier Intraoral Nighttime Device design concept, it was determined that no clinical testing would be required as we are identical in this principle of operation and technology as well as performance specification, namely maximum advancement distance. Also, the specifications of the ability to advance the lower tray are the same and the maximum advancement is similar to the predicate.
## Discussion of Differences
The primary difference between the Fuselier Intraoral Nighttime Device and the predicate is the coupling system that holds the movable lower jaw in a forward position. This difference does not raise new concerns of substantial equivalence to the predicate device.
As presented in the above table, the proposed Fuselier Intraoral Nighttime Device is substantially equivalent to the identified predicate. The Fuselier Intraoral Nighttime Device and predicate are patient specific upper and lower trays, with a means of advancing the mandible to treat mild to moderate obstructive sleep apnea and snoring.
As indicated and discussed above, the fundamental features, indications for use, environment of use are identical to the predicates and thus the proposed Fuselier Intraoral Nighttime Device oral
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#### 510(k) Summary Page 5 of 6 4-Jan-17
appliance can be found to be substantially equivalent to the listed predicate - Thornton Oral Appliance - K972061.
We have also included reference devices and Table 2 presents the comparison to the subject device.
| | K896130 | K090436 | FIND |
|---------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | Ivoclar Vivadent | Orthoplant Dental | Proposed Device |
| | SR Ivocap Polymer | Airwayease MAS | |
| Intended Use | For the making of dental trays | The Airwayease MIAS is<br>intended to reduce or alleviate<br>night time snoring and mild to<br>moderate obstructive sleep<br>apnea. | A patient specific mandibular<br>repositioning oral appliance<br>intended to reduce or alleviate<br>night-time snoring and mild to<br>moderate obstructive sleep apnea<br>in adult patients 18 years or older. |
| Population | No restrictions on population as<br>this is dental tray material only | Adult patients 18 years or older<br>who have a problem with<br>snoring or obstructive sleep<br>apnea. | Adult patients 18 years and older. |
| Environment of<br>Use | Dental applications | The device is initially fitted<br>under the supervision of a<br>licensed practitioner (dentist or<br>physician) and is subsequently<br>used in either a home<br>environment or in a sleep<br>laboratory. | Home, dental and Physician<br>offices, Sleep laboratories |
| Materials | Material specifications sent<br>directly to FDA | The material composition of the<br>Airwayease MAS is identical to<br>the Ivocap Elastomer cleared in<br>K896130. No colorants or<br>additives have been added to<br>the originally cleared Ivocap<br>Elastomer. | The material composition of the<br>FIND is identical to the Ivocap<br>Elastomer cleared in K090436. No<br>colorants or additives have been<br>added to the originally cleared<br>Ivocap Elastomer. |
| Technological<br>features | This is material to make dental<br>trays so there are technological<br>features that relate to the subject<br>device except that the material is<br>intended for dental applications<br>such as the subject device | 2 trays which are adjustable to<br>act as a mandibular repositioner | 2 trays which are adjustable to act<br>as a mandibular repositioner |
## Table 2 - Comparison of Reference Devices to Subject Device
## Discussion of Reference Devices
We have selected reference devices which support the use of the intended materials for the intended use. K896130 is the Dental Tray material that has been used for many types of dental trays. K090436 specifically is an intra-oral appliance with the same intended use, patient population, and environment of use that utilizes the identical materials.
There are no differences between the reference devices and the subject device that would raise concerns of substantial equivalence.
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## 510(k) Summary Page 6 of 6 4-Jan-17
## Substantial Equivalence Conclusion –
Based upon the performance testing and comparison to the legally marketed predicate device for indications for use, technology, and performance we have demonstrated that the FIND is substantially equivalent 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.