NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether
Applicant
Anx Robotica Corporation
Product Code
NEZ · Gastroenterology, Urology
Decision Date
Jan 5, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 876.1300
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The NaviCam Small Bowel (SB) Capsule Endoscopy System is intended for visualization of the small bowel mucosa. It may be used as a tool in the detection of abnormalities of the small bowel in adults and children from 2 years of age. The NaviCam Tether is an accessory of the NaviCam SB Capsule. It is intended to aid the capsule for visualizing the esophagus prior to the capsule's release into the gastrointestinal tract for a SB capsule endoscopy procedure in adults (≥ 22 years).
Device Story
System captures small bowel video images via ingestible capsule; images transmitted via RF to external data recorder; ESView software processes, stores, and displays video for physician review; locator device confirms capsule activation/presence. Tether accessory aids esophageal visualization before capsule release into small bowel. Used in clinical settings by healthcare providers to detect abnormalities; output supports clinical diagnosis. Benefits include non-invasive visualization of small bowel mucosa.
Clinical Evidence
Clinical evidence based on literature review and meta-analysis of pediatric capsule endoscopy (ages 1-23). Meta-analysis (Cohen et al., 2011) and nine subsequent studies (total N=1566) confirm safety and efficacy of small bowel capsule endoscopy in pediatric populations down to 2 years of age. Bench testing validated performance of the tether and new packaging.
Technological Characteristics
System includes ingestible capsule, RF data recorder, ESView software, locator, and tether. Capsule is non-sterile. Tether is non-sterile and pre-assembled. Connectivity via RF transmission to recorder. Software performs image processing and reporting. No changes to core hardware or software from previous clearances.
Indications for Use
Indicated for visualization of small bowel mucosa and detection of small bowel abnormalities in adults and children ≥ 2 years. Tether accessory indicated for esophageal visualization in adults ≥ 22 years prior to small bowel capsule release.
Regulatory Classification
Identification
An ingestible telemetric gastrointestinal capsule imaging system is used for visualization of the small bowel mucosa as an adjunctive tool in the detection of abnormalities of the small bowel. The device captures images of the small bowel with a wireless camera contained in a capsule. This device includes an ingestible capsule (containing a light source, camera, transmitter, and battery), an antenna array, a receiving/recording unit, a data storage device, computer software to process the images, and accessories.
Special Controls
*Classification.* Class II (special controls). The special control is FDA's guidance, “Class II Special Controls Guidance Document: Ingestible Telemetric Gastrointestinal Capsule Imaging Systems; Final Guidance for Industry and FDA.”
Predicate Devices
Given PillCam Platform with PillCam SB Capsules, Given AGILE Patency System (K090557)
Reference Devices
NaviCam Capsule Endoscope System with NaviCam Stomach Capsule and NaviCam Tether (K221608)
NaviCam Xpress Stomach Capsule Endoscope System (K221608)
Submission Summary (Full Text)
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January 5, 2024
AnX Robotica Corporation Tim Thomas VP, Regulatory/Quality/Clinical 6010 W Spring Creek Parkway Plano, Texas 75024
### Re: K233229
Trade/Device Name: NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether Regulation Number: 21 CFR 876.1300 Regulation Name: Ingestible Telemetric Gastrointestinal Capsule Imaging System Regulatory Class: Class II Product Code: NEZ, QUN Dated: December 3, 2023 Received: December 6, 2023
Dear Tim Thomas:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (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).
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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 OS 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 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-reportingcombination-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.
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-device-safety/medical-device-reportingmdr-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/medicaldevices/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-device-advice-comprehensive-regulatoryassistance/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).
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Sincerely,
# Shanil P. Haugen -S
Shanil P. Haugen, Ph.D. Assistant Director DHT3A: Division of Renal, Gastrointestinal, Obesity and Transplant Devices OHT3: Office of GastroRenal, ObGyn, General Hospital and Urology Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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### Indications for Use
510(k) Number (if known) K233229
Device Name
NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether
Indications for Use (Describe)
The NaviCam Small Bowel (SB) Capsule Endoscopy System is intended for visualization of the small bowel mucosa. It may be used as a tool in the detection of abnormalities of the small bowel in adults and children from 2 vears of age.
The NaviCam Tether is an accessory of the NaviCam SB Capsule. It is intended to aid the capsule for visualizing the esophagus prior to the capsule's release into the gastrointestinal tract for a SB capsule endoscopy procedure in adults (≥ 22 years).
| Type of Use (Select one or both, as applicable) |
|-------------------------------------------------|
|-------------------------------------------------|
X. Prescription Use (Part 21 CFR 801 Subpart D)
| Over-The-Counter Use (21 CFR 801 Subpart C)
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NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether Section 6: 510(k) Summary v2
## 510(K) SUMMARY
NaviCam Small Bowel Capsule Endoscope System with NaviCam SB Capsule and NaviCam Tether
### 510(k) Number K233229
#### SUBMITTER 1.
Applicant's Name: AnX Robotica Corporation 6010 W. Spring Creek Parkway Plano, TX 75024 Phone: (469) 606-9495
Primary Contact: Tim Thomas, RAC VP, Regulatory/Quality/Clinical Phone: (770) 480-2911 Email: tim.thomas@anxrobotics.com
#### 2. DATE PREPARED 9/28/2023
- 3. DEVICE
| Trade Name: | NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether |
|----------------------|----------------------------------------------------------------------------------------------------------------------------------------|
| Classification Code: | Name: Ingestible telemetric gastrointestinal capsule imaging system<br>Product Codes: NEZ, QUN<br>Regulation No: 876.1300<br>Class: II |
Classification Panel: Gastroenterology/Urology
#### 4. PREDICATE DEVICES
Primary - Given PillCam Platform with PillCam SB Capsules, Given AGILE Patency System (K090557).
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Reference - NaviCam Capsule Endoscope System with NaviCam Stomach Capsule and NaviCam Tether, NaviCam Xpress Stomach Capsule Endoscope System (NaviCam Express Stomach System) with NaviCam Stomach Capsule and NaviCam Tether (K221608).
#### 5. DEVICE DESCRIPTION
The NaviCam Small Bowel Capsule Endoscopy System is an endoscopic capsule imaging system intended to obtain images of the small bowel. It is comprised of the following components:
- a. Capsule: The disposable, ingestible NaviCam Small Bowel Capsule is designed to acquire video images during the natural propulsion through the GI tract. The capsule transmits the acquired images via an RF communication channel to the NaviCam Data Recorder located outside the body.
- Data recorder: The Data Recorder is an external receiving/recording unit that receives b. and stores the acquired images from the capsule.
- ESView Software: The ESView is a software application for processing, analyzing, c. storing, and viewing the acquired images collected from the NaviCam Data Recorder to create a video of the images. The software also includes a reporting function to create detailed clinical reports and a capsule endoscopy atlas.
- Locator: The Locator is a handheld device that is used to turn the NaviCam Capsule d. on. It is also used for determining if the capsule is still in the body when the patient is not sure whether he/she expelled it.
- e. Tether: The NaviCam Tether is a disposable product, which serves as an accessory to the NaviCam SB Capsule to allow for examination of the esophagus prior to releasing the NaviCam SB Capsule into the small bowel.
#### 6. INDICATIONS FOR USE
The NaviCam Small Bowel (SB) Capsule Endoscopy System is intended for visualization of the small bowel mucosa. It may be used as a tool in the detection of abnormalities of the small bowel in adults and children from 2 years of age.
The NaviCam Tether is an accessory of the NaviCam SB Capsule. It is intended to aid the Capsule for visualizing the esophagus prior to the capsule's release into the gastrointestinal tract for a SB capsule endoscopy procedure in adults ( ≥ 22 years).
### 7. SUBSTANTIAL EQUIVALENCE Indications
The proposed indications for use of the NaviCam Small Bowel Capsule Endoscope System with NaviCam SB Capsule and NaviCam Tether are:
The NaviCam Small Bowel Capsule Endoscopy System is intended for visualization of the small bowel mucosa. It may be used as a tool in the detection of abnormalities of the small bowel in adults and children from two years of age.
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The NaviCam Tether is an accessory of the NaviCam SB Capsule. It is intended to aid the Capsule for visualizing the esophagus prior to the capsule's release into the gastrointestinal tract for a SB capsule endoscopy procedure in adults (≥22 years).
The first part of the indications for use of the NaviCam Small Bowel Capsule Endoscope System with NaviCam SB Capsule and NaviCam Tether are the exactly the same to the indications for use of the FDA clearance for the Given PillCam Platform with PillCam SB Capsules, Given AGILE Patency System (K090557):
The Given PillCam® Platform with the PillCam SB Capsules is intended for visualization of the small bowel mucosa. It may be used as a tool in the detection of abnormalities of the small bowel in adults and children from two vears of age.
The second part of the indications for use of the NaviCam Small Bowel Capsule Endoscope System with NaviCam SB Capsule and NaviCam Tether are the same as the second part of the indications for use of the FDA clearance NaviCam Capsule Endoscope System with NaviCam Stomach Capsule and NaviCam Tether, NaviCam Xpress Stomach Capsule Endoscope System (NaviCam Express Stomach System) with NaviCam Stomach Capsule and NaviCam Tether (K221608) except for clarifying small bowel instead of stomach as the next capsule endoscope procedure along with removing "not magnetically maneuvered" since the NaviCam SB capsule is not magnetically maneuvered:
The NaviCam Stomach Capsule is intended for visualization of the stomach of adults (>/=22 vears) with BMI < 38. The system can be used in clinics and hospitals, including ER settings.
The NaviCam Tether is an accessory of the NaviCam Stomach Capsule. It is intended to aid the Capsule for visualizing the esophagus (not magnetically maneuvered) prior to the Capsule's release into the stomach for a stomach capsule endoscopy (MCCE) procedure.
### Technological Characteristics
The technological characteristics of the NaviCam Small Bowel Capsule Endoscope System are equivalent to the Given PillCam Platform with PillCam SB Capsules. Both systems utilize a capsule to acquire images of the small bowel, transmit the images to a data recorder, and then process the images via a software program to create a video for physician review. The capsules are very similar in size and material.
The technological characteristics of the non-sterile pre-assembled SB NaviCam Tether are very similar to Stomach NaviCam Tether with the main differences being non-sterile vs. sterile and being pre-assembled vs. separate devices (capsule and tether being packaged separately).
The Given PillCam SB Capsule has been non-sterile since its original clearance over 20 years ago therefore has a long history with no sterility issues. Therefore, the NaviCam Small Bowel Capsule as a non-sterile capsule will be identical to the predicate device from a technology perspective.
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No changes to the equipment nor the software have been made, just the indication for use statement has been expanded, the change to non-sterile for the capsule, and the addition of the non-sterile pre-assembled NaviCam Tether accessory.
#### PERFORMANCE DATA 8.
### Clinical Experience
A summary of the clinical experience for children between the ages of 2 and 21 is shown in Table 1 below (publications included in Section 21).
| No. | Publication | # of Patients | Avg Age | Min Age | Max Age |
|----------------------------------|-----------------|---------------|---------|---------|---------|
| Current Publications (2011-2022) | | | | | |
| 1 | Oliva et al | 22 | 12.5 | 4 | 17 |
| 2 | Hijaz et al | 27 | 13.5 | 4 | 18 |
| 3 | Urs et al | 58 | 12.7 | 1 | 18 |
| 4 | Bass et al | 3 | 8 | 7 | 16 |
| 5 | Casciani et al | 60 | 14 | 6 | 18 |
| 6 | Cohen et al | 277 | 15 | 3.4 | 23 |
| 7 | Goldstein et al | 14 | 4.5 | 1 | 16 |
| 8 | Ohmiya et al | 364 | 8 | 1 | 15 |
| 9 | Cohen et al | 18 | 13.3 | 10 | 16 |
| Totals/Avg/Min/Max | | 843 | 11.3 | 1 | 23 |
| Meta Analysis (2001-2010) | | | | | |
| 10 | Cohen et al | 723 | 11.0 | 0.8 | 18 |
| Totals/Avg/Min/Max | | 1566 | 11.1 | 0.8 | 23 |
Table 1 - Summary of Clinical Publications
A meta-analysis entitled Use of Capsule Endoscopy in Diagnosis and Management of Pediatric Patients; Based on Meta-Analysis was published in 2011 by Cohen et al. It was a summary of published pediatric trials conducted between January 2001 and May 2010. These published trials were used to support the Given PillCam Platform with PillCam SB Capsules, Given AGILE Patency System (K090557) clearance.
There have been nine additional studies conducted on children since the meta-analysis. The total number of patients totals 843 vs. 723 in the meta-analysis thus providing a equivalent comparison. The average and range of ages is also very similar; (1) the average
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for the current data is 11.3 years old vs. 11.0 for the meta-analysis, and (2) the age range for the current data is 1-23 years old vs. 0.8-18 for the meta-analysis.
The company believes the clinical data confirms the original meta-analysis and confirms the use of small bowel capsule endoscopy in children to 2 years old. Since the PillCam SB Capsule and the NaviCam SB Capsule are essentially the same size, the clinical data proves that the NaviCam Small Bowel Capsule is safe for use in children. Therefore, the clinical data supports the indication for use expansion to 2 years old for the Capsule portion of the NaviCam SB Capsule Endoscope System with NaviCam SB Capsule and NaviCam Tether. The intended population for the tether is Adults > 22 years of age.
### Bench Testing
The NaviCam SB Capsule Endoscope System demonstrated compliance to the Special Controls in the previous submissions (K221590) and the hardware/software of the system has not changed but only the NaviCam Tether and the packaging. Bench testing confirms compliance with the Special Controls for the NaviCam Tether and the new packaging.
All the V&V tests of the NaviCam Small Bowel Capsule Endoscopy System with NaviCam SB Capsule and NaviCam Tether successfully met their acceptance criteria thus validating the performance of the system without raising any new safety or effectiveness concerns.
#### CONCLUSION 9.
The expansion of the indications for use does not affect the performance of its parent device, the NaviCam Small Bowel Endoscope System, and does not pose any new risks to the patient as demonstrated using the device in clinical settings.
The change from sterile to non-sterile does not affect the performance of its parent device. the NaviCam Small Bowel Endoscope System, and does not pose any new risks to the patient as demonstrated by over 20 years of utilizing a non-sterile small bowel capsule in clinical use and clinical trials.
The change to pre-assembled capsule and tether does not affect the performance of its parent device, NaviCam Capsule Endoscope System with NaviCam Stomach Capsule and NaviCam Tether, NaviCam Xpress Stomach Capsule Endoscope System (NaviCam Express Stomach System) with NaviCam Stomach Capsule and NaviCam Tether and does not pose any new risks to the patient. This change reduces risk by having a pre-assembled capsule and tether vs. having health care providers attach the capsule to the tether which is inherently more variable than the manufacturing process.
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.