K261633 · Affirm Medical Technologies II, LLC · CCK · Jul 14, 2026 · Anesthesiology
Device Facts
Record ID
K261633
Device Name
VisuBreath
Applicant
Affirm Medical Technologies II, LLC
Product Code
CCK · Anesthesiology
Decision Date
Jul 14, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 868.1400
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The VisuBreath is to provide a semi-quantitative visualization of the CO2 in the patient airway. It is an adjunct in patient assessment, to be used in conjunction with other methods to determine clinical signs and symptoms by or on the order of a physician. The VisuBreath has a visual indicator to visually detect the end of exhalation. For use up to 24 hours. For patients greater than 15 kg (33 lbs). Environment of Use - hospital, sub-acute, pre-hospital, transport. Prescription Use.
Device Story
VisuBreath is a disposable, colorimetric sticker applied to the interior of a patient face mask; used by healthcare providers to continuously monitor breathing in non-intubated patients. The device utilizes a pH-sensitive m-cresol red dye that undergoes a reversible chemical reaction upon exposure to CO2 in expired breath; changing from blue to yellow at a 2% CO2 threshold. This binary 'yes/no' visual cue allows clinicians to observe exhalation from a distance. The device serves as an adjunct to real-time clinical assessment; it does not contact mucosal tissue or enter the breathing circuit. It provides a non-invasive method to confirm the presence of exhaled CO2, aiding in patient monitoring during transport or clinical care. The device is intended for use up to 24 hours.
Clinical Evidence
No clinical data. Bench testing only. Performance evaluated via preconditioning/packaging validation (climatic, vibration, altitude, aging, leak), performance/life cycle testing (visual inspection, sticker weight, response time, oxygen reactivity), and summative usability/human factors testing. All units passed established pass/fail criteria.
Technological Characteristics
Materials: 3M medical-grade polyethylene films and acrylic adhesives; m-cresol red indicator dye. Sensing: pH-sensitive colorimetric chemical reaction. Form factor: Adhesive sticker for mask interior. Connectivity: None (standalone). Sterilization: Not specified. Software: None.
Indications for Use
Indicated for patients > 15 kg (33 lbs) requiring semi-quantitative CO2 visualization in the airway as an adjunct to clinical assessment. For use in hospital, sub-acute, pre-hospital, and transport settings. Contraindicated for mechanically ventilated patients who are not spontaneously breathing.
Regulatory Classification
Identification
A carbon dioxide gas analyzer is a device intended to measure the concentration of carbon dioxide in a gas mixture to aid in determining the patient's ventilatory, circulatory, and metabolic status. The device may use techniques such as chemical titration, absorption of infrared radiation, gas chromatography, or mass spectrometry.
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**FDA** U.S. FOOD & DRUG
ADMINISTRATION
July 14, 2026
Affirm Medical Technologies II, LLC
% Jenelle Mohan
Attorney, Regulatory Consultant
Jenelle N. Mohan, Esq
190 La Colina Dr.
Alamo, California 94507
Re: K261633
Trade/Device Name: VisuBreath
Regulation Number: 21 CFR 868.1400
Regulation Name: Carbon Dioxide Gas Analyzer
Regulatory Class: Class II
Product Code: CCK
Dated: May 17, 2026
Received: May 18, 2026
Dear Jenelle Mohan:
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.
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K261633 - Jenelle Mohan
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 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (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 ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
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
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K261633 - Jenelle Mohan
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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,
Bradley Q. Quinn -S
Bradley Quinn
Assistant Director
DHT1C: Division of Anesthesia,
Respiratory, and Sleep Devices
OHT1: Office of Ophthalmic, Anesthesia,
Respiratory, ENT, and Dental Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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| Indications for Use | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions. | | ? |
| Please provide the device trade name(s). | | ? |
| VisuBreath | | |
| Please provide your Indications for Use below. | | ? |
| The VisuBreath is to provide a semi-quantitative visualization of the CO2 in the patient airway. It is an adjunct in patient assessment, to be used in conjunction with other methods to determine clinical signs and symptoms by or on the order of a physician. The VisuBreath has a visual indicator to visually detect the end of exhalation. For use up to 24 hours. For patients greater than 15 kg (33 lbs). Environment of Use - hospital, sub-acute, pre-hospital, transport. Prescription Use. | | |
| Please select the types of uses (select one or both, as applicable). | Prescription Use (21 CFR 801 Subpart D)Over-The-Counter Use (21 CFR 801 Subpart C) | ? |
| Please select the age group(s) for which the device(s) is to be used. | Neonates/Newborns (Birth to < 29 days old)Infants (29 days old to < 2 years old)Children (2 years old to < 12 years old)Adolescents (12 years old to < 22 years old)Adults (22 years old and greater) | ? |
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# 510(k) Summary
(As required by 21 CFR 807.92)
Prepared on 2026-07-14
**510(k) Number:** K261633
Affirm Medical Technologies II, LLC
246 Sea View Avenue
Piedmont, CA 94610
Tel: (415) 314-6257
**Official Contact:** Brian Cain, MD
**Proprietary or Trade Name:** VisuBreath
**Common/Usual Name:** Carbon dioxide gas analyzer
**Classification Name:** Analyzer, Gas, Carbon-Dioxide, Gaseous-Phase
**Regulation Number:** 21 CFR 868.1400
**Product Code:** CCK
**Predicate Device:** K133540 - FLOCAP – CCK
## Device Description Summary:
VisuBreath is a sticker placed inside a patient mask, specifically designed to be used by healthcare providers for the continuous visualization of a patient’s breathing, by colorimetrically responding to the presence of carbon dioxide in the patient’s expired breath. The VisuBreath is a disposable, continuous color changing sticker that indicates a visual cue in the presence of carbon dioxide in expired breath. It allows the patient’s breathing to be observed from a distance. The VisuBreath sticker is intended for use on non-intubated patients, including adult and pediatric patients. The device is an adjunct to supplement the real-time clinical assessment of the patient and is to be used in conjunction with other methods to determine clinical signs and symptoms.
## Intended Use/Indications for Use:
The VisuBreath is to provide a semi-quantitative visualization of the CO2 in the patient airway. It is an adjunct in patient assessment, to be used in conjunction with other methods to determine clinical signs and symptoms by or on the order of a physician.
The VisuBreath has a visual indicator to visually detect the end of exhalation.
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For use up to 24 hours.
For patients greater than 15kg (33 lbs).
Environment of use - hospital, sub-acute, pre-hospital, transport.
Prescription Use.
# **Predicate Device Comparison:**
# **Indications for Use Comparison:**
The Indications for Use for the VisuBreath are the same as for the predicate device: the Maxtec FLOCAP.
# **Technological Comparison:**
The subject device, the VisuBreath, has similar intended use, operating principles and technological characteristics as the predicate device: the Maxtec FLOCAP.
Summary of Indication for Use, Intended Use and Principles of Operation:
The Indications for Use, duration of use, environment for use and patient populations are identical. Both devices share the same fundamental Indications for Use being a semi-quantitative visual indication of exhaled CO2. The principles of operation are the same; a colorimetric, pH sensitive dye is used for detecting the presence of CO2 and the amount. Where they differ is in the route of use. The predicate is used in-line airway, whereas the subject device is external to the airway and placed on the interior of a mask making its contact indirect with the patient airway. The contraindications for the subject device include that it is not to be used for patients who are mechanically ventilated and are not spontaneously breathing. The predicate also has limitations on how it can be used with those who are intubated and as such any difference between the contraindications does not affect the function, effectiveness or safety of the subject device. The differences in contraindications further emphasize that the subject device is less invasive it is to be used on those patients not needing to be mechanically ventilated.
Summary of Technology:
Material Equivalence: All materials used in the VisuBreath CO2 Detection Sticker are either identical or materially equivalent to those in the predicate device. The use of 3M medical-grade polyethylene films and acrylic adhesives introduces no new materials of unknown biocompatibility. Each constituent is well-established in FDA-cleared respiratory and skin-contact devices, and the indicator chemistry (m-cresol red) is widely used for CO2 colorimetric detection.
Technological Device Differences: The subject device's technological characteristics, where the CO2 in the expired breath creates a reversible chemical reaction on the pH sensitive media which changes the optical characteristics of that media, is similar to the predicate. There are a few differences between the predicate and subject device as follows:
The subject device changes in color from blue to yellow in the presence of CO2, whereas the predicate changes from purple to yellow in the presence of CO2. The resulting different colors to
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show the presence of CO2 does not affect the device's safety or effectiveness. The predicate device registers multiple gradations of CO2 (0–1%, 1–2%, and >5%) to offer a visual scale, where as the subject device is binary in its CO2 detection, providing a "yes/no" colorimetric response at a threshold of 2% CO2, ("Yes" exhalation is detected or "No" exhalation detected). This design difference does not affect the safety or efficacy of the subject device for its intended purpose, because both devices rely on the same underlying colorimetric chemistry.
The noted difference in levels of CO2 indicated is due to the fact that the subject device is binary in its CO2 detection, providing a "yes/no" colorimetric response at a threshold of 2% CO2, ("Yes" exhalation is detected or "No" exhalation detected). The predicate device displays multiple gradations (0–1%, 1–2%, and >5%) to offer a visual scale. This design difference does not affect the safety or efficacy of the subject device for its intended purpose, confirmation of exhalation, because both devices rely on the same underlying colorimetric chemistry (pH change of sulfonephthalein dye in response to CO2 hydration). The binary design aligns with the intended use of the VisuBreath CO2 Detection Sticker: to provide a visual indication of exhaled CO2 in spontaneously breathing patients using a face mask.
According to published data, the average concentration of CO2 in human exhaled breath is between 4% and 5%, while ambient air contains approximately 0.04% CO2 (Pleil JD, Ariel Geer Wallace M, Davis MD, Matty CM. "The physics of human breathing: flow, timing, volume, and pressure parameters for normal, on-demand, and ventilator respiration." J Breath Res. 2021 Sep 27;15(4):10.1088/1752-7163/ac2589. doi: 10.1088/1752-7163/ac2589. PMID: 34507310; PMCID PMC8672270). Because the subject device activates at approximately 2% CO2, it operates well below the physiologic range of exhaled CO2 and well above ambient levels.
Therefore, false-positive readings (color change without exhalation) and false-negative readings (failure to change color during exhalation) are not expected under any clinically relevant conditions. Bench testing confirmed that at flow rates up to 10 L/min, the transition from colorless to yellow occurs reliably and more rapidly with increasing flow due to CO2 exchange dynamics. Across all tested flow rates, the device demonstrated consistent activation without any false-negative or false-positive events. Thus, while the predicate provides tiered quantitative gradations, the subject device provides a binary indication at a physiologically conservative threshold. This performance fully supports its intended use and raises no new questions of safety or efficacy relative to the predicate device.
The predicate device has a spinner/vane to visualize when there is expiratory flow. The subject device does not have a spinner/vane to visualize expiratory flow. The exclusion of a spinner/vane does not affect the subject device's performance as a semi-quantitative visualization of the presence of CO2 in the expired airstream as the visible color change indicates whether CO2 is present in the exhaled airstream.
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The subject device is a sticker adhered directly to the interior of a clear oxygen mask as opposed to being attached to an endotracheal tube. The location of the device in the mask does not affect the function, effectiveness or safety of the subject device in comparison to the predicate.
Summary of Safety and Efficacy Considerations:
The subject device does not contact mucosal tissue or enter the breathing circuit. Therefore the risk profile is lower than the predicate. The materials in the subject device are identical or materially equivalent to the predicate and are limited to externally applied polymer films and adhesives that meet ISO 10993 criteria for skin contact. There is no energy source, moving parts or alteration of the inhalation pathway introduced by the subject device.
Biocompatibility and Performance Testing further supports the safety of the subject device. The materials utilized in the subject device are similar to the predicate and both have similar indirect patient contact. For the predicate, gas passes around the media and does not have to go through, similar to the subject detector sticker. The predicate's materials were evaluated and tested in the final, finished form and found to meet ISO 10993-1 testing for cytotoxicity, sensitization, and intracutaneous reactivity. The same tests have been performed on the subject device. In addition, we have performed gas emission VOC and PM2.5 testing on the predicate device and the device was found to meet ISO 18562. Through the bench testing, as well as the comparative specifications, he subject device was found to be similar to the predicate. Full performance testing was completed on the subject device, including testing for shelf-life, color change response time, leakage, anti-fog, packaging integrity, operational environment, usability, duration of use, burst pressure, oxygen reactivity and biocompatibility (mentioned above).
Efficacy: Both devices rely on the same chemical indicator reaction (pH shift of m-cresol red due to CO2 hydration). The sensing principle, color change visibility, and response time remain substantially equivalent for the intended semi-quantitative purpose. The open-air, interior mask mounted configuration does not alter the fundamental detection chemistry.
Substantial Equivalence Conclusion:
Testing and comparison to the predicate has demonstrated that the proposed subject device can be found substantially equivalent and any differences do not raise different issues of safety and effectiveness between the two devices. Design verification/validation testing demonstrates that the subject device has similar technological characteristics compared to the predicate Maxtec FLOCAP. The VisuBreath CO2 Detection Sticker utilizes equivalent materials, operates by the same detection mechanism and poses equal or lower patient risk relative to the predicate device.
# Non-clinical Testing Summary & Conclusions:
The non-clinical testing was comprised of a variety of bench tests used to evaluate device performance, as well as a user validation test to evaluate usability. The tests were broken up into three categories. Preconditioning and packaging validation, performance and life cycle testing, and usability/human factors testing. The tests performed were as follows:
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Preconditioning and packaging validation:
- Climatic conditioning, Vibration under compressive load, High altitude, Vibration without compressive load, Accelerated aging, and Gross leak detection.
Performance and life cycle testing:
Visual Inspections, Pouch peel strength, Detector sticker weight, Detector sticker performance over time, Detector sticker color change and visibility and Detector sticker oxygen reactivity.
Usability/human factors testing:
- Design Validation and Summative Usability study.
Test methods and pass/fail criteria were based on product performance specifications. The performance specifications were based largely on the predicate device; therefore, we believe that these tests will be conclusive in determining substantial equivalence to the predicate device in regard to the safety and efficacy of the device.
No clinical testing/data was generated in support of this submission, therefore this section is not applicable.
All test units passed all bench top performance tests as well as user validation testing. Based on these results we have determined that the subject device is as safe, as effective, and performs as well as or better than the predicate device.
### **Substantial Equivalence Comparison**
Through performance testing, design and features, and non-clinical testing it has been demonstrated that the proposed device and predicate have been found to be substantially equivalent.
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.