K213344 · BTL Industries, Inc. · GEI · Jan 5, 2022 · General, Plastic Surgery
Device Facts
Record ID
K213344
Device Name
BTL-899A
Applicant
BTL Industries, Inc.
Product Code
GEI · General, Plastic Surgery
Decision Date
Jan 5, 2022
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4400
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
BTL-899A is indicated to be used for: Non-invasive lipolysis (breakdown of fat) of the abdomen. Reduction in circumference of the abdomen. Non-invasive lipolysis (breakdown of fat) of the thighs. Reduction in circumference of the thighs. BTL-899A is intended for use with skin type I - VI. Non-invasive lipolysis (breakdown of fat) of the upper arms limited to skin types II and III and BMI 30 and under.
Device Story
BTL-899A is a non-invasive therapeutic device for fat reduction; combines bipolar radiofrequency (RF) and electromagnetic stimulation. System consists of console with touch-screen interface and two applicators for hands-free simultaneous treatment. Operator sets therapy parameters via screen; device monitors time and parameters; includes emergency stop. Used in clinical settings by trained operators. RF energy (27.12 MHz) and electromagnetic pulses induce lipolysis; clinical evidence supports efficacy for upper arms via fat thickness reduction. Benefits include non-invasive fat breakdown and circumference reduction with high patient satisfaction and comfort.
Clinical Evidence
Single-arm, open-label clinical study (n=40) evaluated non-invasive lipolysis of upper arms. Primary endpoint: correct identification of pre-treatment vs. 3-month follow-up images by ≥2 of 3 blinded evaluators. Trial met primary endpoint (>75% success rate). Secondary endpoints: safety, patient satisfaction (94% at 1 month, 97% at 3 months), and comfort (all subjects found therapy comfortable).
Technological Characteristics
System console with bipolar RF (27.12 MHz, 60W max) and electromagnetic stimulation. Applicators (AP-C-1, AP-C-2, AP-C-4/5) feature magnetic coils. Biphasic, sinusoidal waveform; pulse rate 1-150 Hz. Class II, BF electrical protection. Touch-screen interface. Complies with IEC 60601-1, IEC 62304, ISO 14971, ISO 10993-1/5/10.
Indications for Use
Indicated for non-invasive lipolysis and circumference reduction of abdomen and thighs (skin types I-VI) and upper arms (skin types II-III, BMI ≤ 30).
Regulatory Classification
Identification
An electrosurgical cutting and coagulation device and accessories is a device intended to remove tissue and control bleeding by use of high-frequency electrical current.
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Image /page/0/Picture/0 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health & Human Services logo. To the right of that is the FDA logo, which consists of the letters "FDA" in a blue square, followed by the words "U.S. FOOD & DRUG ADMINISTRATION" in blue text.
January 5, 2022
BTL Industries Inc. David Chmel VP of Operations 362 Elm Street Marlborough, Massachusetts 01752
Re: K213344
Trade/Device Name: BTL-899A Regulation Number: 21 CFR 878.4400 Regulation Name: Electrosurgical Cutting and Coagulation Device and Accessories Regulatory Class: Class II Product Code: GEI Dated: November 5, 2021 Received: November 9, 2021
Dear David Chmel:
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. 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 located 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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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 803) for devices or postmarketing safety reporting (21 CFR 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 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531 -542 of the Act); 21 CFR 1000-1050.
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 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).
Sincerely.
Long Chen, Ph.D. Assistant Director DHT4A: Division of General Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K213344
Device Name BTL-899A
Indications for Use (Describe)
BTL-899A is indicated to be used for:
Non-invasive lipolysis (breakdown of fat) of the abdomen. Reduction in circumference of the abdomen. Non-invasive lipolysis (breakdown of fat) of the thighs. Reduction in circumference of the thighs. BTL-899A is intended for use with skin type I - VI. Non-invasive lipolysis (breakdown of fat) of the upper arms limited to skin types II and III and BMI 30 and under.
| 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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Image /page/3/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of a geometric design on the left and the text "BTL Industries" on the right. The geometric design is made up of three squares, each nested inside the other. The text "BTL Industries" is written in a sans-serif font.
# 510(k) Summary
#### General Information
| Sponsor: | BTL Industries, Inc.<br>362 Elm Street<br>Marlborough, MA 01752<br>Tel: +1-866-285-1656<br>Fax: +1-888-499-2502 |
|-----------------------------|-----------------------------------------------------------------------------------------------------------------|
| Applicant: | BTL Industries, Inc.<br>362 Elm Street<br>Marlborough, MA 01752<br>Tel: +1-866-285-1656<br>Fax: +1-888-499-2502 |
| Contact Person: | David Chmel<br>BTL Industries, Inc.<br>chmel@btlnet.com |
| Summary Preparation<br>Date | January 5th, 2022 |
#### Device Name
| Trade/Proprietary Name: | BTL-899A |
|------------------------------|-------------------------------------------------------------|
| Primary Classification Name: | Electrosurgical, Cutting & Coagulation Device & Accessories |
| Classification Regulation: | 878.4400, Class II |
| Classification Product Code: | GEI |
## Legally Marketed Predicate Device
The BTL-899A is a state-of-the-art high-frequency energy device with accessories and is substantially equivalent to the current product that is already cleared for distribution in the USA under the following 510(k) Premarket Notification numbers:
- . BTL-899 FP (K211107)
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Image /page/4/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of two parts: a geometric symbol on the left and the text "BTL Industries" on the right. The geometric symbol is made up of three nested squares, each rotated 45 degrees. The text "BTL Industries" is written in a sans-serif font and is gray in color.
## Product Description
The BTL-899A is a non-invasive therapeutic device.
BTL-899A consists of a main unit and applicators. The main unit is equipped with a color touch screen that makes the device easy to use. The on-screen information guides the Operator through the entire therapy procedure. The therapeutic parameters are easily set using the touch screen. During therapy, the screen displays information about the remaining therapy time and other therapy parameters. The device is equipped with an emergency button to terminate the therapy. The two outputs (applicators) of the device enable hands-free simultaneous treatment.
#### Indications for Use
BTL-899A is indicated to be used for:
- Non-invasive lipolysis (breakdown of fat) of the abdomen. ●
- . Reduction in circumference of the abdomen.
- Non-invasive lipolysis (breakdown of fat) of the thighs.
- Reduction in circumference of the thighs. ●
- BTL-899A is intended for use with skin types I - VI.
- Non-invasive lipolysis (breakdown of fat) of the upper arms limited to skin types II and III and ● BMI 30 or under.
#### Non-clinical Testing (Performance, Bench Testing)
The BTL-899A device has been thoroughly evaluated for electrical safety. The device has been found to comply with the following applicable medical device safety standards:
| IEC 60601-1 | Medical electrical equipment - Part 1: General requirements for basic safety<br>and essential performance |
|--------------|---------------------------------------------------------------------------------------------------------------|
| IEC 62304 | Medical device software - Software life cycle processes |
| ISO 14971 | Medical devices – Application of risk management to medical devices |
| ISO 10993-1 | Biological evaluation of medical devices – Part 1: Evaluation and testing within<br>a risk management process |
| ISO 10993-5 | Biological evaluation of medical devices - Part 5: Tests for in vitro cytotoxicity |
| ISO 10993-10 | Biological evaluation of medical devices – Part 10: Tests for irritation and skin<br>sensitization |
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Image /page/5/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of three interlocking squares, with the letters "BTL" inside the leftmost square. To the right of the squares is the text "BTL Industries" in a simple, sans-serif font. The color of the logo and text is a dark gray or blue-gray.
## Clinical Testing
BTL Industries conducted a clinical investigation in order to study the effect of the device for non-invasive lipolysis on human arms.
The primary objective of the study was to gather clinical evidence that the BTL-899 device, equipped with applicator 899-AP-C-2, is capable of inducing non-invasive lipolysis on human upper arms. Correct identification of pre-treatment and 3-months follow-up images by at least two out of three independent blinded evaluators had to be reported.
The secondary objectives of the study were to evaluate the safety of the BTL-899 device for non-invasive lipolysis (breakdown of fat) of the upper arms as well as to assess the participants' satisfaction from the therapy and how comfortable it was. Statistically significant reduction of upper arms fat thickness had to be observed.
The clinical investigation used a single-arm, open-label, interventional design. Forty (40) participants received treatments with the study device and were examined at 1-month and 3-month follow-up intervals.
All three blinded evaluators correctly recognized the pre-/post treatment images with more than 75% success rate and thus the trial meets its primary efficacy endpoint.
The overall satisfaction with the study treatment was 94% and 97% of the participants satisfied with their result at 1-month and 3-months follow-ups, respectively. Furthermore, all the subjects found the therapy comfortable with seven reporting weak pain while 33 reporting no pain at all.
The treatment with the BTL-899 device has shown to be both effective and safe for non-invasive lipolysis and fat thickness reduction of upper arms.
#### Technological Characteristics
The BTL-899A device has the same intended use and identical technological characteristics and principles of operation to its predicate device. The BTL-899A device and its predicate are comprised of a system console and applicator(s). The system console consists of the generators, computer, and the touch-screen control panel.
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Image /page/6/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of a blue geometric shape on the left and the text "BTL Industries" on the right. The geometric shape is made up of three squares that are nested inside each other. The text is in a dark gray sans-serif font.
The mechanism of action and technological similarities and differences between the BTL-899 FP device and the predicate device are described below in the comparison table. The differences do not raise any new types of safety or effectiveness questions.
## Comparison with the Predicate Device
| 510(k) number | Not assigned | K211107 | Significant |
|-------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------|
| Device name | BTL-899A | BTL-899 FP | Difference |
| Company name | BTL Industries, Inc. | BTL Industries, Inc. | |
| Product Code<br>and Regulation | General & Plastic Surgery<br>21 CFR 878.4400<br>GEI - Electrosurgical, Cutting &<br>Coagulation & Accessories | General & Plastic Surgery<br>21 CFR 878.4400<br>GEI - Electrosurgical, Cutting &<br>Coagulation & Accessories | None |
| Indications for Use | BTL-899A is indicated to be used<br>for:<br>• Non-invasive lipolysis<br>(breakdown of fat) of the<br>abdomen.<br>• Reduction in circumference of<br>the abdomen<br>• Non-invasive lipolysis<br>(breakdown of fat) of the<br>thighs.<br>• Reduction in circumference of<br>the thighs.<br>• BTL-899A is intended for use<br>with skin types I - VI.<br>• Non-invasive lipolysis of the<br>upper arms limited to skin<br>types II and III and BMI 30 or<br>under. | BTL-899 FP is indicated to be<br>used for:<br>• Non-invasive lipolysis<br>(breakdown of fat) of the<br>abdomen.<br>• Reduction in circumference of<br>the abdomen<br>• Non-invasive lipolysis<br>(breakdown of fat) of the<br>thighs.<br>• Reduction in circumference of<br>the thighs.<br>• BTL-899 FP is intended for<br>use with skin types I - VI. | Not<br>significantly<br>different |
| Basic Technology | The system combines bipolar<br>radiofrequency with<br>electromagnetic stimulation. | The system combines bipolar<br>radiofrequency with<br>electromagnetic stimulation. | None |
| Clinical Use | Prescription use | Prescription use | None |
| Electrical<br>Protection | Class II, BF | Class II, BF | None |
| User Interface | Touch screen | Touch screen | None |
| Firmware<br>Controlled | Yes | Yes | None |
| Number of output<br>channels | 2 | 2 | None |
| RF Type | bipolar | bipolar | None |
| Max. RF Power | 60 W (2x30 W) | 60 W (2x30 W) | None |
| RF Frequency | 27.12 Mhz | 27.12 Mhz | None |
| Number of<br>Magnetic coils in<br>the Applicators | 1 | 1 | None |
| Magnetic Field<br>Intensity (on the<br>coil surface) | AP-C-1 - 0.5 to 1.8 T<br>AP-C-2 - 0.7 to 2.0 T<br>AP-C-4/5 - 0.35 to 1.3 T | AP-C-1 - 0.5 to 1.8 T | Not significantly<br>different |
| Pulse Repetition<br>Rate - supported<br>by the device | 1 - 150 Hz | 1 – 150 Hz | None |
| Pulse Duration | AP-C-1 - 280 µs ± 20% µs<br>AP-C-2 - 190 µs ± 20% µs<br>AP-C-4/5 - 260 µs ± 20% µs | AP-C-1 - 280 µs ± 20% µs | Not significantly<br>different |
| Waveform | Biphasic | Biphasic | None |
| Shape | Sinusoidal | Sinusoidal | None |
| Temperature<br>Sensor | Yes | Yes | None |
| Selection of<br>parameters<br>(Intensity, Time) | Yes | Yes | None |
| Application | Hands-free, applicator fixed by<br>fixation belt | Hands-free, applicator fixed by<br>fixation belt | None |
| Therapy Time | Up to 30 min | Up to 30 min | None |
| Energy Source | 100 - 240 V AC, 50-60 Hz | 100 - 240 V AC, 50-60 Hz | None |
| System<br>Dimensions<br>(W×H×D) | 23 x 39 x 29 in<br>(592 x 985 x 730 mm) | 23 x 39 x 29 in<br>(592 x 985 x 730 mm) | None |
| System Weight | 85 kg | 85 kg | None |
| Operating Ambient Temperature | +10°C to +30°C | +10°C to +30°C | None |
| Operating Relative Humidity | 30% to 75% | 30% to 75% | None |
| Environmental Specifications | For indoor use only | For indoor use only | None |
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Image /page/7/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of three interconnected squares, with the letters "BTL" inside the leftmost square. To the right of the square logo is the text "BTL Industries" in a simple, sans-serif font. The logo and text are in a dark gray color.
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Image /page/8/Picture/0 description: The image shows the logo for BTL Industries. The logo consists of three blue squares, each nested inside the other, with the letters "BTL" in white inside the innermost square. To the right of the squares is the text "BTL Industries" in a dark gray sans-serif font. The logo is simple and modern, and the use of blue and gray gives it a professional look.
## Substantial Equivalence
The BTL-899A device has expanded indications for use to include lipolysis of the arms, which is based on positive results from clinical testing.
The BTL-899A device has a new applicator, AP-C-4 and AP-C-5, which is technologically equivalent to the previously approved AP-C-1 but with an improved shape to cover a larger area of the abdomen.
The predicate device BTL-899FP (K211107) and the proposed device are with identical mechanisms of action and technoloqy.
The safety of the device has been evaluated and no new risks have been identified.
Therefore these differences do not raise any new questions of safety or effectiveness.
## Conclusion
Based upon the intended use and the known technical and clinical data provided in this pre-market notification, the BTL-899A device has been shown to be substantially equivalent to the currently marketed 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.