K202788 · Carci Industria E Comercio DE Aparelhos Cirurgicos E Orto · IMI · Dec 23, 2021 · Physical Medicine
Device Facts
Record ID
K202788
Device Name
Sonomed IV, Sonomed V
Applicant
Carci Industria E Comercio DE Aparelhos Cirurgicos E Orto
Product Code
IMI · Physical Medicine
Decision Date
Dec 23, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 890.5300
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
Therapeutic Ultrasound - Pain relief - Reduction of muscle spasms - Localized increase in blood flow - Increase range of motion of contracted joints using heat and stretch techniques
Device Story
Sonomed IV and Sonomed V are ultrasonic diathermy devices used in clinical settings by therapists. The device generates ultrasound energy via a piezoelectric crystal (PZT) housed in a treatment head (applicator). The therapist applies the head to the patient's body using a contact gel. The device transforms electrical energy into mechanical ultrasonic beams, which are absorbed by tissues and converted into deep heat. This thermal effect increases microcirculation, reduces pain perception, decreases inflammatory activity, and aids tissue recovery. The device operates at 1 MHz or 3.3 MHz frequencies, with higher frequencies targeting more superficial tissues. The therapist controls treatment parameters, including intensity and mode (pulsed or continuous), to achieve therapeutic goals. The device is intended to improve patient outcomes by facilitating joint mobility and reducing musculoskeletal discomfort.
Clinical Evidence
No clinical data were included in this submission. Substantial equivalence is supported by bench testing, including electrical safety (IEC 60601-1), electromagnetic compatibility (IEC 60601-1-2), and performance testing for ultrasonic physiotherapy equipment (IEC 60601-2-5).
Technological Characteristics
Class II medical electrical equipment, Type BF. Uses PZT (Zirconia ceramic) piezoelectric crystals for ultrasound generation. Operates at 1 MHz and 3.3 MHz. Features include pulsed/continuous modes, 0.1-3.0 W/cm² intensity, and collimated beam output. Powered by 100-240V AC. Complies with IEC 60601-1, IEC 60601-1-2, IEC 60601-2-5, IEC 62304, and ISO 10993-1.
Indications for Use
Indicated for patients requiring therapeutic ultrasound for pain relief, reduction of muscle spasms, localized increase in blood flow, and increased range of motion of contracted joints via heat and stretch techniques.
Regulatory Classification
Identification
An ultrasonic diathermy for use in applying therapeutic deep heat for selected medical conditions is a device that applies to specific areas of the body ultrasonic energy at a frequency beyond 20 kilohertz and that is intended to generate deep heat within body tissues for the treatment of selected medical conditions such as relief of pain, muscle spasms, and joint contractures, but not for the treatment of malignancies.
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December 23, 2021
Carci Industria E Comercio De Aparelhos Cirurgicos E Orto % Bruno Milhoci Regulatory Affairs Specialist PR Servicos Regulatorios Administrativos Ltda Rua Alice Aem Saadi, 855/ 2404 Ribeirao Preto, SP 14096-570 Brazil
Re: K202788
Trade/Device Name: Sonomed IV, Sonomed V Regulation Number: 21 CFR 890.5300 Regulation Name: Ultrasonic Diathermy Regulatory Class: Class II Product Code: IMI Dated: February 19, 2021 Received: February 19, 2021
Dear Bruno Milhoci:
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.
for Amber Ballard, PhD Assistant Director, Neurodegenerative Devices Team DHT5B: Division of Neuromodulation and Physical Medicine Devices OHT5: Office of Neurological and Physical Medicine 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) K202788
Device Name Sonomed IV Sonomed V
Indications for Use (Describe)
- Therapeutic Ultrasound
- Pain relief
- Reduction of muscle spasms
- Localized increase in blood flow
- Increase range of motion of contracted joints using heat and stretch techniques
| 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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# Sonomed IV / Sonomed V
# 510(k) Summary
## Administrative information
| Sponsor | CARCI Indústria e Comércio de Aparelhos<br>Cirúrgicos e Ortopédicos Ltda.<br>R. Padre Machado, 82–<br>São Paulo – SP – Brazil<br>Telephone: +55 (11) 5621 2791 |
|-----------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Contact Person and Preparer | Bruno Milhoci de Souza<br>Regulatory Affairs Specialist<br>Passarini Regulatory Affairs<br>E-Mail: bruno@rapassarini.com.br<br>Telephone + 55 (16) 3421 8488 |
| Data Prepared | SEPT-15-2020 |
| DEVICE NAME AND CLASSIFICATION | |
| Trade/ Proprietary Name | Sonomed V and Sonomed IV |
| Common Name | Ultrasonic Therapy |
| Primary Classification Name | Ultrasonic Diathermy for Use In Applying<br>Therapeutic Deep Heat |
| Primary Classification regulation | 21 CFR 890.5300 |
| Primary Product Code | IMI |
| Classification Panel | Physical Medicine |
| Reviewing Branch | Physical Medicine |
| PREDICATE DEVICE INFORMATION | |
| Predicate Manufacturer | Ibramed |
| Predicate Trade Name | Sonopulse |
| Predicate 510(k) | K130888 |
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Indications For Use
Therapeutic Ultrasound:
- Pain relief
- Reduction of muscle spasms
- Localized increase in blood flow
- Increase range of motion of contracted joints using heat and stretchtechniques
Subject Device Description
The SONOMED apparatus is ultrasound equipment for therapy, which has been developed in accordance with the safety standards IEC 60601-2 and IEC 60601-2 and IEC 60601-2-5, class II, type BF, which makes it a safe apparatus of high reliability for the therapist and the patient.
SONOMED is medical electric equipment which provides therapeutic ultrasound treatment. Ultrasound is a mechanic stimulus directed to the body through ultrasonic beam emitted by a transducer/applicator, better known as head. This ultrasound is produced in the head through a piezoelectric crystal and is transmitted to the body through the aluminum surface of the head and a contact agent (gel). Depending on how the ultrasound beam passes through the tissues, its energy is gradually and selectively absorbed being transformed into heat, among other effects. This increase in temperature causes biological changes in the tissues as for instance increase in micro circulation, a reduced perception of pain, a reduction in inflammatory activity and an increase in the reestablishing rate of delicate tissues. The higher the ultrasound frequency, the more superficial will be its absorption.
CARCI Indústria e Comércio de Aparelhos Cirúrgicos e Ortopédicos Ltda.
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### Technological Characteristics
Ultrasound in physiotherapy has successfully and efficiently been used in orthopedics and traumatology for quite a long time.
With this background, Carci developed state-of-the-art ultrasound equipment with multifrequency transducer in 1 MHz and 3 MHz for precise and adequate treatment, in conformity with the type of tissue involved.
| | ﮐ | anic | 5.1 | |
|--|---|------|-----|--|
| | | | | |
| | K number/<br>Manufacturer | Indications for use statement |
|------------------|---------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Subject Device | Carci | Therapeutic Ultrasound<br>- Pain relief<br>- Reduction of muscle spasms<br>- Localized increase in blood flow<br>- Increase range of motion of contracted<br>joints using heat and stretch techniques |
| Predicate device | K130888<br>Ibramen | Therapeutic Ultrasound<br>- Pain relief<br>- Reduction of muscle spasms<br>- Localized increase in blood flow<br>- Increase range of motion of contracted<br>joints using heat and stretch techniques |
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# Table 5.2 SE comparison
| Trade Name | Subject Device | | Predicate Device | Equivalent discussion |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------|
| information/<br>Manufacturer | Sonomed IV<br>Carci | Sonomed V<br>Carci | K130888/ Sonopulse<br>Ibramed | |
| Regulation Number | 890.5300 | 890.5300 | 890.5300 | Same |
| Indications For Use | Therapeutic<br>Ultrasound<br>- Pain relief<br>- Reduction of muscle<br>spasms<br>- Localized increase in<br>blood flow<br>- Increase range of<br>motion of contracted<br>joints using heat and<br>stretch techniques | Therapeutic<br>Ultrasound<br>- Pain relief<br>- Reduction of muscle<br>spasms<br>- Localized increase in<br>blood flow<br>- Increase range of<br>motion of contracted<br>joints using heat and<br>stretch techniques | Therapeutic Ultrasound<br>- Pain relief<br>- Reduction of muscle<br>spasms<br>- Localized increase in<br>blood flow<br>- Increase range of<br>motion of contracted<br>joints using heat and<br>stretch techniques | Same |
| Product Code | IMI | IMI | IMI | The subject device<br>and the predicate<br>has the same<br>classification of the<br>ultrasound, but the<br>predicate has<br>mode<br>functions |
| Console/Generator<br>Dimensions (L x W x H<br>cm) | 31 x 18 x 6 | 31 x 18 x 6 | Not available | Equivalent |
| Treatment Head<br>Dimensions (L x W x H<br>cm) | 15 cm x 5 cm x 4 cm | 15 cm x 5 cm x 4 cm | Not available | Equivalent |
| Console/Generator<br>Weight (kg) | 1.2 Kg | 1.2 Kg | Not available | Equivalent |
| Treatment Head<br>Weight (kg) | 252 Grams | 252 Grams | Not available | Equivalent |
| Power Supply | 100 - 240V 50/60Hz | 100 - 240V 50/60Hz | (AC Line) 100-240V<br>~50/60Hz | Same |
| Leakage Current | 49 μA (Normal)<br>86 µA (single fault) | 49μA (Normal)<br>86 µA (single fault) | Not available | Equivalent |
| Crystal Material | PZT | PZT | Not available | Equivalent |
| Technology of<br>ultrasound generation | Piezoelectric | Piezoelectric | Piezoelectric | Same |
| Treatment Mode(s) | Pulsed, continuous | Pulsed, continuous | Pulsed, continuous | Same |
| Beam Type (collimated<br>or divergent) | Collimated | Collimated | Pulsed, continuous | Same |
| Transducer Diameter<br>(cm) | 5cm² = 2,52cm | 5cm² = 2,52cm | 7cm² = 2,98 cm | Equivalent |
| Acoustic Working<br>Frequency and<br>Accuracy (MHz) | 1MHZ± 5%<br>3.3MHz± 5% | 1MHZ± 5%<br>3.3MHz± 5% | 1MHZ± 5%<br>3.3MHz± 5% | Frequencies of the<br>devices are similar<br>within the error<br>margin. All the<br>frequencies are<br>covered by the |
| | | | | regulation number<br>890.5300 |
| Effective Radiating<br>Area and Accuracy<br>(cm2) | 3,2 cm² ±10% | 3,2 cm² ±10% | Not available | The effective area<br>of all products are<br>similar |
| Beam Nonuniformity<br>Ratio (not to exceed<br>8*) and Accuracy | 2.8:1 | 2.8:1 | Not available | Similar. |
| Output Mode:<br>(Continuous<br>Wave/Amplitude -<br>Modulated Wave) | Continuous<br>Pulsed | Continuous<br>Pulsed | Continuous<br>Pulsed | Same |
| Maximum Timer<br>Setting and Accuracy<br>(not to exceed 30<br>min*) | 20 minutes | 20 minutes | 30 minutes | The subject device<br>has a lower<br>treatment time. |
| Beam Maximum<br>Intensity and Accuracy<br>(W/cm2) | 0,1 to 2,0 W/cm²<br>(continuous mode)<br>0,1 to 3,0 W/cm²<br>(Pulsed) | 0,1 to 2,0 W/cm²<br>(continuous mode)<br>0,1 to 3,0 W/cm²<br>(Pulsed) | Not available | Similar. |
| Maximum Value of the<br>Output Power (Rated<br>Output Power) and<br>Accuracy (W) | 6,4W ± 20% | 6,4W ± 20% | Not available | The maximum<br>power of the<br>predicate is higher<br>but the Beam<br>maximum<br>intensity is the<br>same 2.0w/cm²<br>for the continuous<br>mode. |
| Maximum Value of the<br>Effective Intensity and<br>Accuracy (Not to<br>exceed 3 W/cm2 *) | 0,1 to 2,0 W/cm²<br>(continuous mode)<br>0,1 to 3,0 W/cm²<br>(Pulsed) | 0,1 to 2,0 W/cm²<br>(continuous mode)<br>0,1 to 3,0 W/cm²<br>(Pulsed) | Not available | Similar. |
| Peak Temperature<br>Rise vs. Time and<br>Tissue Depth to<br>Maximum Treatment<br>Time (for fixed<br>Treatment Head<br>Placement) (deg C) | Head in the air<br>Elevation of<br>temperature raise 18<br>ºC for 20 minutes, 1<br>MHz, 6.4W<br>Elevation of<br>temperature raise 19<br>ºC for 20 minutes, 3.3<br>MHz, 6.4W<br>Effective depth 3cm<br>for 1MHz and 1cm for<br>3MHz | Head in the air<br>Elevation of<br>temperature raise 18<br>ºC for 20 minutes, 1<br>MHz, 6.4W<br>Elevation of<br>temperature raise 19<br>ºC for 20 minutes, 3.3<br>MHz, 6.4W<br>Effective depth 3cm<br>for 1MHz and 1cm for<br>3MHz | Not available | Not available for<br>comparison |
| Maximum Patient<br>Contact Surface<br>Temperature of<br>Treatment Head under<br>Simulated or Actual<br>Use Conditions for all<br>Operating Conditions<br>(Continually operated<br>for maximum | Head in the MMT<br>32 ºC for 1MHz<br>continuous use 6.4W<br>36 ºC for 3.3MHz<br>continuous use 6.4W | Head in the MMT<br>32 ºC for 1MHz<br>continuous use 6.4W<br>36 ºC for 3.3MHz<br>continuous use 6.4W | Not available | Not available for<br>comparison |
| treatment time) (deg<br>C) | | | | |
| Penetration Depth<br>(cm) | 1Mhz 5cm<br>3.3MHz 2cm | 1Mhz 5cm<br>3.3MHz 2cm | 1Mhz 5cm<br>3.3MHz 2cm | Same |
CARCI Indústria e Comércio de Aparelhos Cirúrgicos e Ortopédicos Ltda.
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CARCI Indústria e Comércio de Aparelhos Cirúrgicos e Ortopédicos Ltda.
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#### Discussion:
The subject device and the predicate device have similar intended use, principles of operation, and output characteristics. Of note:
- -Treatment time: the predicate has a higher treatment time, if the practitioner needs more than 20 minutes the treatment could be restarted.
- -Piezoelectric Material: They have the same Zirconia ceramic piezoelectric family.
- -Maximum Value of the Output Power: The output power of the predicate is higher, as the ERA is larger, the output density power is equal.
- -Penetration depth: The subject device and the sonopulse has the same penetration depth
### Non-Clinical Performance Data:
The Sonomed was tested in accordance with these standards:
- IEC 60601-1 - Medical electrical equipment - Part 1: General requirements for basic safety and essential performance
- IEC 60601-1-2 Medical electrical equipment - Part 1-2: General requirements for basic safety and essential performance - Collateral Standard: Electromagnetic disturbances - Requirements and tests
- IEC 60601-2-5 Medical electrical equipment – Part 2-5: Particular requirements for the basic safety and essential performance of ultrasonic physiotherapy equipment
- . IEC 62304 Medical device software – Software life cycle processes
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- . ISO 10993-1 Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process
Clinical performance Data:
No clinical data were included in this submission.
Conclusion:
The documentation submitted in this premarket notification demonstrates that the subject devices have comparable features and performance and, therefore, are substantially equivalent to the identified 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.