Modified Alma Lasers Soprano XL™ Family ofMulti-Application & Multi-Technology Platforms [SopranoXL, SopranoXLi, SopranoICE and Soprano ICE Platinum] with Duo and Trio Diode Laser Modules., Soprano Duo and Trio Diode Laser Modules
K172193 · Alma Lasers, Inc. · GEX · Jan 9, 2018 · General, Plastic Surgery
Device Facts
Record ID
K172193
Device Name
Modified Alma Lasers Soprano XL™ Family ofMulti-Application & Multi-Technology Platforms [SopranoXL, SopranoXLi, SopranoICE and Soprano ICE Platinum] with Duo and Trio Diode Laser Modules., Soprano Duo and Trio Diode Laser Modules
Applicant
Alma Lasers, Inc.
Product Code
GEX · General, Plastic Surgery
Decision Date
Jan 9, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The device is intended for use in dermatologic and general surgical procedures. The Soprano trio Diode Laser Module is intended for use in dermatology procedures requiring coagulation. The indications for use for the Soprano Trio Diode Laser Module include: - Benign vascular and vascular dependent lesions removal. The indications for use for the Soprano1064nm Diode Laser Module include: - The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen. - Treatment of Pseudo folliculitis Barbae (PFB) - Use on all skin types (Fitzpatrick I-VI), including tanned skin. The indications for use for the 810nm Modified Diode Laser Module 1.2 cm' include: - The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen. - The treatment of benign vascular and pigmented lesions.(The Laser Blanch (LB) Mode) - Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, SHR and LB Modes) The indications for use for the 810nm Modified Diode Laser Module 2 cm include: - The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen. - Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, and SHR Modes) The indications for use for the 755nm Diode Laser Module include: - The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen. - The treatment of benign vascular and pigmented lesions.(The Laser Blanch Mode) - Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, SHR and Laser Blanch Modes) The Alma Lasers NIR Modules intended use is to emit energy in the near infrared (NIR) spectrum to provide topical heating. The indications for use for NIR Modules are: - Elevating the tissue temperature for the temporary relief of minor muscle pain and joint pain and stiffness, - The temporary relief of minor joint pain associated with arthritis, - The temporary increase in local circulation where applied, and - The relaxation of muscles; may also help muscle spasms, minor sprains and minor muscular back pain.
Device Story
Multi-application laser platform (Soprano XL family) utilizes diode laser modules to deliver energy to skin; Trio module combines 755nm, 810nm, and 1064nm wavelengths for simultaneous emission. System includes main console, footswitch, and interchangeable handpieces. Used in hospitals, clinics, and medical spas by trained professionals. Operator activates via footswitch; laser energy targets hair follicles or vascular/pigmented lesions via thermal coagulation. NIR modules provide topical heating for pain relief. Output allows clinicians to perform dermatologic/surgical procedures. Benefits include permanent hair reduction and relief of musculoskeletal pain.
Clinical Evidence
No clinical studies performed. Evidence based on bench testing (IEC 60601-1, 60601-1-2, 60601-2-22, IEC 60825-1), software verification/validation, biocompatibility, and animal histology. Animal study compared tissue effects of individual wavelengths vs. combined Trio module across energy ranges, showing no significant differences in safety or effectiveness.
Technological Characteristics
Diode laser platform; Trio module combines 755nm, 810nm, 1064nm wavelengths. Energy delivered via handpiece tips. NIR modules emit near-infrared pulsed light. Complies with IEC 60601-1, 60601-1-2, 60601-2-22, and IEC 60825-1. Reusable, non-sterile components. Software-controlled console.
Indications for Use
Indicated for permanent hair reduction (all skin types I-VI, including tanned), treatment of Pseudo folliculitis Barbae, and removal of benign vascular/pigmented lesions. NIR modules indicated for temporary relief of minor muscle/joint pain, stiffness, arthritis pain, muscle spasms, sprains, and increased local circulation.
Regulatory Classification
Identification
(1) A carbon dioxide laser for use in general surgery and in dermatology is a laser device intended to cut, destroy, or remove tissue by light energy emitted by carbon dioxide.(2) An argon laser for use in dermatology is a laser device intended to destroy or coagulate tissue by light energy emitted by argon.
Predicate Devices
Modified Alma Lasers Soprano XL Family of Multi-Application and Multi-Technology Platforms (K140009, K170626)
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January 9, 2018
Alma Lasers Inc. c/o Rekha Anand Senior Regulatory Affairs Associate 485 Half Day Road Suite # 100 Buffalo Grove, Illinois 60089
Re: K172193
Trade/Device Name: Modified Alma Lasers Soprano XL™ Family ofMulti-Application & Multi-Technology Platforms [SopranoXL, SopranoXLi, SopranoICE and Soprano ICE Platinum] with Duo and Trio Diode Laser Modules., Soprano Duo and Trio Diode Laser Modules Regulation Number: 21 CFR 878.4810 Regulation Name: Laser surgical instrument for use in general and plastic surgery and in dermatology Regulatory Class: Class II Product Code: GEX, ILY Dated: December 12, 2017 Received: December 13, 2017
Dear Rekha Anand:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing, practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part
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801); medical device reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm_for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
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/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
# Jennifer R. Stevenson -S3
For Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K 172193
### Device Name
# Modified Alma Lasers Soprano XL™ Family of Multi-Application and Multi-Technology Platforms (SopranoXL, SopranoXLi, Soprano 105 and Soprano 100 Platinum] with Trio Diode Laser Module
### Indications for Use (Describe)
### Intended Use
The device is intended for use in dermatologic and general surgical procedures.
### Indications for Use
The Soprano trio Diode Laser Module is intended for use in dermatology procedures requiring coagulation. The indications for use for the Soprano Trio Diode Laser Module include:
- Benign vascular and vascular dependent lesions removal. ●
The indications for use for the Soprano1064nm Diode Laser Module include:
- · The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen.
- · Treatment of Pseudo folliculitis Barbae (PFB)
- · Use on all skin types (Fitzpatrick I-VI), including tanned skin.
The indications for use for the 810nm Modified Diode Laser Module 1.2 cm' include:
- . The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen.
- The treatment of benign vascular and pigmented lesions.(The Laser Blanch (LB) Mode)
- Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, SHR and LB Modes)
Optional Tapered Light Guide: It is intended for the same use as the device.
The indications for use for the 810nm Modified Diode Laser Module 2 cm include:
- The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair ● regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen.
- Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, and SHR Modes) ●
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The indications for use for the 755nm Diode Laser Module include:
- The Hair Removal (HR) and Super Hair Removal (SHR) Mode are intended for permanent reduction in hair ● regrowth defined as a long term, stable reduction in the number of hairs re-growing when measured at 6,9 and 12 months after the completion of a treatment regimen.
- The treatment of benign vascular and pigmented lesions.(The Laser Blanch Mode)
- Use on all skin types (Fitzpatrick I-VI), including tanned skin.(HR, SHR and Laser Blanch Modes) ●
# NIR Modules
The Alma Lasers NIR Modules intended use is to emit energy in the near infrared (NIR) spectrum to provide topical heating.
The indications for use for NIR Modules are:
- Elevating the tissue temperature for the temporary relief of minor muscle pain and joint pain and stiffness,
- . The temporary relief of minor joint pain associated with arthritis,
- The temporary increase in local circulation where applied, and ●
- The relaxation of muscles; may also help muscle spasms, minor sprains and minor muscular 0 back pain.
Type of Use (Select one or both, as applicable)
> Prescription Use (Part 21 CFR 801 Subpart D)
__ Over-The-Counter Use (21 CFR 801 Subpart C)
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FORM FDA 3881 (8/14)
Page 1 of 1
PSC Publishing Services (301) 443-6740 EF
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A summary of 510(k) safety and effectiveness information in accordance with the requirements of 21 CFR 807.92
| Owner Name | Alma Lasers Inc. |
|--------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------|
| Address | 485 Half Day Rd. Suite 100<br>Buffalo Grove, IL 60089 |
| Contact Person | Rekha Anand<br>Senior Regulatory Affairs Associate<br>Email : regulatory@almalasers.com<br>Phone: 224-377- 2019 or 2150<br>Facsimile: 646-805-1305 |
| Summary Preparation Date | Dec 12, 2017 |
#### I. Submitter Information [21 CFR 807.92(a) (1)]
#### II. Name of device [21 CFR 807.92 (a) (2)]
| Trade or Proprietary Name | Modified Alma Lasers Soprano XL™ Family of Multi-<br>Application and Multi-Technology Platforms<br>[SopranoXL, SopranoXLi, SopranoICE and Soprano ICE<br>Platinum] with Trio Module | | | |
|------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------|----------------------------------------------------------------------------------------------------|--|
| Common Device Name(s) and<br>Regulatory Class | Product<br>Code(s) | Classification Panel | Regulation | |
| Laser Powered Surgical<br>Instruments (& Accessories)<br>Class II | GEX | General & Plastic<br>Surgery Panel, 79 (SU) | § 878.4810, Laser surgical<br>instrument for use in general and<br>plastic surgery and dermatology | |
| Surgical Powered Lasers and Delivery Devices/Hand piece<br>Accessories | | | | |
| Lamp, Infrared, Therapeutic<br>Heating<br>Class II | ILY | General & Plastic<br>Surgery Panel, 79 (SU) | § 890.5500-Lamp, Infrared,<br>Therapeutic Heating | |
| | Lamp, Infrared | | | |
#### III. Predicate Devices [21 CFR 807.92(a) (3)]
| Type | 510(k) # | Trade Name |
|-----------|---------------------|------------------------------------------------------------------------------------------------------------------------------------------------|
| Primary | K140009,<br>K170626 | Modified Alma Lasers Soprano XLTM Family of<br>Multi-Application and Multi-Technology<br>Platforms [SopranoXL, SopranoXLi, and Soprano<br>ICE] |
| Reference | K050779 | Cynosure Cynergy Multiplex Laser |
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#### IV. Device Description [21 CFR 807.92(a) (4)]
The subject device, Alma Lasers Soprano Trio Diode Laser Module is an additional hand piece intended to be used with previously cleared Soprano platforms. Consistent with the previous clearance the system is intended to be used in user facilities such as hospitals, physicians' offices and medical spas, and its major components are still the main console unit, foot switch, and individual modules. No change has been made to the main console unit except for incorporation of the software needed to run the new module and adding a new device name (Soprano 100 Platinum) to the Soprano family name for marketing purposes. The footswitch and pre-existing modules are also unmodified from those cleared in K140009 and K170626.
The module's operation involves emission of laser (diode) energy through the hand piece to the patient's skin. The materials that could contact the patient during device use are as cleared in the predicate. The device is re-usable and non-sterile; instructions for cleaning its components between uses are provided in the labeling.
#### V. Intended use of device and Indications for Use [21 CFR 807.92(a) (5)]
# Intended Use
The Soprano Trio module is intended for use in dermatology procedures requiring coagulation.
# Indications for Use
The indications for use for the Soprano Trio Diode Laser Module include:
- · Benign vascular lesions and vascular dependent lesions removal
There is no change in intended use and indications for use for the existing Diode 810nm, 755nm, 1064nm and NIR hand pieces.
#### VI. Summary of technological characteristics of the device compared to the predicate[21 CFR 807.92(a)(6)]
There is no change in intended use or indications for use for the existing 755nm, 810mm and 1064nm diode laser hand pieces or the near-infrared light (NIR) hand pieces of the cleared Sopranotes platform. Thus, there is only an addition of one new diode module, the Trio Module, composed of 755nm, 810m, and 1064nm wavelengths with similar intended and indications for use.
The technological principles underlying the subject device and its prior legally marketed iteration (the Soprano CE platform cleared in K140009, K170626) are the same. Operation of the new diode laser module involves activation of foot switch and delivery of diode
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laser energy through the tip built into the corresponding handpiece, just as use of the device with the previously cleared laser modules involves delivery of laser energy through the different-sized tips of the selected handpiece, or through the tapered light guide tip for treating smaller areas. The NIR modules have not been modified since their clearance in K140009; they emit pulsed-light energy in the infrared spectrum to provide topical heating for the purpose of elevating tissue temperature for temporary relief of minor muscle and joint pain, temporary increase in local circulation, and muscle relaxation.
Energy source type and parameters are the same as in prior iteration of the device. The only technological difference in the subject device as compared to the prior iteration of the Soprano platform (K140009, K170626) is combining three (Trio Module) wavelengths into a single hand piece being simultaneously fired.
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#### VII. Performance Testing [21 CFR 807.92(b)(1)]
IEC 60601-1 Medical Electrical Equipment-Part 1: General Requirements for safety IEC 60601-1-2 Medical Electrical Equipment 1-2 General Requirements for basic safety and essential performance
IEC 60601-2-22 Medical Electrical Equipment-Part 2-22: Particular requirements for basic safety and essential performance of surgical, cosmetic, therapeutic and diagnostic laser equipment
IEC 60825-1Safety of laser products-Part 1: Equipment Classification, requirements and user's guide
In addition software verification and validation testing was performed and biocompatibility was established.
In addition animal histology testing was performed to ascertain that there were no new safety or effectiveness issues raised by this modification. The animal histology compared the histology of the individual wavelengths compared to the histology of the combined wavelengths over a range of energies from lowest to highest. Testing showed no significant differences between the individual tissue effects and the combined wavelength tissue effects.
In all instances, the Soprano Trio Diode Laser Module functioned as intended and the results observed were as expected.
#### VIII. Clinical Data [21 CFR 807.92(b) (2)]
Based on the similarities in the safety and effectiveness profiles of the subject, primary predicate and reference devices, no clinical studies were deemed needed to support this submission.
#### IX. Conclusions Safety and Effectiveness SE [21 CFR 807.92(b) (3)]
The Soprano Trio Diode Laser Module is as safe and effective as the primary predicate Alma Lasers Soprano XL TM Family of Multi-Application Platforms [Sopranox], SopranoxHi, and Soprano CE] (K140009, K170626) and reference predicate Cynosure Cynergy Multiplex laser (K050779) The proposed Trio diode laser module has similar intended use and indications, similar technological characteristics, and same principle of operation as its predicate device. Combining different wavelengths in one module does not alter the intended use of the device and does not affect its safety and effectiveness when used as labeled. Thus, the Soprano Trio Diode Laser Module is 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.