K210226 · Cynosure, LLC · GEX · Mar 30, 2021 · General, Plastic Surgery
Device Facts
Record ID
K210226
Device Name
PicoSure Workstation
Applicant
Cynosure, LLC
Product Code
GEX · General, Plastic Surgery
Decision Date
Mar 30, 2021
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4810
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
755nm: The PicoSure Workstation is indicated for tattoo and benign pigmented lesions removal including but not limited to: Nevus of Ota, Hori macules (nevus of Hori), and Melasma. The PicoSure Workstation with the 2mm and 6mm hand pieces and the Focus Array are indicated for the treatment of acne scars and wrinkles in Skin Types I – IV. 532nm: The PicoSure 532-nm delivery system is indicated for tattoo removal and benign pigmented lesions removal in Skin Types I-III. 1064nm: The PicoSure 1064-nm delivery system is indicated for tattoo and benign pigmented lesions removal.
Device Story
PicoSure Workstation is a high-powered Alexandrite laser system (755nm) with optional 532nm and 1064nm delivery systems. Device delivers laser energy via articulated arm to handpieces; activation via footswitch. Used in clinical settings by physicians for tattoo removal, benign pigmented lesions, acne scars, and wrinkles. System transforms electrical energy into specific laser wavelengths to target skin tissues. Output is laser energy; healthcare providers use this to perform dermatological procedures. Benefits include removal of tattoos/lesions and skin resurfacing. No changes to technological characteristics from predicate.
Clinical Evidence
Clinical evidence based on literature review of six peer-reviewed, prospective, controlled or randomized studies. Studies included at least ten individuals per target lesion (Nevus of Ota, Hori macules, Melasma) treated with 755nm PicoSure. Results reported acceptable clinical effectiveness and safety; no serious adverse events. Side effects were transient and consistent with standard laser treatment profiles.
Technological Characteristics
Laser system (Nd:YVO4, Frequency Doubled Nd:YVO4, Alexandrite). Wavelengths: 755nm, 532nm, 1064nm. Pulse width: 450-900 ps. Fluence: 1.5-6.37 J/cm². Repetition rate: 1-10 Hz. Patient-contacting material: 316 Stainless Steel. Electrical: 200-240 V, 50/60 Hz. Dimensions: 109cm x 56cm x 107cm. Weight: 171 kg. Prescription use.
Indications for Use
Indicated for tattoo removal, benign pigmented lesions (Nevus of Ota, Hori macules, Melasma), acne scars, and wrinkles. Patient population: Skin Types I-IV for acne scars/wrinkles; Skin Types I-III for 532nm pigmented lesion/tattoo removal. Contraindications not specified.
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.
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March 30, 2021
Cynosure LLC Michael King Regulatory Affairs Specialist III 5 Carlisle Road Westford, Massachusetts 01886
Re: K210226
Trade/Device Name: PicoSure Workstation 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 Dated: January 26, 2021 Received: January 28, 2021
Dear Michael King:
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 mediation-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.
Purva Pandya 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) KPending
Device Name PicoSure™ Workstation
## Indications for Use (Describe)
755mm:
The PicoSure Workstation is indicated for tattoo and benign pigmented lesions removal including but not limited to: Nevus of Ota, Hori macules (nevus of Hori), and Melasma. The PicoSure Workstation with the 2mm and 6mm hand pieces and the Focus Array are indicated for the treatment of acne scars and wrinkles in Skin Types I – IV.
532nm:
The PicoSure 532-nm delivery system is indicated for tattoo removal and benign pigmented lesions removal in Skin Types I-III.
1064nm:
The PicoSure 1064-nm delivery system is indicated for tattoo and benign pigmented lesions removal.
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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#### K210226 – 510(k) Summary for Cynosure PicoSure
A summary of 510(k) safety and effectiveness information in accordance with the requirements of 21 CFR 807.92.
| 807.92(a)(1) Submitter Information | |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Applicant | Cynosure, LLC |
| Address | 5 Carlisle Road, Westford MA, 01886 |
| Phone Number | 781-993-2454 |
| Fax Number | 978-256-6556 |
| Establishment Registration<br>Number | 1222993 |
| Contact Person | Michael King |
| Preparation Date | March 22, 2021 |
| 807.92(a)(2) Name of Device | |
| Trade or Proprietary Name | PicoSure™ Workstation |
| Common or Usual Name | Laser Workstation |
| Classification Name | Powered Laser Surgical Instrument |
| Classification Panel | General & Plastic Surgery |
| Regulation | 21 CFR 878.4810 |
| Regulatory Class | II |
| Product Code(s) | GEX |
| 807.92 (a)(3) Legally marketed device(s) to which equivalence is claimed | |
| Predicate Device | PicoSure Workstation (K173199) |
| Reference Device | RevLite Q-Switched Nd:YAG Laser System (K133254) |
| 807.92(a)(4) Device Description | |
| The PicoSure Workstation is a high-powered, Alexandrite<br>system that delivers laser energy in the 755-nm nominal<br>wavelength. The system offers treatment through a variety of<br>spot sizes, fluences and repetition rates. Laser activation is by<br>footswitch. In addition to the 755nm handpiece, optional 532nm<br>Laser Delivery System and/or 1064nm Laser Delivery System<br>can replace the 755nm handpiece at the distal end of the<br>articulated arm. These Delivery Systems convert the 755nm<br>laser energy into a 532nm wavelength or a 1064 nm wavelength<br>and are available in multiple spot sizes. | |
| 807.92(a)(5) Intended Use of the Device | 755nm:<br>The PicoSure Workstation is indicated for tattoo and benign<br>pigmented lesions removal including but not limited to: Nevus<br>of Ota, Hori macules (nevus of Hori), and Melasma. The<br>PicoSure Workstation with the 2mm and 6mm hand pieces and<br>the Focus Array are indicated for the treatment of acne scars and<br>wrinkles in Skin Types I - IV. |
| 532nm:<br>The PicoSure 532-nm delivery system is indicated for tattoo<br>removal and benign pigmented lesions removal in Skin Types I-<br>III. | |
| 1064nm:<br>The PicoSure 1064-nm delivery system is indicated for tattoo<br>and benign pigmented lesions removal. | |
| 807.92(a)(6) Summary of the Technological Characteristics of the Device Compared to<br>the Predicate | There have been no changes to the technological characteristics<br>of the device compared to the predicate PicoSure Workstation<br>(K173199). A review of clinical literature was conducted to<br>support the addition of specific indications nevus of Ota, Hori<br>macules (nevus of Hori), and melasma to the general<br>indications for use of the PicoSure Workstation.<br>Please refer to the Laser System Specification comparison table<br>below.<br>RevLite (K133254) is being included as a reference device for<br>this submission. PicoSure was originally cleared under<br>K121346, using RevLite as a predicate device. |
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807.92(b)(1) Non-clinical tests submitted- N/A - No non-clinical tests submitted
807.92(b)(2) Clinical tests submitted - A literature search was conducted to identify peer reviewed, published articles in which the Picosure device was used to treat specific benign pigmented lesions nevus of Ota, Hori macules (nevus of Hori), and melasma. Six articles were identified that reported prospective studies that were controlled or randomized and that treated at least ten individuals with the target pigmented lesion using the PicoSure at 755nm. These studies reported acceptable clinical effectiveness and safety.
There were no serious adverse events reported in the publications. Side effects reported in the studies were primarily transient and included common acceptable side effects for laser treatments as described in the product labeling.
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### 807.92(b)(3) Conclusions drawn from clinical and non-clinical tests submitted – The clinical data submitted demonstrates that the PicoSure device utilizing the 755nm wavelength is safe and effective for the treatment of specific benign pigmented lesions nevus of Ota, Hori macules (nevus of Hori), and melasma. We therefore conclude that the subject device is substantially equivalent to the PicoSure Workstation predicate device cleared in K173199.
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## Indications for Use
| PicoSure Workstation | PicoSure Workstation | RevLite Q-Switched Nd: YAG Laser System |
|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| (K210226) | (K173199) | (K133254) |
| 755mm:<br>The PicoSure Workstation is indicated<br>for tattoo and benign pigmented lesions<br>removal including but not limited to:<br>Nevus of Ota, Hori macules (nevus of<br>Hori), and Melasma. The PicoSure<br>Workstation with the 2mm and 6mm<br>hand pieces and the Focus Array are<br>indicated for the treatment of acne scars<br>and wrinkles in Skin Types I - IV.<br>532mm:<br>The PicoSure 532-nm delivery system is<br>indicated for tattoo removal and benign<br>pigmented lesions removal in Skin<br>Types I- III.<br>1064nm:<br>The PicoSure 1064-nm delivery system<br>is indicated for tattoo and benign<br>pigmented lesions removal. | 755 nm:<br>The PicoSure Workstation is indicated<br>for tattoo and benign pigmented lesions<br>removal. The PicoSure Workstation<br>with the 2mm and 6mm handpieces and<br>the Focus Array are indicated for<br>the treatment of acne scars and wrinkles<br>in Skin Types I-IV.<br>532 nm:<br>The PicoSure 532 nm Laser Delivery<br>System is indicated for tattoo removal<br>and benign pigmented lesion removal in<br>Skin Types I-III.<br>1064 nm:<br>The PicoSure 1064 nm Laser Delivery<br>System is indicated for tattoo and benign<br>pigmented lesions removal. | 1064 nm:<br>Tattoo Removal (dark ink: blue and black) Dermal<br>Pigmented Lesions; including but not limited to; Nevus of<br>Ota, Lentigines, Nevi, Melasma and Café-au-lait<br>Removal or lightening of hair with or without adjuvant<br>preparation.<br>Skin Resurfacing for Acne Scars and Wrinkles<br>Benign cutaneous lesions; including but not limited to:<br>striae and scars (excludes the 650nm wavelength)<br>Reduction of red pigmentation in hypertrophic and keloid<br>scars where vascularity is an integral part of the scar<br>(excludes the 650nm wavelength)<br>532nm:<br>(nominal delivered energy of 585nm and 650nm with the<br>Optional Multilite Dye Laser Handpiece)<br>Tattoo removal (light ink: red, sky blue, green) Vascular<br>lesions including but not limited to: port wine birthmarks,<br>telangiectasias, spider angioma, cherry angioma, spider<br>nevi<br>Epidermal Pigmented lesions; including, but not limited to:<br>café-au-lait birthmarks, solar lentigines, senile lentigines,<br>Becker's nevi, Freckles, Nevus spilus, seborrheic keratosis<br>Skin Resurfacing for Acne Scars and Wrinkles<br>Benign cutaneous lesions; including but not limited: striae<br>and scars (excludes the 650nm wavelength)<br>Reduction of red pigmentation in hypertrophic and keloid<br>scars where vascularity is an integral part of the scar<br>(excludes the 650nm wavelength) |
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# Laser System Specifications
| Description | PicoSure Workstation<br>(K210226) | | | PicoSure Workstation<br>(K173199) | | | RevLite Q-Switched Nd: YAG<br>Laser System (K133254) | |
|---------------------------------------|---------------------------------------------------------------------------------------------------|---------------------------------|----------------------------------------|----------------------------------------------------------------------------------------------------|---------------------------------|----------------------------------------|------------------------------------------------------|-------|
| Laser Type | Nd:YVO4 | Frequency<br>Doubled<br>Nd:YVO4 | Alexandrite | Nd:YVO4 | Frequency<br>Doubled<br>Nd:YVO4 | Alexandrite | Nd:YAG | |
| Wavelength (nm) | 1064 nm | 532 nm | 755 nm | 1064 nm | 532 nm | 755 nm | 1064nm | 532nm |
| Maximum<br>Average Fluence<br>(J/cm²) | 3.6 J/cm² | 1.5 J/cm² | 6.37 J/cm² | 3.6 J/cm² | 1.5 J/cm² | 6.37 J/cm² | 8 J/cm² | |
| Repetition Rate<br>(Hz) | 1, 2.5, 5,10 | 1, 2.5, 5, 10 | Single Shot,<br>1, 2.5, 5, 10 | 1, 2.5, 5,10 | 1, 2.5, 5, 10 | Single Shot,<br>1, 2.5, 5, 10 | Single shot, 1, 2, 5, 10 Hz | |
| Pulse Width | 450- 900 ps | 450- 900 ps | | 450- 900 ps | 450- 900 ps | | 7 – 20 ns | |
| Spot Sizes (mm) | Fixed 1.4 -<br>4.0 mm | Fixed 1.5 –<br>3.5 mm | Zoom 2-6<br>mm<br>Fixed 6, 8,<br>10 mm | Fixed 1.4 –<br>4.0 mm | Fixed 1.5 –<br>3.5 mm | Zoom 2-6<br>mm<br>Fixed 6, 8,<br>10 mm | 2-8.5mm range with 0.1mm<br>increments | |
| Rx/OTC | Prescription | | | Prescription | | | Prescription | |
| Patient<br>Contacting<br>Material | 316 Stainless Steel | | | 316 Stainless Steel | | | 304 Stainless Steel<br>Anodized Aluminum | |
| Electrical Power | 200-240 V~, 4.5 kVA, 50/60 Hz, Single<br>Phase | | | 200-240 V~, 4.5 kVA, 50/60 Hz, Single<br>Phase | | | AC 230 V, 50/60 Hz | |
| Dimensions | 43 in (109 cm) Hx 22in (56cm) x 42in<br>(107cm)<br>Note: Height with arm extended 62in<br>(158cm) | | | 43 in (109 cm) H x 22in (56cm) x 42in<br>(107cm)<br>Note: Height with arm extended 62in<br>(158cm) | | | 31.8" (H) x 12" (W) x 28.5" (D) | |
| Weight | 375 lb (171 kg) | | | 375 lb (171 kg) | | | 131 lbs | |
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.