The Illusion Aligners Pro and Illusion Aligner Flx are indicated for use in the alignment of permanent teeth (i.e., all second molars) through orthodontic treatment of misalignment and malocclusion.
Device Story
Intraoral thermoplastic aligners; prescribed by dentists/orthodontists for orthodontic tooth movement. Input: intraoral scans or physical impressions of patient dentition. Process: 3Shape Ortho System software used for treatment planning; 3D printer creates sequential models representing incremental tooth positions; thermoforming equipment shapes plastic sheets over models. Output: series of sequential aligners worn 20-22 hours/day. Operation: patient wears aligners in sequence; removed for eating/cleaning. Clinical context: clinician monitors treatment from delivery to completion. Benefit: progressive tooth realignment via continuous gentle force.
Clinical Evidence
No clinical data. Biocompatibility testing performed per ISO 10993-5:2009 (In Vitro Cytotoxicity), ISO 10993-10:2021 (Skin Sensitization), and ISO 10993-23:2021 (Intracutaneous Reactivity).
Technological Characteristics
Intraoral thermoplastic appliances. Illusion Aligner Pro: polyurethane. Illusion Aligner Flx: co-polyester and polyurethane composite. Thickness: 0.8 mm. Weight: 10 grams. Fabrication: 3D printing of models followed by thermoforming. Biocompatibility: ISO 10993 compliant.
Indications for Use
Indicated for alignment of permanent teeth (including second molars) in patients requiring orthodontic treatment for misalignment and malocclusion.
Regulatory Classification
Identification
An orthodontic plastic bracket is a plastic device intended to be bonded to a tooth to apply pressure to a tooth from a flexible orthodontic wire to alter its position.
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Image /page/0/Picture/0 description: The image shows the logo of the U.S. Food and Drug Administration (FDA). The logo consists of two parts: the Department of Health & Human Services logo on the left and the FDA acronym along with the full name of the agency on the right. The FDA part of the logo is in blue, with the acronym in a square and the full name written out to the right of the square.
August 8, 2024
Laxmi Dental Export PVT. LTD % Jennifer Day Regulatory Consultant Prime Path Medtech 811 Lakeview Dr. Shoreview, Minnesota 55126
Re: K233356
Trade/Device Name: Illusion Aligner Pro: Illusion Aligner FLX Regulation Number: 21 CFR 872.5470 Regulation Name: Orthodontic Plastic Bracket Regulatory Class: Class II Product Code: NXC Dated: September 29, 2023 Received: September 29, 2023
Dear Jennifer Day:
We have reviewed your section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (the Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
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Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality System (QS) regulation (21 CFR Part 820), which includes, but is not limited to, 21 CFR 820.30. Design controls; 21 CFR 820.90. Nonconforming product; and 21 CFR 820.100, Corrective and preventive action. Please note that regardless of whether a change requires premarket review, the QS regulation requires device manufacturers to review and approve changes to device design and production (21 CFR 820.30 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-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 Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-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).
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Sincerely,
# Michael E. Adjodha -S
Michael E. Adjodha, MChE, RAC, CQIA Assistant Director DHT1B: Division of Dental and ENT Devices OHT1: Office of Ophthalmic, Anesthesia, Respiratory, ENT, and Dental Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K233356
Device Name Illusion Aligner Pro Illusion Aligner Flx
Indications for Use (Describe)
Illusion Aligners Pro are indicated for use in the alignment teeth (i.e. all second molars) through orthodontic treatment of misalignment and malocclusion.
Illusion Aligner Flx are indicated for use in the alignment teeth (i.e. all second molars) through orthodontic treatment of misalignment and malocclusion.
| Type of Use (Select one or both, as applicable) | |
|------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------|
| <span style="text-decoration: underline;"><b> Prescription Use (Part 21 CFR 801 Subpart D) </b></span> | <span style="text-decoration: overline;"><b> Over-The-Counter Use (21 CFR 801 Subpart C) </b></span> |
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Image /page/4/Picture/0 description: The image shows the logo for Laxmi Dental Export PVT. LTD. The logo consists of the letters "LD" in a stylized font. The "L" is in black, and the "D" is in red. To the right of the letters is the company name, "LAXMI DENTAL EXPORT PVT. LTD.", with "LAXMI" in red and the rest of the text in black.
# K233356
# 510(k) Summary
This Traditional 510(k) Summary information is being submitted in accordance with Title 21, CFR Section 807.92.
#### 1. SUBMITTER
| Name of Manufacturer/Owner of 510(k): | Laxmi Dental Exports Pvt Ltd |
|----------------------------------------|-----------------------------------------------------|
| | Survey No. 201/1, Village Gundale, Boisar Chillar |
| | Highway, Boisar, District – Palghar, India – 401501 |
| FDA Establishment Registration Number: | 3004793856 |
| Primary Contact Person: | Samee Merchant |
| Email Address | sameer@laxmidental.com |
| Phone Number | 022 - 61437900 |
| Fax Number | 022 - 61437999 |
| Date of Summary Prepared | 7/9/2024 |
#### 2. PURPOSE OF THIS SUBMISSION
This submission seeks clearance for the Illusion Aligner Pro and Illusion Aligner Flx; they are substantially equivalent to DailyMate Orthodontic Aligner System (K212803) and Smylio Invisible Clear Aligners (K212660), respectively.
#### 3. SUBJECT DEVICES
Device Name: Illusion Aligner Pro
Common Name or Usual Name: Aligner, Sequential
Classification Name: Orthodontic plastic bracket (21 CFR 872.5470)
Regulatory Class: II (21 CFR 872.5470)
Product Code: NXC (21 CFR 872.5470)
Device Name: Illusion Aligner Flx Common Name or Usual Name: Aligner, Sequential Classification Name: Orthodontic plastic bracket (21 CFR 872.5470) Regulatory Class: II (21 CFR 872.5470) Product Code: NXC (21 CFR 872.5470)
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Image /page/5/Picture/0 description: The image shows the logo for Laxmi Dental Export Pvt. Ltd. The logo consists of a stylized letter "L" in black, followed by a stylized letter "D" in red. To the right of the letters, the text "LAXMI DENTAL EXPORT PVT. LTD." is written in a smaller, sans-serif font. The text is arranged in three lines, with "LAXMI" in red and the rest of the text in black.
#### 4. PREDICATE DEVICES
Illusion Aligner Pro – Predicate Devices Predicate Device 510(K) Number: K212803 Predicate Device Name: DailyMate Orthodontic Aligner System Common Name or Usual Name: Aligner, Sequential Classification Name: Orthodontic plastic bracket (21 CFR 872.5470) Regulatory Class: II (21 CFR 872.5470) Product Code: NXC (21 CFR 872.5470) Manufacturer: 3D Global Biotech Inc
# Illusion Aligner Flx - Predicate Devices
Predicate Device 510(K) Number: K212660 Predicate Device Name: Smylio Invisible Clear Aligners Common Name or Usual Name: Aligner, Sequential Classification Name: Orthodontic plastic bracket (21 CFR 872.5470) Regulatory Class: II (21 CFR 872.5470) Product Code: NXC (21 CFR 872.5470) Manufacturer: SMYLIO, INC.
#### INDICATIONS FOR USE ട.
The Illusion Aligners Pro and Illusion Aligner Flx are indicated for use in the alignment of permanent teeth (i.e., all second molars) through orthodontic treatment of misalignment and malocclusion.
#### DEVICE DESCRIPTION 6.
A dental health professional (e.g., an orthodontist or a dentist) prescribes the Illusion Aligners Pro and Illusion Aligner Flx are based on an assessment of the patient's teeth. The dental health professional (dentist/orthodontist) takes either the intraoral scans or physical impressions of the patient's teeth, determines the required corrections to align the teeth, and 3Shape's Ortho System is used for treatment planning. Illusion Aligners Pro and Illusion Aligner Flx are intraoral thermoplastic appliances that are worn 20 to 22 hours per day and are designed to be used in a sequence, each aligner providing a gentle continuous force, to allow for the movement of teeth to the final desired position. The aligners are to be removed for eating and for cleaning. Illusion Aligners Pro and Illusion Aligner Flx are fabricated using a three- step process.
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Image /page/6/Picture/0 description: The image shows a logo for Laxmi Dental Export PVT. LTD. The logo consists of the letters "L" and "D" in a stylized font. The "L" is in black, and the "D" is in red. To the right of the letters is the text "LAXMI DENTAL EXPORT PVT. LTD." in a smaller font.
The first step is to obtain the dimensions and details of the patient's dentition. This is generally done using an intraoral scan or a physical impression. This scanned data (digital CAD/CAM models or patient models) is imported into specialized dental software for treatment planning.
The second step is the printing of 3D models of the treatment plan for use in step 3 (thermoforming). In the second step, Illusion Aligners Pro and Illusion Aligner Flx utilizes a software application to plan the treatment by creating a series of sequential models that gradually position the teeth into their final desired position. The treatment plan is sent to the doctor for approval. Upon approval, a 3D printer is used to create the models needed for each treatment step to provide the surface around which the aligner is thermoformed.
The final step is the thermoforming of a plastic sheet material to each of the sequential treatment steps. This process is done using standard thermoforming equipment and the appropriate material as specified. The trays are provided to the dental health care professional who provides them to the patient in sequential stages, confirming fit and design. The dental health professional monitors treatment from the moment the first aligner is delivered to when the final aligner is finished, and treatment is complete
#### TECHNOLOGICAL CHARACTERISTICS 7.
A comparison of the relevant technological characteristics between the subject and primary predicate devices is provided in table-1 that follows.
#### 8. MATERIALS
The Illusion Aligners Pro is made up of polyurethane while Illusion Aligner Flx is made up of copolyester and polyurethane composite. The thickness and weight of the test item is 0.8 mm and 10 grams respectively. The DailyMate aligners are produced from polyurethane. The Smylio Invisible Clear Aligners are produced from co-polyester and polyurethane composite.
#### 9. COMPARISON WITH THE PREDICATE DEVICES
The Illusion Aligners Pro and the predicate device (DailyMate) consist of the same ingredients. They have the same intended use, similar designs, and performance, and meet the biocompatibility requirements.
The Illusion Aligner Flx and the predicate device (Smylio Invisible Clear Aligners) consist of the same ingredients. They have the same intended use, similar designs, and performance, and meet the biocompatibility requirements.
The table below compares the subject device to the predicate and reference devices.
# Table-1. Illusion Aligners Pro predicate comparison table.
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Image /page/7/Picture/0 description: The image contains a logo for Laxmi Dental Export PVT. LTD. The logo consists of the letters "LD" in a stylized font, with the "L" in black and the "D" in red. To the right of the letters, the words "LAXMI DENTAL" are written in red, with "EXPORT PVT. LTD." written in black below it.
| Comparison<br>Parameters | Subject Device (Illusion Aligners Pro) | Predicate Device (DailyMate<br>aligners) |
|--------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510K Number | K233356 | K212803 |
| Indication for<br>Use | The Illusion Aligners Pro is indicated for<br>use in the alignment of permanent teeth<br>(i.e., all second molars) through<br>orthodontic treatment of misalignment<br>and malocclusion | The DailyMate Orthodontic<br>Aligner System is indicated for<br>the treatment of tooth<br>malocclusion in patients with<br>permanent dentition. The aligner<br>system repositions teeth by way<br>of continuous gentle force. |
| Product Code | NXC | NXC |
| Intended<br>Population | Individuals with permanent dentition | Individuals with permanent<br>dentition |
| OTC or Rx | Rx | Rx |
| Raw Material<br>Used | Polyurethane | Polyurethane |
| Mode of Action | The aligner is an orthodontic appliance<br>intended for intra-oral use. Individual<br>devices will be used between 20 - 22<br>hours per day for a period ranging from<br>one to three weeks The corrective forces<br>to align teeth are primarily generated by<br>the difference between the starting tooth<br>position and the planned tooth position<br>defined by the tray. | Based on the clinician's<br>treatment plan, each aligner is<br>used for a defined period of time<br>to exert gentle force to achieve<br>progressive realignment of the<br>teeth. This occurs over time until<br>the final correction has been<br>achieved. |
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Image /page/8/Picture/0 description: The image shows the logo for Laxmi Dental Export PVT. LTD. The logo consists of the letters "L" and "D" in a stylized font. The "L" is in black, and the "D" is in red. To the right of the letters is the company name, "LAXMI DENTAL EXPORT PVT. LTD.", with "LAXMI" in red and the rest of the text in black.
| Comparison<br>Parameters | Subject Device (Illusion Aligner Flx) | Predicate Device (Smylio Invisible<br>Clear Aligners) |
|----------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510K Number | K233356 | K212660 |
| Indication for<br>Use | The Illusion Aligner Flx is indicated for use<br>in the alignment of permanent teeth (i.e.,<br>all second molars) through orthodontic<br>treatment of misalignment and<br>malocclusion | The Smylio Invisible Clear Aligners is<br>indicated for the alignment of teeth<br>during orthodontic treatment of<br>malocclusion. |
| Product Code | NXC | NXC |
| Intended<br>Population | Individuals with permanent dentition | Individuals with permanent dentition |
| Mode of<br>Action | Orthodontic tooth movement occurs<br>through forces applied by the device to the<br>dentition as each tooth follows the<br>programmed displacement based on a<br>doctor's prescription | Orthodontic tooth movement occurs<br>through forces applied by the device<br>to the dentition as each tooth follows<br>the programmed displacement based<br>on a doctor's prescription |
| OTC or Rx | Rx | Rx |
| Raw Material<br>Used | Co-polyester and polyurethane composite | Thermoplastic polyurethane polyester<br>composite resin |
| Anatomical<br>Site of Use | Oral Cavity | Oral Cavity |
| Mode of<br>Action<br>/Operating<br>Principle | The aligner is an orthodontic appliance<br>intended for intra-oral use. Individual<br>devices will be used between 20 – 22 hours<br>per day for a period ranging from one to<br>three weeks The corrective forces to align<br>teeth are primarily generated by the<br>difference between the starting tooth<br>position and the planned tooth position<br>defined by the tray. | Continuous gentle force applied to<br>teeth following the prescribed and<br>approved treatment plan to achieve<br>orthodontic movement |
-
# Table-2. Illusion Aligners Flx predicate comparison table.
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Image /page/9/Picture/0 description: The image shows the logo for Laxmi Dental Export PVT. LTD. The logo consists of a stylized letter "L" in black, followed by a red shape resembling a "D". To the right of these shapes, the text "LAXMI DENTAL EXPORT PVT. LTD." is displayed in a simple, sans-serif font.
#### 10. SUBSTANTIAL EQUIVALENCE DISCUSSION
Illusion Aligners Pro and Illusion Aligner Flx have been subjected to ISO 10993 biocompatibility studies to demonstrate the device is as safe as its predicate device. The performance tests were conducted to demonstrate that the subject device is as effective as its predicate device.
## Biocompatibility Testing
Per ISO 10993-1: 2018, Illusion Aligner Pro and Illusion Aligner Flx direct tissue-contacting, surface device contacting mucosal membrane for > 30 days due to treatment consisting of multiple aligners worn for 7 days consecutively. Thus, the aligners are permanent tissue contacting devices.
The subject device was evaluated for:
In Vitro Cytotoxicity (ISO 10993-5:2009) Skin Sensitization (ISO 10993-10: 2021) Intracutaneous Reactivity (ISO 10993-23:2021)
## Clinical Studies
No clinical study was conducted.
#### 11. CONCLUSIONS
Based on the comparison analysis, performance tests, biocompatibility tests and animal study provided in this submission, the subject device, Illusion Aligners Pro and Illusion Aligner Flx are demonstrated to be as safe and effective as the legally marketed predicate device,
DailyMate aligners and Smylio Invisible Clear Aligners. So, the subject devices are considered Substantially Equivalent (SE) to the predicate devices.
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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
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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.
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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.
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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.
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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.