Lotus Single Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures. Lotus Double Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration and flushing of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures.
Device Story
The Lotus Ovum Aspiration Needles are single-use, sterile devices designed for oocyte retrieval during assisted reproductive procedures. The device consists of a stainless steel needle (16G-21G) with echogenic markers for ultrasound visualization, connected to aspiration tubing and a silicone stopper. The stopper interfaces with a collection test tube, which connects to an external vacuum pump via a luer lock connector to provide suction. The double-lumen variant includes a Y-shaped handle with a secondary port for follicle flushing using a syringe. Used in clinical settings by healthcare professionals, the device facilitates the collection of oocytes from ovarian follicles. The output is the collected oocyte sample, which is then used for further laboratory processing in assisted reproduction. The device benefits patients by providing a reliable, ultrasound-guided method for oocyte recovery.
Clinical Evidence
Bench testing only. Performance validated via biocompatibility (cytotoxicity, sensitization, irritation), sterility (EO process, SAL 10^-6), package integrity (ASTM F1886, F88, F1929), and mechanical testing (ISO 9626, ISO 7864, EN1618). Mouse Embryo Assay (MEA) confirmed embryotoxicity safety with ≥80% blastocyst development at 96 hours. Endotoxin levels verified ≤ 20 EU/device.
Technological Characteristics
Materials: 304 stainless steel, FEP, PC, silicone, HDPE. Sensing: Echogenic markers for ultrasound visibility. Energy: External vacuum pump. Dimensions: 16G-21G gauge, 300-350 mm needle length. Sterilization: Ethylene Oxide (EO). Standards: ISO 10993 (biocompatibility), ISO 9626 (needle stiffness/corrosion), ISO 7864 (penetration force), ASTM F1980 (shelf life), ANSI/AAMI ST72 (endotoxin).
Indications for Use
Indicated for patients undergoing assisted reproductive procedures requiring ultrasound-guided transvaginal aspiration of oocytes from ovarian follicles (with or without follicle flushing).
Regulatory Classification
Identification
Assisted reproduction needles are devices used in in vitro fertilization (IVF), gamete intrafallopian transfer (GIFT), or other assisted reproduction procedures to obtain gametes from the body or introduce gametes, zygote(s), preembryo(s) and/or embryo(s) into the body. This generic type of device may include a single or double lumen needle and component parts, including needle guides, such as those used with ultrasound.
Special Controls
*Classification.* Class II (special controls) (mouse embryo assay information, endotoxin testing, sterilization validation, design specifications, labeling requirements, biocompatibility testing, and clinical testing).
Predicate Devices
Wallace Dual Lumen Oocyte Recovery System (K191291)
Submission Summary (Full Text)
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February 22, 2024
Zhejiang Horizon Medical Technology Co., Ltd. Wu Tang RA Supervisor Room 219, 2nd floor, Building 9, 1303 Asia-Pacific Road Daqiao Town, Nanhu District Jiaxing, Zhejiang 314006 CHINA
Re: K232163
Trade/Device Name: Lotus Single Lumen Ovum Aspiration Needle; Lotus Double Lumen Ovum Aspiration Needle Regulation Number: 21 CFR 884.6100 Regulation Name: Assisted Reproduction Needles Regulatory Class: II Product Code: MQE Received: January 24, 2024
Dear Wu Tang:
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.
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"
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(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 OS 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
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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,
# Michael T. Bailey -S
For Monica D. Garcia, Ph.D. Assistant Director DHT3B: Division of Reproductive, Gynecology and Urology Devices OHT3: Office of GastroRenal, ObGyn, General Hospital and Urology 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) K232163
Device Name
Lotus Single Lumen Ovum Aspiration Needle; Lotus Double Lumen Ovum Aspiration Needle
Indications for Use (Describe)
Lotus Single Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures.
Lotus Double Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration and flushing of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures.
Type of Use (Select one or both, as applicable)
| <div> <span style="font-size:16px">☒</span> Prescription Use (Part 21 CFR 801 Subpart D) </div> | <div> <span>□</span> Over-The-Counter Use (21 CFR 801 Subpart C) </div> |
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# 510(k) Summary K232163
#### 1. Submitter Information
| Applicant: | Zhejiang Horizon Medical Technology Co., Ltd. |
|------------|--------------------------------------------------------------------------------------------------------------------------------------------|
| Address: | Room 219, 2nd floor, Building 9, 1303 Asia-<br>Pacific Road, Daqiao Town, Nanhu District,<br>Jiaxing City, Zhejiang Province, P. R. China. |
#### 2. Submission Correspondent
| Company: | Zhejiang Horizon Medical Technology Co., Ltd. |
|----------|-----------------------------------------------|
| Contact: | Tang Wu |
| Phone: | +86-21-38954600-59403 |
| Email: | wu.tang@microport.com |
#### 3. Date prepared: February 20, 2024
#### 4. Device Information
| Device Name: | Lotus Single Lumen Ovum Aspiration Needle;<br>Lotus Double Lumen Ovum Aspiration Needle |
|--------------------|-----------------------------------------------------------------------------------------|
| Common Name: | Assisted Reproduction Needles |
| Regulation Number: | 21 CFR 884.6100 |
| Regulation Name: | Assisted Reproduction Needles |
| Product Code: | MQE (Needle, Assisted Reproduction) |
| Regulatory Class: | Class II |
#### 5. Predicate Device Information
| Device Name: | Wallace Dual Lumen Oocyte Recovery System |
|----------------|-------------------------------------------|
| 510(k) Number: | K191291 |
| Sponsor: | CooperSurgical Inc. |
The predicate device has not been subject to a design-related recall.
#### 6. Device Description
The subject devices are single use sterile devices used for ultrasound-guided transvaginal aspiration of oocytes from ovarian follicles.
The Lotus Single Lumen Ovum Aspiration Needle consists of a stainless steel needle with a handle, which is connected to an aspiration tube with a silicone stopper at the other end. The stopper can fit onto a test tube where the oocytes are collected. The stopper is connected to a vacuum tube with a vacuum tubing connector at the other end. The vacuum tubing connector is a standard luer lock connector that enables connection to a vacuum pump to provide aspiration suction. The Lotus Single
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Lumen Ovum Aspiration Needle is 35 cm in length and has device variations from 21 to 16 gauge with aspiration tubing of 600 or 900 mm in length.
The Lotus Double Lumen Ovum Aspiration Needle consists of a stainless steel needle with a Y shaped handle. The Y-shaped handle has two ports: the central port through which oocytes are aspirated via the aspiration lumen, and a secondary side port to allow flushing of follicles via the flushing lumen. The central port is connected to an aspiration tube with a silicone stopper at the other end. The stopper can fit onto a test tube where the oocytes are collected. The stopper has a vacuum connector that is a standard luer lock connector that enables connection to a vacuum pump to provide aspiration suction. The side port is connected to a flushing tube with a flushing connector at the other end, which is a standard luer lock connector that can be connected to a compatible syringe for flushing of follicles. The Lotus Double Lumen Ovum Aspiration Needle is 17 gauge with an aspiration tubing length of 900 mm and with device variations of 30 or 35 mm needle length and flushing tubing of 700 or 1000 mm in length.
#### 7. Indications for Use Statement
Lotus Single Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures.
Lotus Double Lumen Ovum Aspiration Needle is used for ultrasound guided transvaginal aspiration and flushing of oocytes from ovarian follicles for patients undergoing Assisted Reproductive procedures.
#### 8. Comparison of Intended Use and Technological Characteristics with the Predicate Device
The table below includes a comparison of the intended use and technological characteristics of the subject and predicate devices.
| | K232163 | K191291 | Comparison |
|-----------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Manufacturer | Zhejiang Horizon<br>Medical Technology<br>Co., | CooperSurgical | -- |
| Classification | Class II | Class II | Same |
| Product Code | MQE | MQE | Same |
| Regulation | 21 CFR 884.6100 | 21 CFR 884.6100 | Same |
| Indications for Use | Lotus Single Lumen<br>Ovum Aspiration<br>Needle is used for<br>ultrasound guided<br>transvaginal aspiration<br>of oocytes from ovarian<br>follicles for patients<br>undergoing Assisted<br>Reproductive<br>procedures.<br>Lotus Double Lumen<br>Ovum Aspiration<br>Needle is used for<br>ultrasound guided | The Wallace Dual<br>Lumen Oocyte<br>Recovery System is<br>a sterile, single-use<br>device for<br>ultrasonic-guided<br>transvaginal<br>collection of<br>oocytes from the<br>ovarian follicles. | There are differences<br>between the subject and<br>predicate device<br>indications for use<br>statements; however, the<br>subject and predicate<br>devices have the same<br>intended use (i.e., to<br>recover oocytes from<br>ovarian follicles for use in<br>assisted reproduction<br>procedures). |
| | | | |
| | transvaginal aspiration<br>and flushing of oocytes<br>from ovarian follicles<br>for patients undergoing<br>Assisted Reproductive<br>procedures. | | |
| Lumen Type | Single and Double | Double | Different |
| Materials | Single - Stainless steel<br>(304), FEP, PC, Silicone<br>Double - Stainless steel<br>(304), FEP, PC,<br>Silicone, HDPE | Stainless steel,<br>methacrylate<br>butadiene styrene<br>(MBS), silicone,<br>polyurethane,<br>polycarbonate,<br>Nylon, acrylonitrile<br>butadiene, styrene<br>(ABS) | Different |
| Needle Gauge | Single - 16G to 21G<br>Double – 17G | 16G to 17G | Different |
| Needle Length | Single - 350 mm<br>Double - 300 mm to 350<br>mm | 330 mm | Different |
| Echogenic Markers | Yes | Yes | Same |
| Aspiration Tubing<br>Length | Single - 600 mm to 900<br>mm<br>Double - 900 mm | 500 mm, 750 mm,<br>950 mm | Different |
| Flushing Tubing<br>Length | 700 and 1000 mm | 700 mm | Different |
| Fitting | Single - Silicone stopper<br>with vacuum tubing<br>terminating in a leur<br>vacuum pump<br>connector.<br>Double - Silicone<br>stopper attached to leur<br>vacuum connector for<br>vacuum tubing<br>connection. | Silicone bung that<br>allows connection<br>to sample tube.<br>Bung is connected<br>to vacuum tubing<br>that allows<br>connection to a<br>vacuum source | Different |
| Sterilization Method | EO | EO | Same |
| Single/Repeat Use | Single Use | Single Use | Same |
| MEA | 1-Cell MEA: ≥ 80%<br>embryos developed to<br>expanded blastocyst at<br>96 hours after a 30<br>minute exposure to the | 1-Cell MEA: ≥ 80%<br>embryos developed<br>to expanded<br>blastocyst at 96<br>hours. | Different |
| | Lotus Single Lumen<br>Ovum Aspiration<br>Needle; Lotus Double<br>Lumen Ovum<br>Aspiration Needle. | | |
| Endotoxin | <20 EU per device | ≤ 20 EU per device | Same |
| Shelf Life | 3 years | 2 years | Different |
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As shown in the table above, there are differences in the indications for use statements and technological features of the subject and predicate devices. However, the subject and predicate device have the same intended use (i.e., to recover oocytes from ovarian follicles for use in assisted reproduction procedures). In addition, the technological differences between the predicate device include differences in single/double lumen options, materials, needle gauge/length, aspiration tube length, fit, and shelf-life duration. These technological differences do not raise different questions of safety and effectiveness.
## 9. Summary of Non-Clinical Performance Testing
#### Biocompatibility:
Biocompatibility testing was performed in accordance with the 2023 FDA guidance document Use of International Standard ISO 10993-1, "Biological Evaluation of Medical Devices – Part 1: Evaluation and testing within a risk management process. " Testing included the following:
- · Cytotoxicity (ISO 10993-5:2009/R 2014)
- · Sensitization (ISO 10993-10:2010/R 2014)
- · Intracutaneous Irritation (ISO 10993-23:2021)
The results of testing demonstrate that the subject devices are non-cytotoxic, non-irritating, and nonsensitizing.
#### Sterilization Testing:
Sterilization information was provided in accordance with the 2016 FDA guidance "Submission and Review of Sterility Information in Premarket Notification (510(k) Submissions for Devices Labeled as Sterile." The subject devices are subjected to an Ethylene Oxide (EO) sterilization process to achieve a Sterility Assurance Level (SAL) of 106. The sterilization cycle was validated per the halfcycle method in accordance with ISO 11135:2014.
Ethylene oxide and ethylene chlorohydrin residual testing was conducted per ISO 10993-7: 2008/(R)2012.
### Simulated Transportation:
Simulated transportation was performed after accelerated aging per ASTM D4169-22, Standard Practice for Performance Testing of Shipping Containers and Systems.
#### Stability and Shelf Life:
The following tests were completed to demonstrate that the subject devices maintained their performance in newly manufactured devices and after 3-years of accelerated aging per ASTM F1980-16 and simulated transportation:
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- Mouse embryo assay (MEA) Testing conducted in accordance with the 2021 FDA guidance ● "Mouse Embryo Assay for Assisted Reproduction Technology Devices." The acceptance criterion for the 1-Cell MEA was ≥80% embryos expanded to blastocyst at 96 hours after 30 minute exposure to the Lotus Single Lumen Ovum Aspiration Needle; Lotus Double Lumen Ovum Aspiration Needle.
- Endotoxin - Evaluation performed using the Gel-Clot Limulus Amoebocyte Lysate (LAL) method per ANSI/AAMI ST72:2011 and USP <85>. The acceptance criterion was ≤ 20 EU/device.
- Package Integrity Testing: ●
- F1886/F1886M-16 Standard Test Method for Determining Integrity of Seals for Flexible O Packaging by Visual Inspection
- ASTM F88/F88-15 Standard Test Method for Seal Strength of Flexible Barrier Materials o
- ASTM F1929-15 Standard Test Method for Detecting Seal Leaks In Porous Medical O Packaging by Dye Penetration
- Mechanical Performance Testing: ●
- Appearance O
- Dimensional verification/validation O
- Needle stiffness, breakage resistance, and corrosion resistance per ISO 9626:2016 O
- Tip penetration force, needle bond strength, and flow rate per ISO 7864:2016 O
- Ultrasound detectability O
- Tubing bond strength, leak, and aspiration test per EN1618 O
- Component compatibility (connectors and stoppers) O
#### 10. Conclusion
The results of the performance testing described above demonstrate that the subject devices are as safe and effective as the predicate device and support a determination of substantial equivalence.
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.