K261174 · Rxsight, Inc. · MSS · Jun 10, 2026 · Ophthalmic
Device Facts
Record ID
K261174
Device Name
RxSight® Insertion Device
Applicant
Rxsight, Inc.
Product Code
MSS · Ophthalmic
Decision Date
Jun 10, 2026
Decision
SESE
Submission Type
Special
Regulation
21 CFR 886.4300
Device Class
Class 1
Attributes
Therapeutic
Indications for Use
The RxSight Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+(TM), and IOL models validated for use with this device in IOL approved labeling.
Device Story
RxSight Insertion Devices (Models 63000/63001 and 63002) facilitate folding and insertion of 3-piece silicone IOLs during cataract surgery. Model 63000/63001 consists of a reusable titanium handpiece and single-use polypropylene cartridge; Model 63002 is a sterile, single-use device (polycarbonate/polybutylene terephthalate injector with polypropylene cartridge). Operation involves placing the IOL into a loading cartridge, snapping the cartridge into the handpiece, and using a screw plunger to advance and fold the lens through the cartridge into the eye. Used by surgeons in clinical settings. Output is the physical delivery of the IOL into the eye. Benefits include consistent, controlled lens delivery through small incisions, minimizing surgical trauma.
Clinical Evidence
Bench testing only. Simulated surgical manipulation and recovery of properties performed per ISO 11979-3:2012; optical properties and homogeneity verified per ISO 11979-2:2014. Biocompatibility testing conducted per ISO 10993-1, -5, -10, -11, -12, and -23. All testing met acceptance criteria equivalent to predicate devices.
Technological Characteristics
Models 63000/63001: Reusable titanium handpiece, single-use polypropylene cartridge. Model 63002: Single-use polycarbonate/polybutylene terephthalate injector, single-use polypropylene cartridge. Both use screw-plunger mechanical actuation. Cartridges feature LubriMATRIX™ coating. Sterilization: Autoclave (handpiece), Ethylene Oxide (cartridges, SAL 10^-6). Compliant with ISO 11979-2/3 and ISO 10993 standards.
Indications for Use
Indicated for folding and insertion of 3-piece silicone intraocular lenses (IOLs) into the human eye through a surgical incision in adult patients (22 years and older).
Regulatory Classification
Identification
An intraocular lens guide is a device intended to be inserted into the eye during surgery to direct the insertion of an intraocular lens and be removed after insertion is completed.
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**FDA** **U.S. FOOD & DRUG**
ADMINISTRATION
June 10, 2026
% Maureen O'Connell
Executive Vice President, Clinical and Regulatory Affairs
RxSight, Inc.
100 Columbia, Aliso Viejo, CA 92656 USA
Re: K261174
Trade/Device Name: RxSight Insertion Devices (Model 63000/63001 and Model 63002)
Regulation Number: 21 CFR 886.4300
Regulation Name: Intraocular Lens Guide
Regulatory Class: Class I, reserved
Product Code: MSS
Dated: May 19, 2026
Received: May 19, 2026
Dear Maureen O'Connell:
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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K261174 - Maureen O'Connell
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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 Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
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 (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-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (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.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
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-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/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-devices/device-advice-comprehensive-regulatory-
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K261174 - Maureen O'connell
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assistance/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,
Bennett Walker, Ph.D.
Assistant Director
DHT1A: Division of Ophthalmic Devices
OHT1: Office of Ophthalmic, Anesthesia,
Respiratory, ENT, and Dental Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Bennett Walker, Ph.D.
Assistant Director
DHT1A: Division of Ophthalmic 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
| Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions. | | K261174 | ? |
| --- | --- | --- | --- |
| Please provide the device trade name(s). | | | ? |
| RxSight® Insertion Device | | | |
| Please provide your Indications for Use below. | | | ? |
| The RxSight Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+(TM), and IOL models validated for use with this device in IOL approved labeling. | | | |
| Please select the types of uses (select one or both, as applicable). | ☑ Prescription Use (21 CFR 801 Subpart D) ☐ Over-The-Counter Use (21 CFR 801 Subpart C) | | ? |
| Please select the age group(s) for which the device(s) is to be used. | ☐ Neonates/Newborns (Birth to < 29 days old) ☐ Infants (29 days old to < 2 years old) ☐ Children (2 years old to < 12 years old) ☐ Adolescents (12 years old to < 22 years old) ☑ Adults (22 years old and greater) | | ? |
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510(K) SUMMARY
# 510(K) SUMMARY
K261174
This 510(k) Summary is being submitted in accordance with the requirements of 21 CFR 807.92(a).
**APPLICANT:** RxSight, Inc.
100 Columbia
Aliso Viejo, CA 92656
**CONTACT PERSON:** Maureen O'Connell
Executive Vice President, Clinical and Regulatory Affairs
moconnell@rxsight.com
Tel: (978) 207-1245
**DATE SUMMARY PREPARED:** June 8, 2026
**TRADE NAME:** RxSight Insertion Device
**COMMON NAME:** Intraocular Lens (IOL) Injector
**CLASSIFICATION NAME:** Folders and Injectors, Intraocular Lens (IOL)
**DEVICE CLASSIFICATION:** Class I; 21 CFR 886.4300
**PRODUCT CODE:** MSS
**PREDICATE DEVICE:** RxSight Insertion Device cleared in K231466 and K231838
# Device Description
The RxSight Insertion Device (Model 63000/63001) is a two-part intraocular lens (IOL) injector device comprised of a re-usable handheld titanium Injector Handpiece, and a single use, non-preloaded disposable polypropylene Injector Cartridge intended to be used together to fold and insert the intraocular lenses into the eye through a small incision during cataract surgery.
The RxSight Insertion Device (Model 63002) is a sterile, single-use device used to fold and insert intraocular lenses (IOL) into the eye through a small incision during cataract surgery. The RxSight Insertion Device (Model 63002) consists of:
- A single-use, disposable, sterile IOL inserter with a non-pyrogenic cartridge
- A single-use, disposable, sterile haptic puller.
510(k) Premarket Notification
RxSight, Inc.
Insertion Devices (Model 63000/63001 and 63002)
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510(K) SUMMARY
### Indications for Use
The RxSight Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+™, and IOL models validated for use with this device in IOL approved labeling.
### Technological Characteristics Comparison
A comparison of the technological characteristics of the proposed and predicate devices is provided in the tables below.
#### Comparison of the RxSight Insertion Device (Model 63000/63001) to the Predicate Device
| | RxSight Insertion Device (Model 63000/63001) Subject Device | RxSight Insertion Device (Model 63000/63001) Predicate Device (K231466) |
| --- | --- | --- |
| **Product Code** | MSS | MSS |
| **Indications for Use** | The RxSight® Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+™, and IOL models validated for use with this device in IOL approved labeling. | The RxSight® Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+™, the Bausch & Lomb L161A0 IOL and IOL models validated for use with this device in IOL approved labeling. |
| **Operating Principle** | An intraocular lens (IOL) is placed in a loading cartridge. Cartridge snapped into the handpiece. Screw plunger advances the IOL through the cartridge which folds the IOL and advances it into the eye. | An intraocular lens (IOL) is placed in a loading cartridge. Cartridge snapped into the handpiece. Screw plunger advances the IOL through the cartridge which folds the IOL and advances it into the eye. |
| **Pre-loaded IOL** | No | No |
| **Material (Injector)** | Titanium | Titanium |
| **Material (cartridge)** | Polypropylene (resin mixture) | Polypropylene |
510(k) Premarket Notification
RxSight, Inc.
Insertion Devices (Model 63000/63001 and 63002)
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510(K) SUMMARY
| | RxSight Insertion Device (Model 63000/63001) Subject Device | RxSight Insertion Device (Model 63000/63001) Predicate Device (K231466) |
| --- | --- | --- |
| **Cartridge Coating** | LubriMATRIX™ | LubriMATRIX™ |
| **How Supplied (Reusable/Single Use)** | Handpiece - Reusable Cartridge - Single Use, supplied sterile | Handpiece - Reusable Cartridge - Single Use, supplied sterile |
| **Method of Sterilization** | Handpiece - Autoclave Cartridge - Ethylene Oxide to SAL 10^{-6} | Handpiece - Autoclave Cartridge - Ethylene Oxide to SAL 10^{-6} |
| **Shelf-life (Cartridge)** | 18-month | 12-month |
# **Comparison of the RxSight Insertion Device (Model 63002) to the Predicate Device**
| | RxSight Insertion Device (Model 63002) Subject Device | RxSight Insertion Device (Model 63002) Predicate Device (K231838) |
| --- | --- | --- |
| **Product Code** | MSS | MSS |
| **Indications for Use** | The RxSight® Insertion Device is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+, and IOL models validated for use with this device in IOL approved labeling. | The RxSight® Insertion Device (Model 63002) is indicated for the folding and insertion of a 3-piece silicone, intraocular lens into the human eye through a surgical incision. The RxSight Insertion Device (Model 63002) is intended for the insertion of the RxSight Light Adjustable Lens®, RxSight Light Adjustable Lens+, and IOL models validated for use with this device in IOL approved labeling. |
| **Operating Principle** | An intraocular lens (IOL) is placed in a loading cartridge. Screw plunger advances the IOL through the cartridge which folds the IOL and advances it into the eye. | An intraocular lens (IOL) is placed in a loading cartridge. Screw plunger advances the IOL through the cartridge which folds the IOL and advances it into the eye. |
510(k) Premarket Notification
RxSight, Inc.
Insertion Devices (Model 63000/63001 and 63002)
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510(K) SUMMARY
| | RxSight Insertion Device (Model 63002) Subject Device | RxSight Insertion Device (Model 63002) Predicate Device (K231838) |
| --- | --- | --- |
| **Pre-loaded IOL** | No | No |
| **Material (Injector)** | Polycarbonate Polybutylene terephthalate polymer | Polycarbonate Polybutylene terephthalate polymer |
| **Material (Cartridge)** | Polypropylene (resin mixture) | Polypropylene |
| **Cartridge Coating** | LubriMATRIX™ | LubriMATRIX™ |
| **How Supplied (Reusable/Single Use)** | Sterile and Single use | Sterile and Single use |
| **Method of Sterilization** | Ethylene Oxide to SAL 10^{-6} | Ethylene Oxide to SAL 10^{-6} |
| **Shelf-life** | 18-month | 18-month |
#### Summary of Performance Test Results
The descriptive characteristics are well-defined and adequate to ensure equivalence of the RxSight Insertion Devices (Model 63000/63001 and Model 63002) with the predicate devices. The subject devices and their predicates met the same requirements of non-clinical performance testing (simulated surgical manipulation and recovery of properties) including both pre- and post-injection evaluation of the intraocular lenses (IOLs) in accordance with ISO 11979-3:2012. Specifically, dimensions and sagitta were verified following lens delivery and compared to the measurements performed prior to the lens delivery per ISO 11979-3:2012. Additionally, recovery of optical properties and overall surface and bulk homogeneity were tested and met the requirements pre and post lens injection per ISO 11979-2:2014. Biocompatibility testing was performed per relevant parts of ISO 10993 standard series (i.e., ISO 10993-1, ISO 10993-5, ISO 10993-10, ISO 10993-11, ISO 10993-12, and ISO 10993-23) and test results met the same acceptance criteria as the predicate devices.
#### Conclusion
The subject devices have the same intended use as the legally marketed predicate devices. Both the subject devices and the predicate devices have identical technological characteristics for lens insertion during cataract surgery. Both utilize a non-preloaded cartridge that is used to fold and position the lens on top of a handheld injector prior to lens delivery. Performance data is available which supports the substantial equivalence of the subject devices to the predicate devices.
510(k) Premarket Notification
RxSight, Inc.
Insertion Devices (Model 63000/63001 and 63002)
{8}
---**510(K) SUMMARY**
The subject devices and their predicates met the same requirements of non-clinical performance testing (simulated surgical manipulation and recovery of properties) in accordance with ISO 11979-3:2012. Additionally, recovery of optical properties and overall surface and bulk homogeneity were tested and met the requirements pre and post lens injection per ISO 11979-2:2014. Biocompatibility testing was performed per relevant parts of ISO 10993 standard series (i.e., ISO 10993-1, ISO 10993-5, ISO 10993-10, ISO 10993-11, ISO 10993-12, and ISO 10993-23) and test results met the same acceptance criteria as the predicate devices.
Therefore, the RxSight Insertion Device (Model 63000/63001 and Model 63002) with the proposed changes in cartridge material and shelf-life is substantially equivalent to the RxSight Insertion Devices that were cleared in K231466 and K231838.
---**510(k) Premarket Notification**
**RxSight, Inc.**
**Insertion Devices (Model 63000/63001 and 63002)**
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.