Proflex™ Laser Fibers are intended for use in laser-based surgical applications including, but not limited to endoscopic, laparoscopic and open surgical procedures involving vaporization, ablation and fragmentation of calculi (urinary and biliary) and surgical procedures involving vaporization, ablation, coagulation, hemostasis, excision, resection and incision and of soft and cartilaginous tissues. While designed primarily for holmium (Ho:YAG) lasers, ProFlex™ fibers may be used with any laser wavelength between 500nm and 2200nm that have been cleared for surgical use including, but not limited to frequency doubled Nd:YAG (KTP) lasers, argon lasers, diode lasers, alexandrite lasers, ruby lasers, dye lasers, Nd:YAG lasers and Tm:YAG lasers.
Device Story
ProFlex™ Laser Fibers are fiber optic energy delivery devices used to transmit laser energy from a surgical laser source to a target tissue site. The device consists of a stainless steel connector, anodized aluminum expansion nut, strain relief, and a fluoroacrylate-clad fused silica fiber with an ETFE jacket. The device features a transmissive quartz ferrule fused to the proximal end to protect against laser launch overfill and a laser-polished, rounded output tip to prevent damage to flexible ureteroscope liners. Used in OR settings by surgeons, the device facilitates the delivery of laser energy (500nm–2200nm) for tissue ablation, fragmentation, and hemostasis. The rounded tip design reduces the risk of ureteroscope liner scratching and tip detachment compared to traditional flat-polished fibers. The device is compatible with standard surgical lasers, including Ho:YAG, and is intended for single-use or reusable applications depending on sterilization protocols.
Clinical Evidence
Bench testing only. Power transmission testing performed on ProFlex™ 200/273 fibers versus predicate fibers (SureFlex™ 200µm and Laser Peripherals 273µm) in both relaxed and strained (bending) configurations using a holmium laser. ProFlex™ fibers demonstrated superior performance in power delivery, consistency, and damage threshold compared to predicates. No clinical data provided.
Technological Characteristics
Fiber optic energy delivery device; materials: fluoroacrylate-clad fluorine-doped fused silica, ETFE jacket, stainless steel connector, anodized aluminum nut. Features: transmissive quartz ferrule for launch overfill protection, laser-polished input face, laser-melted rounded output tip. Compatible with 500nm-2200nm laser wavelengths. Biocompatible (USP Class VI). Sterilization: flash autoclave and EtO.
Indications for Use
Indicated for patients requiring endoscopic, laparoscopic, or open surgical procedures involving vaporization, ablation, or fragmentation of urinary/biliary calculi, or vaporization, ablation, coagulation, hemostasis, excision, resection, and incision of soft and cartilaginous tissues.
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.
SureFlex™ and AccuFlex™ Laser Lithotripsy Fibers (K050108)
Submission Summary (Full Text)
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Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo is circular and contains the words "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. Inside the circle is an abstract symbol that resembles a stylized human figure.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
December 19, 2014
InnovaQuartz LLC Mr. Stephen Griffin Vice President for Engineering, Research and Development 23030 North 15th Avenue Phoenix, Arizona 85027
Re: K142638
Trade/Device Name: Proflex™ Laser Fibers (Proflex 200 and Proflex 273) 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: September 29, 2014 Received: October 1, 2014
Dear Mr. Griffin:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food. Drug. and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you; however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21
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CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
# Binita S. Ashar -S
Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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#### DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
#### Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: January 31, 2017 See PRA Statement below.
| 510(k) Number (if known) | |
|--------------------------|--|
|--------------------------|--|
K142638
Device Name
ProFlexTM Laser Fibers (ProFlex 200 and ProFlex 273)
Indications for Use (Describe)
Proflex™ Laser Fibers are intended for use in laser-based surgical applications including, but not limited to endoscopic, laparoscopic and open surgical procedures involving vaporization, ablation and fragmentation of calculi (urinary and biliary) and surgical procedures involving vaporization, ablation, hemostasis, excision, resection and incision and of soft and cartilaginous tissues. While designed primarily for holmium (Ho: YAG) lasers, ProFlex™ fibers may be used with any laser wavelength between 500nm and 2200mm that have been cleared for surgical use including, but not limited to frequency doubled Nd: YAG (KTP) lasers, argon lasers, alexandrite lasers, ruby lasers, dye lasers, Nd:YAG lasers and Tm:YAG lasers.
Type of Use (Select one or both, as applicable)
| <span></span> <svg height="12" width="12"> <path d="M0 0h12v12H0z" fill="none" stroke="black" stroke-width="1"></path> <path d="M2 2l8 8M2 10l8-8" stroke="black" stroke-width="1"></path> </svg> Prescription Use (Part 21 CFR 801 Subpart D) |
|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <span></span> Over-The-Counter Use (21 CFR 801 Subpart C) |
#### CONTINUE ON A SEPARATE PAGE IF NEEDED.
This section applies only to requirements of the Paperwork Reduction Act of 1995.
#### *DO NOT SEND YOUR COMPLETED FORM TO THE PRA STAFF EMAIL ADDRESS BELOW.*
The burden time for this collection of information is estimated to average 79 hours per response, including the time to review instructions, search existing data sources, gather and maintain the data needed and complete and review the collection of information. Send comments regarding this burden estimate or any other aspect of this information collection, including suggestions for reducing this burden, to:
> Department of Health and Human Services Food and Drug Administration Office of Chief Information Officer Paperwork Reduction Act (PRA) Staff PRAStaff@fda.hhs.gov
"An agency may not conduct or sponsor, and a person is not required to respond to, a collection of information unless it displays a currently valid OMB number."
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Image /page/3/Picture/0 description: The image is a logo for IQ LLC InnovaQuartz. The logo is blue and red. The letters "IQ LLC" are in blue, with a red swirl around the "IQ". The word "InnovaQuartz" is in a smaller font below the "IQ LLC".
23030 North Fifteenth Avenue Phoenix, Arizona 85027-1315 623-434-1895 innovaquartz.com
## 510(k) Summary
## Sponsor/Owner/Holder:
InnovaQuartz LLC 23030 N 15th Ave Phoenix, AZ 85027-1315 623-434-1895
### Contact:
Stephen Griffin VP Engineering, R&D 623-434-1895 (main) x101 623-229-5174 mobile steveg@innovaquartz.com
### Registration:
At the time of this writing, the establishment registration fee has been paid
## Device Name:
| Trade Name: | ProFlex™ Laser Fibers |
|-----------------|----------------------------------------------------------|
| | ProFlex™ 200 (P/Ns: S-LLF200TL, R-LLF200TL) |
| | ProFlex™ 273 (P/Ns: S-LLF273TL, R-LLF273TL) |
| Common Name: | Laser Instrument, Surgical, Powered |
| Classification: | Laser surgical instrument for use in general and plastic |
| | surgery and in dermatology (21CFR 878.4810, Product |
| | Code GEX, Class II) |
| Panel: | General and Plastic Surgery |
## Legally Marketed Predicate Device(s):
| Trade Name: | Laser Peripherals Holmium Bare Fibers<br>Specifically model HB-200 |
|---------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Common Name:<br>Classification: | Laser Instrument, Surgical, Powered<br>GEX - Laser surgical instrument for use in general<br>and plastic surgery and in dermatology – 21 CFR<br>878.4810, Class II |
| 510(k) Number: | K972272 issued to Laser Peripherals, Inc., 1000<br>Boone Ave. North, Suite 300, Golden Valley, MN |
| | AND |
| Trade Name: | SureFlex™ and AccuFlex™ Laser Lithotripsy Fibers<br>specifically model LLF200TG |
| Common Name: | Laser Instrument, Surgical, Powered |
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| Classification: | GEX – Laser surgical instrument for use in general<br>and plastic surgery and in dermatology – 21 CFR<br>878.4810, Class II |
|-----------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 510(k) Number: | K050108 awarded to InnovaQuartz Incorporated,<br>23030 N 15th Ave, Phoenix, AZ 85027 and now held<br>by AMS Innovation Center, 3070 Orchard Dr, San<br>Jose, CA 95134 |
#### Device Description:
The ProFlex™ Laser Fibers are fiber optic energy delivery devices consisting of a stainless steel laser connector, e.g. SMA 905, an anodized aluminum expansion nut, strain relief, doubly step index clad optical fiber (fluoroacrylate over fluorine doped fused silica) with an ethylene tetrafluorethylene (ETFE, Tefzel™) protective jacket and are available in two fiber core diameters: 200µm & 273µm. The ProFlex™ Laser Fibers are equipped with laser launch overfill protection (spatial and angular) -- a protective, transmissive quartz ferrule, fused about the fiber input face and laser polished for high damage threshold (laser and physical), and ruggedized output tips designed for ease of transit in flexible ureteroscopes. All materials of construction are USP Class VI biocompatible and compatible with flash autoclave and EtO sterilization.
#### Intended Use:
Proflex™ Laser Fibers have the same indications for use as the predicate SureFlex™ and AccuFlex™ Laser Lithotripsy Fibers:
Proflex™ Laser Fibers are intended for use in laser-based surgical applications including, but not limited to endoscopic, laparoscopic and open surgical procedures involving vaporization, ablation and fragmentation of calculi (urinary and biliary) and surgical procedures involving vaporization, ablation, coagulation, hemostasis, excision, resection and incision and of soft and cartilaginous tissues. While designed primarily for holmium (Ho:YAG) lasers, ProFlex™ fibers may be used with any laser wavelength between 500nm and 2200nm that have been cleared for surgical use including, but not limited to frequency doubled Nd:YAG (KTP) lasers, argon lasers, diode lasers, alexandrite lasers, ruby lasers, dye lasers, Nd:YAG lasers and Tm:YAG lasers.
Differences in the indications for use between ProFlex™ and the Laser Peripherals Holmium Bare Fibers predicate are limited to the range of laser wavelengths for which compatibility is identified. Laser Peripherals
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lists the two most common wavelengths for which low [OH] fused silica core optical fiber is used in surgical applications while ProFlex™ SureFlex™ and AccuFlex™ specify the spectral region of compatibility and offer examples of surqical lasers operating within this range including, but not limited to, the two lasers identified in the Laser Peripherals predicate device indications for use.
#### Technological Characteristics:
The ProFlex™ Iine of fiber optic energy delivery devices is similar to Laser Peripherals Holmium Bare Fibers in materials of construction and indications for use and is identical to the SureFlex™ and AccuFlex™ predicate devices in materials, methods of construction, indications for use and minimum performance criteria.
The principal differentiating characteristics of ProFlex™ versus the Laser Peripherals predicate device lie in the techniques employed for tolerance of fiber core overfill and in output tip formation. Laser Peripherals exploits the standard "fiber well" termination, also known as "high power" terminations in the art, where the connector face is counter-bored for a depth of millimeters to remove adhesive and connector materials from the focal plane and immediate vicinity of the laser focal spot. ProFlex™ utilizes a transparent (transmissive) fused quartz ferrule, positioned about the fiber diameter at the proximal terminus and fused to the fiber to space the fiber core apart from adhesive or connector materials at the focal plane.
ProFlex™ (like SureFlex™ and AccuFlex™) presents a laser polished input face to the laser aperture for a maximum damage threshold surface (physical and mechanical) that is easily cleaned, versus the Laser Peripherals exposed, thin and mechanically polished, flat fiber face. Fibers with core diameters that are on the order of, or smaller than, the laser focal spot diameter are up-tapered for ProFlex™ and the SureFlex/AccuFlex predicate devices such that the fiber core presented to the laser focus is as large or larger than the laser focal spot diameter. Rather than spilling spatial overfill energy onto the fiber connector or reflecting the energy back into the laser aperture, ProFlex™ (like the SureFlex(/AccuFlex predicate) captures spatial overfill and delivers the energy into the fiber optic conduit.
The differences between these two fiber designs are: the fiber taper ratio (input core diameter), the length of the transmissive ferrule and the
{6}------------------------------------------------
position of the brass crimp at the distal terminus of the transmissive ferrule. These design differences result for over a decade of experience with the true optical characteristics of approved surgical laser foci and improved assembly strategies for higher concentricity of the fiber within the connector body that, combined, permit the use of smaller taper ratios.
Laser Peripherals employs a mechanical polish for the output tip that is produced on a stripped (ETFE) section of approximately 5mm to 8mm long where ProFlex™ utilizes a laser to vaporize and melt the output tip into a small, slightly convex and aspheric output on a section of stripped of ETFE 3mm to 4mm long. The sharp, 90 degree edge of the mechanically polished fiber tip (for the predicate LP device) is known to scratch and dig into flexible ureteroscope liners, causing damage and/or hanging up and snapping off. ProFlex™ Laser Fiber tips have rounded edges so that there is no sharp edge to scratch or dig into the soft ureteroscope liner and the shorter exposed fiber length reduces the risk of tip detachment.
#### Substantial Equivalence:
A direct comparison of key characteristics demonstrates that ProFlex laser fibers are substantially equivalent to both predicate devices in terms of materials of construction, intended uses, technological considerations and performance characteristics. ProFlex™ Laser Fibers are as safe, as effective and perform as well as the predicate devices.
The performance of ProFlex™ 200 fibers were compared to SureFlex™ LLF200TG for the 200um core fiber design because, to our knowledge, SureFlex™ LLF200TG is the only true 200µm core fiber available on the market. The ProFlex 273 fibers were compared to Laser Peripherals HB200 because it is a readily available fiber, commonly used within the intended market and the Laser Peripherals' HB200 - identified as "Holmium Laser Fiber 200 micron" on the label -- is actually a 273µm core fiber where the fiber raw material is substantially equivalent to the ProFlex™ 273 base fiber material to which it is rationally compared. ProFlex's technology is also fairly well bracketed between the two chosen predicate devices.
## Performance Testing (Bench and User Evaluation):
Briefly, subject and predicate fibers were power tested in relaxed and strained (bending) configurations using a cleared surgical holmium laser. ProFlex™ Laser Fibers performed better than the predicate devices in all
{7}------------------------------------------------
four cases -- 200µm core ProFlex™ versus 200µm core SureFlex™, relaxed and stressed, and 273um core ProFlex™ versus 273um core Laser Peripherals, relaxed and stressed - individually, on average and in consistency. Accordingly, ProFlex™ fibers are determined to be as safe and as effective as the predicate devices. ProFlex has also been evaluated by one OEM holmium laser manufacturer and found to preform well.
## Manufacturing, Packaging and Sterilization Facility:
Proflex™ Laser Fibers are designed, manufactured, packaging and sterilized within the same facility, the same model EtO sterilizer and with the same personnel that originally produced the SureFlex™ and AccuFlex™ Laser Fiber predicate devices, and their predecessors through 2008. While the manufacturing equipment is mostly new, it is substantially equivalent to the equipment used to make the predicate SureFlex™ and AccuFlex™ Laser Fibers, is validated to perform the processes for which they are intended.
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Learn the FDA Browser
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.