Clinical data was used to demonstrate that the EmbryoScope performs according to its intended use by comparing ongoing pregnancy rates between the device and standard incubators.
IVF; Pregnancy rates; Clinical performance
Clinical Evidence
Study Design
Population
Comparator
Key Endpoints
Comparative clinical assessment
Patients undergoing IVF procedures
Standard incubator
Ongoing pregnancy rates
Indications for Use
To provide an environment with controlled temperature, CO2 (and other gases) for the development of embryos. This model has an integrated inverted microscope and imaging system for embryo viewing. Device use is limited to three days (72 hr) covering the time from post-fertilization to day 3 of development.
Device Story
EmbryoScope (Version D) is an IVF incubator providing controlled temperature and gas (CO2/O2) environment for embryo development. Device features integrated inverted microscope and imaging system for time-lapse microscopy at multiple planes. Operates with sterile disposable EmbryoSlides (12-well capacity, 72 embryos total). Used in IVF clinics by embryologists. Device performs unattended measurements and logs incubation conditions. Integrated imaging allows viewing of embryo development without removing slides from the controlled environment, minimizing disturbance. Output consists of time-lapse images and incubation data, enabling monitoring of embryo development. Benefits include stable incubation environment and reduced embryo handling/disturbance compared to conventional incubators.
Clinical Evidence
Clinical data compared EmbryoScope (Version D) to standard incubators. Results showed no significant difference in ongoing pregnancy rates. No adverse effects from image acquisition were observed. Bench testing included electrical safety (IEC 60601-1), electromagnetic compatibility, and environmental/operating performance testing. EmbryoSlides passed LAL (non-pyrogenic), cytotoxicity, and mouse embryo assay (MEA) testing.
Technological Characteristics
Incubator with direct heating, integrated inverted microscope, and gas control (CO2/O2). EmbryoSlides made of polystyrene, E-beam sterilized (SAL 10^-6), tested per ISO 11137. Connectivity includes data logging of incubation conditions. Software controls incubation environment and data acquisition. Dimensions/form factor: 6-slide capacity (72 embryos).
Indications for Use
Indicated for the incubation of human embryos from post-fertilization to day 3 of development (72 hours) in an environment with controlled temperature and gas composition.
Regulatory Classification
Identification
Assisted reproduction accessories are a group of devices used during assisted reproduction procedures, in conjunction with assisted reproduction needles and/or assisted reproduction catheters, to aspirate, incubate, infuse, and/or maintain temperature. This generic type of device may include:(1) Powered aspiration pumps used to provide low flow, intermittent vacuum for the aspiration of eggs (ova). (2) Syringe pumps (powered or manual) used to activate a syringe to infuse or aspirate small volumes of fluid during assisted reproduction procedures. (3) Collection tube warmers, used to maintain the temperature of egg (oocyte) collection tubes at or near body temperature. A dish/plate/microscope stage warmer is a device used to maintain the temperature of the egg (oocyte) during manipulation. (4) Embryo incubators, used to store and preserve gametes and/or embryos at or near body temperature. (5) Cryopreservation instrumentation and devices, used to contain, freeze, and maintain gametes and/or embryos at an appropriate freezing temperature.
Special Controls
*Classification.* Class II (special controls) (design specifications, labeling requirements, and clinical testing). The device, when it is a simple embryo incubator with only temperature, gas, and humidity control; a syringe pump; a collection tube warmer; a dish/plate/microscope stage warmer; a controlled-rate cryopreservation freezer; or an assisted reproduction laminar flow workstation is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 884.9.
{0}------------------------------------------------
Image /page/0/Picture/1 description: The image shows the logo for UNISENSE FERTILITECH. The logo consists of the words "UNISENSE" and "FERTILITECH" stacked on top of each other, with the trademark symbol to the right of "UNISENSE". Above the words is a graphic of what appears to be a cell with a needle inserted into it.
## 510(k) Summary
JAN 1 1 2011
Administrative information:
| Name: | Unisense FertiliTech A/S |
|-------------------|------------------------------------------|
| Address: | Tueager I<br>DK-8200 Aarhus N<br>Denmark |
| Contact person: | Mette Munch, QA Manager |
| Telephone Number: | +45 89449500 |
| Fax Number: | +45 89449549 |
| E-mail: | mm@unisense.com |
| Date of summary: | 05-January-2011 |
#### Device name:
| Trade name | Common name | Device | Class | CFR<br>Reference | Procode |
|------------------------------|----------------------------|-----------------------------------------|-------|------------------|---------|
| EmbryoScopeTM<br>(Version D) | IVF Incubator | Assisted<br>reproduction<br>accessories | II | 884.6120 | 85 MQG |
| EmbryoSlideTM<br>(FT-S-ES-D) | IVF incubator<br>accessory | Assisted<br>reproduction<br>labware | II | 884.6160 | 85 MQK |
# EmbryoScope™ - (Version D):
Indication for Use: To provide an environment with controlled temperature, CO2 (and other gases) for the development of embryos. This model has an integrated inverted microscope and imaging system for embryo viewing. Device use is limited to three days (72 hr) covering the time from post-fertilization to day 3 of development.
### Device Description:
The EmbryoScope™ - (Version D) is an embryo incubator, which performs a series of unattended measurements including time-lapse microscopy at multiple planes and logging of incubation conditions on individual embryos during their development. The device has a build-in microscope within a red light source. Separate processing units control the incubation environment and the data acquisition to ensure safe and reliable operation. The Device allows incubation of up to 72 individual embryos in six sterile disposable EmbryoSlides™ each with capacity for 12 embryos.
Unisense FertiliTech A/S Tueager 1 DK-8200 Aarhus N Denmark
{1}------------------------------------------------
Image /page/1/Picture/0 description: The image shows the logo for UNISENSE FERTILITECH. The logo consists of the words "UNISENSE" in large, bold letters, with a registered trademark symbol to the right of the word. Below this is the word "FERTILITECH" in a smaller, bold font. Above the words is a graphic of two circles connected together, with a line going through them.
EmbryoSlide™ (FT-S-ES-D):
Indication for Use: Preparing, storing, and transferring human embryos. To be used only with the EmbryoScope device.
Device Description:
The EmbryoSlide™ (FT-S-ES-D) is designed to fit the EmbryoScope™ – (Version D) incubator arm in order to control temperature. The EmbryoSlides are made of polystyrene, E-beam sterilized (SAL of 106) and tested according to the ISO 11137 standard and relevant bioassays are performed. The slides are tested non-pyrogenic by Limulus Amebocyte Lysate (LAL), have passed the cytotoxicity test and are nonembryotoxic as tested by the mouse embryo assay (MEA).
#### Comparison to Predicate Device:
The Cook Mini-Incubator is the device identified by Unisense FertiliTech A/S for the substantial equivalence comparison .This is based on the fact that both incubators use direct heating which is considered as an important parameter according to intended use.
| | EmbryoScope™<br>(Version D) | COOK Mini-Incubator<br>K983642 |
|--------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indication for use | To provide an environment<br>with controlled temperature,<br>CO2 (and other gases) for the<br>development of embryos.<br>This model has an integrated<br>inverted microscope and<br>imaging system for embryo<br>viewing. Device use is limited<br>to three days (72 hr) covering<br>the time from post-<br>fertilization to day 3 of<br>development. | The COOK Mini-Incubator is<br>intended to be used to store<br>and preserve gametes and/or<br>embryos at or near body<br>temperature. |
| Discussion of Non-Clinical<br>Tests performed for<br>Determination of Substantial<br>Equivalence | Underwent and passed<br>electrical safety<br>electromagnetic<br>compatibility, environmental<br>and operating performance<br>testing. Classification<br>according to IEC 60601-1 | Subjected to electrical safety,<br>electromagnetic<br>compatibility acceptability<br>and operating performance.<br>The incubator passed all<br>these tests. |
Table 1: Comparison of EmbryoScope™ - (Version D) to COOK Mini-Incubator -K983642
Unisense FertiliTech A/S Tueager I DK-8200 Aarhus N Denmark
{2}------------------------------------------------
Image /page/2/Picture/0 description: The image shows the logo for UNISENSE FERTILITECH. The logo consists of a graphic element above the text. The graphic element appears to be a stylized representation of cells or biological structures with a line extending from the top right. Below the graphic is the word "UNISENSE" in bold, followed by the registered trademark symbol. Underneath "UNISENSE" is the word "FERTILITECH," also in bold.
| | EmbryoSlide™ | Nunc IVF 4-Well Dish<br>K070047 |
|--------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Indication for use | Preparing, storing, and<br>transferring human<br>embryos. To be used only<br>with the EmbryoScope<br>device. | In vitro fertilization<br>techniques, cell culture. |
| Contraindication | N/A | N/A |
| Patient / embryo contact<br>material | Polystyrene surface | Polystyrene surface |
| Design features | The slide is optimised<br>optically clear. The lid<br>and slide have a marking<br>which requires that the lid<br>always has the same<br>orientation; thus cross<br>contamination can be<br>minimized. The lid can be<br>handled by one hand<br>while other lab equipment<br>can be handled by the<br>other hand. The wells are<br>numbered. | The bottom of the plate is<br>optimised flat and optically<br>clear. The lid and plate<br>have a cut off corner which<br>requires that the lid always<br>has the same orientation;<br>thus cross contamination<br>can be minimized. The lid<br>can be handled by one hand<br>while other lab equipment<br>can be handled by the other<br>hand. The plates can be<br>stacked. |
| Safety features | N/A | N/A |
| Other relevant<br>characteristics | Sterile (SAL 10-6)<br>• Tested non-<br>pyrogenic by<br>LAL<br>• Passed 1-cell<br>mouse embryo | Sterile (SAL 10-6)<br>• Tested non-<br>pyrogenic by LAL<br>• Passed 1-cell<br>mouse embryo test<br>(MEA) |
Table 2: Comparison of EmbryoSlide™ to Nunc IVF 4-well Dish.
#### Summary of comparison to predicate devices:
The EmbryoScope™ - (Version D) and the COOK Mini-Incubator incubator are both incubators controlling the environment according to primarily gas and temperature. The devices enhance safety by continuously monitoring the critical functions. Both incubators use direct heating of the culture dish. This principle is shown to be very effective in order to control the temperature as "the direct heat transfer culture incubator has superior temperature maintenance compared to a large volume air convection incubator" in: Cooke et al., "Objective Assessments of Temperature Maintenance Using In Vitro Culture techniques". 2002, Journal of Assisted Reproduction and Genetics, Vol 19, p. 368-375.
The EmbryoScope™ - (version D) has a build in microscope. This feature is not an option in the predicate device but the light intensity is compared to conventional light microscopes used in the IVF clinic and the data shows that it is comparable and thus safe for the embryos and in addition the embryo disturbance is minimized as the
EmbryoSlides stay in the controlled incubation environment during microscopy. The Unisense FertiliTech A/S
Tueager I DK-8200 Aarhus N Denmark
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image shows the logo for UNISENSE FERTILITECH. The logo consists of a graphic of three circles connected together with a line going through them. Below the graphic, the words "UNISENSE" and "FERTILITECH" are written in bold, stacked on top of each other. The logo appears to be for a company in the fertility technology industry.
concept with a build-in microscope is not new but an option in workstations as " Custom products IVF Workstation" from MidAtlantic Diagnostics, Inc - K991216. It should also be noted that microscopes for use in general assisted reproductive procedures are classified as Class I exempt products under 21 CFR 884.6190. Assisted Reproductive Microscopes and Microscope Accessories).
In the EmbryoScope™ - (Version D) the oxygen range (3-20%) can be controlled. The concept of controlling Oxygen levels in incubators is not new. Ex.: The Forma Scientific Incubator - K991408) allows for the direct control of oxygen levels (2-20%).
By using an oil overlay and a dedicated slide lid increased humidity is avoided in the EmbryoScope™ – (Version D) thus reducing the contamination risk. This is different from the Predicate Device.
The EmbryoSlides™ and the Nunc IVF 4-Well Dish have similar applications, which include cell culturing and IVF. Both devices are sterile (SAL of 106), non-pyrogenic, and non-embryotoxic. They are made of the same material, polystyrene and are similar in configuration, with each well having optically clear surface. The design as such is different as each EmbryoSlide "" has 12 wells and other well dimensions, but the embryo survival rate is shown to be comparable to the Predicate Device.
Summary: The differences between the EmbryoScope™ ~ (Version D), EmbryoSlide™ and the Predicate Devices do not alter the safety and effectiveness of the device. The EmbryoScope™ - (Version D) and related accessory the EmbryoSlide "" are similar, with respect to the FDA published predicate device description.
#### Clinical Testing:
Clinical data showed that the EmbryoScope TM - (Version D) performs according to the intended use of the device. No significant difference was found between the rates of ongoing pregnancies in a standard incubator and the EmbryoScope™ - (Version D). No adverse effects of image acquisition were observed.
Unisense FertiliTech A/S Tueager 1 DK-8200 Aarhus N Denmark
{4}------------------------------------------------
Image /page/4/Picture/1 description: The image shows the seal of the U.S. Department of Health & Human Services. The seal features a stylized eagle with three tail feathers, representing the three levels of government: federal, state, and local. The eagle is surrounded by the words "DEPARTMENT OF HEALTH & HUMAN SERVICES • USA" in a circular arrangement. The seal is black and white.
Food and Drug Administration 10903 New Hampshire Avenue Document Mail Center - WO66-G609 Silver Spring, MD 20993-0002
Ms. Mette Munch QA Manager Unisense FertiliTech A/S Brendstrupgaardsvej 21F DK-8200 Aarhus N DENMARK
Re: K092183
Trade Name: EmbryoScope™ (Version D) EmbryoSlide™ Regulation Number: 21 CFR §884.6120 Regulation Name: Assisted reproduction accessories Regulatory Class: II Product Code: MOG, MOK, MTX Dated: January 5, 2011 Received: January 7, 2011
JAN 1 1 2011
Dear Ms. Munch:
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 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related
{5}------------------------------------------------
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 go to http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. 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 Small Manufacturers, International and Consumer Assistance 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.
Sincerely yours,
Hubert H. Humphrey
Herbert P. Lerner, M.D., Director (Acting) Division of Reproductive, Gastro-Renal and Urological Devices Office of Device Evaluation Center for Devices and Radiological Health.
### Enclosure
{6}------------------------------------------------
# Indications for Use Form
JAN 1 1 2011
510(k) Number (if known): _ K092183
EmbryoScope™ - (Version D) Device Name:
Indications for Use:
To provide an environment with controlled temperature, CO2 (and other gases) for the development of embryos. This model has an integrated inverted microscope and imaging system for embryo viewing. Device use is limited to three days (72 hr) covering the time from post-fertilization to day 3 of development.
Prescription Use _____________________________________________________________________________________________________________________________________________________________ Prescription Use (21 CFR 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of In Vitro Diagnostic Devices (OIVD)
Division Sign-Off Office of to Vitro Diagnostic Device Evaluation and Safety
510AK)
Norma M. White
(Division Sign Off)
Division of Reproductive, Gastro-Renal, and
Urological Devices
510(k) Number K092183
Page 1 of
{7}------------------------------------------------
# Indications for Use Form
JAN 1 1 2011
510(k) Number (if known): _ K092183
EmbryoSlide™ Device Name: _
Indications for Use:
Preparing, storing, and transferring human embryos. To be used only with the EmbryoScope device.
Prescription Use _____________________________________________________________________________________________________________________________________________________________ (21 CFR 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of In Vitro Diagnostic Devices (OIVD)
Division Sign-Off Office of In Vitro Diagnostic Device Evaluation and Safety
510(k)
(Division Sign-Off)
Division of Reproductive, Gastro-Renal, and
Urological Devices
510(k) Number K092183
Page 1 of
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.