K221771 · Covidien · GDW · Nov 30, 2022 · General, Plastic Surgery
Device Facts
Record ID
K221771
Device Name
EEA Circular Stapler with Tri-Staple Technology
Applicant
Covidien
Product Code
GDW · General, Plastic Surgery
Decision Date
Nov 30, 2022
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.4750
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The EEA™ circular stapler with Tri-Staple™ technology has application throughout the alimentary tract for the creation of end-to-end, end-to-side and side-to-side anastomoses in both open and laparoscopic surgeries.
Device Story
Manual, single-use surgical stapler; creates circular, triple-staggered row of titanium staples while resecting excess tissue; used in open or laparoscopic alimentary tract surgeries. Device features 21mm lumen size; available in 22cm (standard) or 35cm (XL) shaft lengths. Operates via manual handle squeeze; provides audible/tactile firing feedback. Includes blunt/sharp anvil trocar accessories. Intended to facilitate anastomoses; benefits patient through standardized staple formation and tissue resection. Used by surgeons in clinical/OR settings.
Clinical Evidence
No clinical study performed. Substantial equivalence demonstrated via non-clinical performance testing, including in-vitro (visual, force, staple formation), ex-vivo (firing, knife cut, leak/burst), and chronic in-vivo animal studies. Animal study results showed no differences in healing metrics or anastomotic index compared to the reference device.
Technological Characteristics
Manual, single-use surgical stapler. Materials: Titanium (ASTM F67 Grade I) staples, stainless steel knife/anvil, aluminum tube. Features 3 staggered rows of staples with height-progressive design. Sterilized via Ethylene Oxide (ETO). 5-year shelf life. 21mm lumen size. No software or electronic components.
Indications for Use
Indicated for patients undergoing open or laparoscopic surgery of the alimentary tract requiring the creation of end-to-end, end-to-side, or side-to-side anastomoses.
Regulatory Classification
Identification
An implantable staple is a staple-like device intended to connect internal tissues to aid healing. It is not absorbable.
Predicate Devices
EEA Circular Stapler with Tri-Staple Technology (K202507)
EEA Circular Stapler with Tri-Staple Technology (K221005)
Reference Devices
EEA Circular Stapler with DST Series Technology (K062850)
Submission Summary (Full Text)
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November 30, 2022
Covidien Leo Chen Principal Regulatory Affairs Specialist Rooms 501, 502, 601, 602, No.3 building No.2388 Chen Hang Road Shanghai. China
Re: K221771
Trade/Device Name: EEA Circular Stapler with Tri-Staple Technology Regulation Number: 21 CFR 878.4740 Regulation Name: Surgical Stapler Regulatory Class: Class II Product Code: GAG, GDW Dated: October 28, 2022 Received: November 4, 2022
Dear Leo Chen:
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 co mmerce 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. 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 located 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.
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
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requirements, including, but not limited to: registration and listing (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 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 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 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/cdrl-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-device-advice-comprehensive-regulatoryassistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
| Mark<br>Trumbore -S | Digitally signed by<br>Mark Trumbore -S |
|---------------------|-----------------------------------------|
| | Date: 2022.11.30<br>15:32:48 -05'00' |
Mark Trumbore, PhD Assistant Director DHT4A: Division of General Surgery Devices OHT4: Office of Surgical and Infection Control Devices Office of Product Evaluation and Quality Center for Devices and Radiological Health
Enclosure
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DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration
## Indications for Use
510(k) Number (if known) K221771
Device Name
EEATM Circular Stapler with Tri-StapleTM Technology
Indications for Use (Describe)
The EEA™ circular stapler with Tri-Staple™ technology has application throughout the alimentary tract for the creation of end-to-end, end-to-side and side-to-side anastomoses in both open and laparoscopic surgeries.
| Type of Use (Select one or both, as applicable) | |
|----------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------|
| <div> <span> ☒ Prescription Use (Part 21 CFR 801 Subpart D) </span> </div> | <div> <span> □ Over-The-Counter Use (21 CFR 801 Subpart C) </span> </div> |
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# 510(k) Summary K221771
#### Date Prepared:
Nov 28, 2022
## Submitter:
Leo Chen Covidien Rooms 501, 502, 601, 602, No.3 building No.2388 Chen Hang Road Min Hang District, Shanghai, 201114, China Principal Regulatory Affairs Specialist Telephone: +86 21 3323 0182 Email: leo.chen@medtronic.com
## US Contact:
Angela Van Arsdale Covidien 60 Middletown Avenue North Haven, CT 06473, USA Sr. Regulatory Affairs Manager Email: angela.vanarsdale@medtronic.com
#### Name of Device:
| Proprietary/Trade Name: | EEA™ Circular Stapler with Tri-Staple™ Technology |
|-------------------------|----------------------------------------------------|
| Model Numbers: | TRIEEA21MT, TRIEEA21XT, TRIEEAXL21MT, TRIEEAXL21XT |
| Classification Name: | Stapler, Surgical; Staple, Implantable |
| Regulations Number: | 21CFR 878.4740, 21 CFR 878.4750 |
| Product Codes: | GAG, GDW |
| FDA Panel Number: | 79 |
| Device Class: | Class II |
| Review Panel: | General and Plastic Surgery |
| Common Name: | Surgical stapler with implantable staples |
#### Primary Predicate Device:
| Proprietary/Trade Name: | EEATM Circular Stapler with Tri-StapleTM Technology |
|-------------------------|-----------------------------------------------------|
| 510(k) Number: | K202507 |
| Classification Name: | Staple, Implantable |
| Regulations Number: | 21 CFR 878.4750 |
| Product Codes: | GDW |
| FDA Panel Number: | 79 |
| Device Class: | Class II |
| Review Panel: | General and Plastic Surgery |
| Common Name: | Surgical stapler with implantable staples |
#### Secondary Predicate Device:
| Proprietary/Trade Name: | EEATM Circular Stapler with Tri-StapleTM Technology |
|-------------------------|-----------------------------------------------------|
| 510(k) Number: | K221005 |
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Classification Name: Requlations Number: Product Codes: FDA Panel Number: Device Class: Review Panel: Common Name:
Reference Device:
- Proprietary/Trade Name: 510(k) Number: Classification Name: Regulations Number: Product Codes: FDA Panel Number: Device Class: Review Panel: Common Name:
Stapler, Surgical; Staple, Implantable 21CFR 878.4740, 21 CFR 878.4750 GAG, GDW 79 Class II General and Plastic Surgery Surgical stapler with implantable staples
EEA™ Circular Stapler with DST Series™ Technology K062850 Staple, Implantable 21 CFR 878.4750 GDW, GAG 79 Class II General and Plastic Surgery Surgical stapler with implantable staples
## Device Description:
The EEA™ circular stapler with Tri-Staple™ technology places a circular, triple staggered row of titanium staples and resects the excess tissue, creating a circular anastomosis. The instrument is activated by squeezing the handle firmly as far as it will go. The subject circular stapler is available in 21mm lumen size and 2 shaft lengths; a standard 22 cm shaft and an XL 35 cm shaft. The staplers are offered in 2 staple sizes, medium/thick and extra thick. Staplers with medium/thick staple size (purple) deploy three height-progressive rows of 3.0 mm. 3.5 mm and 4.0 mm titanium staples. Staplers with extra thick staple size (black) deploy three heightprogressive rows of 4.0 mm. 4.5 mm and 5.0 mm titanium staples. The low profile Tilt-Top™ anvil is available on all staplers. A blunt and a sharp tipped anvil trocar accessory is provided to assist in introducing the anvil into the surgical field.
Both the subject device and the predicate device (K202507 and K221005) are from the same product family Tri-Staple™ EEA™ stapler. The subject device EEA™ Circular Stapler with Tri-Staple™ Technology (lumen size 21mm) provides the surgeons a choice of additional lumen size selection to best suit the target anatomy.
The subject EEA™ Circular Stapler with Tri-Staple™ Technology is manufactured with the same patient contact materials that are utilized within the predicate device (K202507 and K221005).
In the same manner as the predicate device (K202507 and K221005), the subject EEA™ Circular Stapler with Tri-Staple™ Technology is a manual surgical stapling device that places a circular, triple staggered row of titanium staples and resects tissue, creating a circular anastomosis. The instrument is activated by squeezing the handle firmly as far as it will go. An audible and tactile firing indicator will provide additional feedback of firing completion.
The subject EEA™ Circular Stapler with Tri-Staple™ Technology is a single-use device that is packaged and sterilized via ETO (Ethylene Oxide) with a 5-year shelf life, which is the same as the predicate device (K202507 and K221005).
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#### Indications for Use:
The EEA™ Circular Stapler with Tri-Staple™ Technology has application throughout the alimentary tract for the creation of end-to-end, end-to-side anastomoses in both open and laparoscopic surgeries.
#### Technological and Performance Characteristics:
The subject device EEA™ circular stapler with Tri-Staple™ technology (lumen size 21mm) is substantially equivalent to the predicate device K202507 and K221005 (lumen sizes 25mm, 28mm, 31mm and 33mm) regarding the fundamental stapling technologies employed, intended use and indications for use. All EEA™ circular staplers with Tri-Staple™ technology are singleuse manual circular staplers that have application throughout the alimentary tract for the creation of end-to-end, end-to-side and side-to-side anastomoses in both open and laparoscopic surgeries.
The Tri-Staple™ technology used in the subject device is fundamentally the same as the predicate device K202507 and K221005. The subject circular staplers are available in 21mm lumen size. meanwhile, the predicates are available in 4 lumen sizes 25mm, 31mm and 33mm. That's why a reference device K062850 offering 21mm lumen size is to be introduced as control device in performance testing.
#### Substantial Equivalent:
The subject new product models have the same intended use and indications for use as the predicate device.
They are same in fundamental scientific technology in that they are all sterile, single use, handheld, manual surgical instruments equipped with titanium staples intended to be used during open or laparoscopic surgical procedures of the alimentary tract, to create anastomoses (end-to-end, end-to-side, or side-to-side) via intraluminal (within the lumen) resection. The subject and predicate devices are same in design, materials and are sterilized via ethylene oxide, but different in lumen size.
The below table further summarizes the similarities and differences between the subject and predicate devices.
| Features | Subject Device<br>K221771 | Predicate Device | | Reference Device<br>K062850 |
|-------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | K202507 | K221005 | |
| | | EEATM Circular Stapler with Tri-StapleTM Technology | | EEATM Circular Stapler with<br>DST SeriesTM Technology |
| Manufacturer | Same as<br>predicate device. | Covidien | | Covidien |
| Indications for<br>Use | Same as<br>predicate device. | The EEATM Circular Stapler with Tri-StapleTM Technology<br>has application throughout the alimentary tract for the<br>creation of end-to-end, end-to-side and side-to-side<br>anastomoses in both open and laparoscopic surgeries. | | The EEATM Circular Stapler<br>with DST SeriesTM<br>Technology has application<br>throughout the alimentary<br>tract for the creation of end-<br>to-end, end-to-side and side-<br>to-side anastomoses in both<br>open and laparoscopic<br>surgeries. |
| Operation<br>Method | Same as<br>predicate device. | Manual | | Manual |
| Features | Subject Device<br>K221771 | Predicate Device<br>K202507 | K221005 | Reference Device<br>K062850 |
| | EEATM Circular Stapler with Tri-StapleTM Technology | | EEATM Circular Stapler with Tri-StapleTM Technology | EEATM Circular Stapler with<br>DST SeriesTM Technology |
| Anatomical<br>Site | Same as<br>predicate device. | Alimentary tract | Alimentary tract | Alimentary tract |
| Surgical<br>Approach | Same as<br>predicate device. | Open and laparoscopic | Open and laparoscopic | Open and laparoscopic |
| Staple Rows | Same as<br>predicate device. | 3 staggered rows of staples with different staple height in<br>each staple row | 3 staggered rows of staples with different staple height in<br>each staple row | 2 staggered rows of staples<br>with same staple height in<br>each staple row |
| Staple Guide<br>Color | Same as<br>predicate device. | Black<br>Purple | Black<br>Purple | Aqua (21mm) |
| Staple Size<br>(open leg<br>height) | Same as<br>predicate device. | Black staple guide:<br>4.0mm,4.5mm,5.0mm<br>Purple staple guide:<br>3.0mm,3.5mm,4.0mm | Black staple guide:<br>4.0mm,4.5mm,5.0mm<br>Purple staple guide:<br>3.0mm,3.5mm,4.0mm | Aqua (21mm):<br>4.8mm, 4.8mm<br>3.5m, 3.5mm |
| Lumen Sizes | 21mm<br>Same as<br>reference device<br>(21mm), which is<br>selected to be the<br>control device in<br>the performance<br>testing. | 25mm | 25mm/28mm/31mm/33mm | 21mm |
| Staple Material | Same as<br>predicate device. | Titanium per ASTM F67 Grade I | Titanium per ASTM F67 Grade I | Titanium per ASTM F67<br>Grade I |
| Stapler Length | Same as<br>predicate device. | Standard length: 22cm<br>Extra length XL: 35cm | Standard length: 22cm<br>Extra length XL: 35cm | Standard length: 22cm<br>Extra length XL: 35cm |
| Audible<br>Feedback | Same as<br>predicate device. | Yes | Yes | Yes |
| Anvil Head | Same as<br>predicate device. | 3 staggered rows of anvil bucket, lipless design | 3 staggered rows of anvil bucket, lipless design | 2 staggered rows of anvil<br>bucket, lipped design |
| Safety Lever | Same as<br>predicate device. | Red color | Red color | White color |
| Key Parts<br>Materials | Same as<br>predicate device. | Knife: Stainless Steel<br>Anvil: Stainless Steel<br>Tube: Aluminum | Knife: Stainless Steel<br>Anvil: Stainless Steel<br>Tube: Aluminum | Knife: Stainless Steel<br>Anvil: Stainless Steel<br>Tube: Aluminum |
| Biocompatibility | Same as<br>predicate device. | Evaluated per ISO 10993-1 series and FDA<br>biocompatibility guidance | Evaluated per ISO 10993-1 series and FDA<br>biocompatibility guidance | Evaluated per ISO 10993-1<br>series |
| Single Use | Same as<br>predicate device. | Yes | Yes | Yes |
| Disposable | Same as<br>predicate device. | Yes | Yes | Yes |
| Sterile | Same as<br>predicate device. | Ethylene oxide | Ethylene oxide | Ethylene oxide |
| Shelf Life | Same as<br>predicate device. | 5 years | 5 years | 5 years |
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## Tests performed to evaluate and compare technological and performance characteristics:
Non-clinical performance data - the following testing has been performed to demonstrate substantial equivalence to the predicate device.
- Performance Test (In-Vitro) 1.
- Visual/Packaging Inspection
- IFU Walkthrough
- . Safety Lock Release Force Test
- . Staple Formation on Test Medium
- Anvil Retention Force Test
- Anvil Attach Force Test
- Anvil Detach Force Test ●
- Clamping Force Test .
- Unclamping Force Test .
- . Firing Force Test
- 2. Performance Test (Ex-Vivo)
- Ex-Vivo Firinas
- Knife Cut Evaluation ●
- . Leak / Burst Test
- 3. Performance Test (In-Vivo)
- Atraumatic Tissue Test
- Hemostasis Test ●
- Staple Formation on Tissues
- 4. Performance Test (Chronic)
Chronic animal study performed to evaluate the performance of the subject device and the reference device shows no differences in healing metrics or anastomotic index, and the results demonstrate that the acceptance criteria were met.
Clinical performance data - No clinical study is deemed necessary since the substantial equivalence has been sufficiently demonstrated by non-clinical studies.
#### Conclusion:
Based upon the supporting data summarized above, we concluded that the subject device EEA™ Circular Stapler with Tri-Staple™ Technology is substantially equivalent to the legally-marketed device (K202507 and K221005) and does not raise different questions or additional risks of safety and effectiveness than the predicate device.
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.