Sorrento Bone Graft Substitutes are intended for use as a bone void filler to fill voids or gaps of the skeletal system in the extremities and pelvis not intrinsic to the bony structure. Sorrento Bone Graft Substitutes are also indicated for use in the treatment of surgically created osseous defects created from traumatic injury to the bone. Sorrento Bone Graft Substitutes must be wetted with bone marrow aspirate. Following placement in the bony void or gap (defect), Sorrento Bone Graft Substitutes are resorbed and replaced with bone during the healing process
Device Story
Sorrento Bioglass Bone Graft Substitute is a resorbable bone void filler; matrix of highly purified collagen, beta-tricalcium phosphate (TCP) granules, and Bioglass 45S5. Provided sterile for single-use. Clinician wets device with patient's bone marrow aspirate before placement into skeletal voids or osseous defects in extremities/pelvis. Device acts as scaffold; resorbed and replaced by host bone during healing. Used by surgeons in clinical settings to treat traumatic bone defects. Benefits patient by providing osteoconductive matrix to facilitate bone regeneration.
Clinical Evidence
No clinical data. Evidence consists of biocompatibility testing (ISO 10993-1), bench testing (ASTM F1088, F2212, F1538), and an animal study. Animal study used a rabbit distal femoral defect model to compare subject device, predicate (K141429), and reference (K083033) at 3, 6, and 12 weeks. Performance evaluated via radiography and histomorphometry; results demonstrated substantial equivalence.
Technological Characteristics
Resorbable bone void filler. Materials: Type I bovine collagen (ASTM F2212), beta-tricalcium phosphate (ASTM F1088), and Bioglass 45S5 (ASTM F1538). Form: Porous collagen sponge strip with trabecular structure. Porosity >80% (beta-TCP) and 64-78% (Bioglass). Sterilization: Sterile, single-use. No software or electronic components.
Indications for Use
Indicated for use as a bone void filler in the extremities and pelvis for voids, gaps, or surgically created osseous defects resulting from traumatic injury. Not for use in areas intrinsic to bony structure stability. Requires wetting with bone marrow aspirate.
Regulatory Classification
Identification
A resorbable calcium salt bone void filler device is a resorbable implant intended to fill bony voids or gaps of the extremities, spine, and pelvis that are caused by trauma or surgery and are not intrinsic to the stability of the bony structure.
Special Controls
*Classification.* Class II (special controls). The special control for this device is the FDA guidance document entitled “Class II Special Controls Guidance: Resorbable Calcium Salt Bone Void Filler Device; Guidance for Industry and FDA.” See § 888.1(e) of this chapter for the availability of this guidance.
Vitoss® Foam Bone Graft Material, Vitoss® Bioactive Foam Bone Graft Substitute (K083033)
Submission Summary (Full Text)
{0}------------------------------------------------
Image /page/0/Picture/0 description: The image contains the logo of the U.S. Food and Drug Administration (FDA). On the left is the Department of Health and Human Services logo. To the right of that is the FDA logo, which is a blue square with the letters "FDA" in white. To the right of the blue square is the text "U.S. FOOD & DRUG ADMINISTRATION" in blue.
September 13, 2018
Xenco Medical, LLC Gustavo R. Prado, Ph.D. Vice President, R&D 9930 Mesa Rim Road San Diego, California 92121
Re: K173933
Trade/Device Name: Sorrento™ Bioglass Bone Graft Substitute Regulation Number: 21 CFR 888.3045 Regulation Name: Resorbable calcium salt bone void filler device Regulatory Class: Class II Product Code: MQV Dated: August 14, 2018 Received: August 15, 2018
Dear Dr. Prado:
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. 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, 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
{1}------------------------------------------------
requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.html; good manufacturing practice requirements as set forth in the quality systems (OS) 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 http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). 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 (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Laurence D. Coyne -S
For Mark N. Melkerson Director Division of Orthopedic Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
{2}------------------------------------------------
## Indications for Use
Form Approved: OMB No. 0910-0120 Expiration Date: 06/30/2020 See PRA Statement below.
510(k) Number (if known) K173933
Device Name Sorrento™ Bioglass Bone Graft Substitute
### Indications for Use (Describe)
Sorrento Bone Graft Substitutes are intended for use as a bone void filler to fill voids or gaps of the skeletal system in the extremities and pelvis not intrinsic to the bony structure. Sorrento Bone Graft Substitutes are also indicated for use in the treatment of surgically created osseous defects created from traumatic injury to the bone. Sorrento Bone Graft Substitutes must be wetted with bone marrow aspirate. Following placement in the bony void or gap (defect), Sorrento Bone Graft Substitutes are resorbed and replaced with bone during the healing process
Type of Use (Select one or both, as applicable)
| <span style="font-size:16px">☒</span> Prescription Use (Part 21 CFR 801 Subpart D) |
|------------------------------------------------------------------------------------|
| <span style="font-size:16px">☐</span> Over-The-Counter Use (21 CFR 801 Subpart C) |
scription Use (Part 21 CFR 601 Subpart D)
| | 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."
{3}------------------------------------------------
Image /page/3/Picture/0 description: The image is a logo for Xiron Medical. The logo is a green hexagon with the text "Xiron Medical" in white letters. The "X" is larger than the other letters and is located in the upper left corner of the hexagon. The word "iron" is smaller and is located to the right of the "X". The word "Medical" is even smaller and is located below the word "iron". The hexagon is made up of several smaller triangles of different shades of green.
# 510(k) SUMMARY
#### l. SUBMITTER
Xenco Medical, LLC.
Contact Person: Gustavo Prado PhD Email: gprado@xencomedical.com
9930 Mesa Rim Road San Diego, CA 92121 USA Phone: 858-202-1505 ext 202 Fax: 858-202-1549 Date Prepared: 08/14/2018 Establishment Registration: 3011181154
#### II. DEVICE
### SUBJECT DEVICE
Trade Name: Sorrento™ Bioglass Bone Graft Substitute Common Name: bone void filler Classification Name: Resorbable Calcium Salt Bone Void Filler Device Regulation: 21 CFR 888.3045 Device Class: Class II Product Code: MQV Review Panel: Orthopedic
### PREDICATE DEVICE
| 510(k) Number | Product<br>Code | Trade Name | Manufacturer |
|----------------------|-----------------|-----------------------------------------------------------------------------------------------|---------------------|
| K141429<br>Primary | MQV | Sorrento™ Bone<br>Graft Substitute | Xenco Medical, LLC. |
| K083033<br>Reference | MQV | Vitoss® Foam<br>Bone Graft<br>Material, Vitoss®<br>Bioactive Foam<br>Bone Graft<br>Substitute | Orthovita, Inc. |
{4}------------------------------------------------
Image /page/4/Picture/0 description: The image is a logo for Xpert Medical. The logo is a green hexagon with a white outline. Inside the hexagon, the text "Xpert Medical" is written in white. The "X" is larger than the rest of the text. The hexagon is made up of smaller triangles of different shades of green.
#### lll. DEVICE DESCRIPTION
Sorrento BioGlass Bone Graft Substitute is a resorbable bone void filler made from a matrix of highly purified collagen (ASTM F2212) that has high porosity beta tricalcium phosphate (TCP) granules (ASTM F1088) and Bioglass 45S5 (ASTM F1538) dispersed throughout. The implant is provided as sterile, for single-use in double peel packages.
#### IV. INDICATIONS FOR USE
Sorrento Bone Graft Substitutes are intended for use as a bone void filler to fill voids or gaps of the skeletal system in the extremities and pelvis not intrinsic to the stability of the bony structure. Sorrento Bone Graft Substitutes are also indicated for use in the treatment of surgically created osseous defects or osseous defects created from traumatic injury to the bone. Sorrento Bone Graft Substitutes must be wetted with bone marrow aspirate. Following placement in the bony void or gap (defect), Sorrento Bone Graft Substitutes are resorbed and replaced with bone during the healing process
#### V. TECHNOLOGICAL CHARACTERISTICS
The subject device is substantially equivalent to the cited legally marketed predicate Sorrento (K141429) device. The subject device has equivalent technological characteristics including design, materials, operating principle and indications for use, physical structure, product sizing, chemical composition, mineral phase, porosity, and resorption.
| Characteristic | Sorrento BioGlass<br>(Subject Device) | Sorrento<br>(Predicate, K141429) | Vitoss Foam Bone Graft<br>Substitute and Vitoss<br>Bioactive Foam Bone Graft<br>Substitute<br>(Reference, K083033) |
|------------------------------|-------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------|
| Materials | • Beta Tricalcium<br>Phosphate per ASTM<br>F1088<br>• Type I bovine collagen per<br>ASTM F2212<br>• Bioglass 45S5 per ASTM<br>F1538 | • Beta Tricalcium<br>Phosphate per ASTM<br>F1088<br>• Type I bovine collagen<br>per ASTM F2212 | • Beta Tricalcium<br>Phosphate per ASTM<br>F1088<br>• Type I bovine collagen per<br>ASTM F2212<br>• Bioglass (Bioactive<br>version only) |
| Physical Structure<br>(Form) | • Porous collagen sponge<br>(strip) with beta-<br>TCP/Bioglass granules<br>• Trabecular structure<br>similar to cancellous bone | • Porous collagen sponge<br>(strip) with beta-TCP<br>granules<br>• Trabecular structure<br>similar to cancellous | • Porous collagen sponge<br>(strip) with beta-TCP<br>granules<br>• Trabecular structure<br>similar to cancellous bone |
## Chart comparing subject device to the predicate devices:
{5}------------------------------------------------
Image /page/5/Picture/0 description: The image is a logo for Excel Workbook. The logo is a green hexagon with the words "Excel Workbook" written in white text. The "X" is larger than the other letters. The background of the hexagon is a mosaic of different shades of green.
| | | bone | |
|--------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Dosage Forms<br>(Sizing) | • 2cc (25 x 20 x 4 mm)<br>• 5 cc (25 x 50 x 4 mm)<br>• 10 cc (100 x 20 x 5 mm)<br>• 12 cc (100 x 20 x 6 mm)<br>• 20 cc (100 x 25 x 8 mm)<br>• 24 cc (25 x 240 x 4 mm) | • 5 cc (25 x 50 x 4 mm)<br>• 10 cc (100 x 20 x 5 mm)<br>• 12 cc (100 x 20 x 6 mm)<br>• 20 cc (100 x 25 x 8 mm)<br>• 24 cc (25 x 240 x 4 mm) | • 2 cc (25 x 20 x 4mm)<br>• 5 cc (25 x 50 x 4mm)<br>(Bioactive)<br>• 10 cc (100 x 25 x 4 mm)<br>(Bioactive)<br>• 10 cc (25 x 50 x 8)<br>• 20 cc (100 x 25 x 8 mm)<br>(Bioactive)<br>• 24 cc (25 x 240 x 4 mm)<br>• 30 cc (75 x 100 x 4 mm) |
| Chemical<br>Composition<br>(Chemistry) | • Calcium salt with Type I<br>bovine collagen and<br>Bioglass (~90:5:5 w/w) | • Calcium salt with Type I<br>bovine collagen (~95:5<br>w/w) | • Calcium salt with Type I<br>bovine collagen (~80:20<br>w/w)<br>• Calcium salt with Type I<br>bovine collagen and<br>Bioglass |
| Mineral Phase | • Beta-Tricalcium<br>Phosphate Ca3(PO4)2 | • Beta-Tricalcium<br>Phosphate Ca3(PO4)2 | • Beta-Tricalcium<br>Phosphate Ca3(PO4)2 |
| Porosity<br>(beta-TCP) | • Highly porous, >80%<br>• Bioglass 64-78% | • Highly porous, >80% | • Approximately 90% (non-<br>Bioactive) |
| Pore Size (range)<br>(Beta-TCP) | • ~1-732 μm (312 ±<br>140 μm) bioglass | • ~1-732 μm (312 ± 140 μm) | • ~12-700 μm (non-<br>Bioactive) |
| Resorption<br>(Dissolution/<br>Solubility) | • Resorbable | • Resorbable | • Demonstrated 80%<br>resorbed at 12 weeks |
Xenco Medical, LLC. - Sorrento™ Bioglass Bone Graft Substitute September 11th, 2018
#### VI. PERFORMANCE DATA
The following performance data were provided in support of the substantial equivalence determination.
### Biocompatibility Testing
Analysis was performed according to ISO 10993-1:2009 and biological effects were considered based on FDA Guidance. "Use of International Standard ISO 10993-1, Biological evaluation of medical devices - Part 1: Evaluation and testing within a risk management process." Material-Mediated Pyrogenicity, Cytotoxicity, Irritation, Sensitization, and Implantation testing was performed and showed acceptable biological safety profiles. Bacterial endotoxin testing was performed and confirmed an endotoxin level within the established acceptance criteria.
### Bench Testing
Substantial equivalence of the Sorrento BioGlass Bone Graft Substitute was supported by evaluation per ASTM F1088 (for beta tricalcium phosphate), ASTM F2212 (for collagen) and ASTM F1538 (Bioglass).
{6}------------------------------------------------
Image /page/6/Picture/0 description: The image is a logo for a company or product called "XM". The logo is a green hexagon with the letters "X" and "M" in white. The "X" is larger than the "M", and the "M" is slightly offset to the right. The hexagon is made up of several smaller triangles, which gives it a faceted appearance. The logo is simple and modern, and the green color suggests that the company or product is related to nature or the environment.
Xenco Medical, LLC. - Sorrento™ Bioglass Bone Graft Substitute September 11th, 2018
> Bioactivity was also evaluated through analysis by SEM and FTIR to confirm the ability of the subject device to form an in vitro layer of apatite.
## Animal Study
A distal femoral defect model in rabbits was used to compare the subject device to the predicate device Sorrento Bone Graft Substitute (K141429) and the reference device Vitoss Foam Bone Graft Substitute (K083033) at 3, 6 and 12 weeks following implantation. Performance was evaluated radiographically and histomorphometrically. Study data demonstrated that the subject device is substantially equivalent with the predicate and reference devices. In addition, substantial equivalence of the Sorrento BioGlass Bone Graft Substitute was supported by evaluation per ASTM F1088 (for beta tricalcium phosphate) and ASTM F2212 (for collagen) and ASTM F1538 (Bioglass).
### Clinical Studies
Clinical performance data was not required to determine substantial equivalence
#### VII. CONCLUSIONS
Conclusions drawn from the non-clinical tests demonstrated that the subject device possessed at least equivalent performance characteristics as the predicate device, and that overall the subject device is substantially equivalent.
Predicate graph will load when search results are available.
Embedding visualization will load when search results are available.
PDF viewer will load when search results are available.
Loading panels...
Select an item from Submissions
Click any panel, subpart, regulation, product code, or device to see details here.
Section Matches
Results will appear here.
Product Code Matches
Results will appear here.
Special Control Matches
Results will appear here.
Loading collections...
Loading
My Alerts
You will receive email notifications based on the filters and frequency you set for each alert.
Sort by:
Create Alert
Search Filters
Agent Token
Create a read-only bearer token for Claude, ChatGPT, or other agents that can call HTTP APIs.
Copy this now. It will not be shown again.
Connected apps
Apps you authorized through browser sign-in. Disconnecting revokes their access immediately.
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.