K210866 · Propper Manufacturing Co., Inc. · JOJ · Jun 21, 2021 · General Hospital
Device Facts
Record ID
K210866
Device Name
Steri-Dot Process Indicator
Applicant
Propper Manufacturing Co., Inc.
Product Code
JOJ · General Hospital
Decision Date
Jun 21, 2021
Decision
SESE
Submission Type
Abbreviated
Regulation
21 CFR 880.2800
Device Class
Class 2
Indications for Use
The Steri-Dot Process Indicator for EO gas sterilization is designed for use by a health care provider to demonstrate that the unit or load has been exposed to an EO gas sterilization process, and to distinguish between processed and unprocessed units or loads. The indicator dots turn from purple-red to green when exposed to EO gas sterilization conditions, thus providing an indication of processed items. The Steri-Dot process indicator can be used in the following EO sterilization cycles: 1. 37°C, 736 mg/l EO, ≥35% RH, 3 hours exposure 2. 37°C, 759 mg/l EO, ≥35% RH, 3 hours exposure 3. 54°C, 600 mg/l EO, 40-60% RH, 45 min or longer exposure 4. 54°C, 736 mg/l EO, ≥35% RH, 1 hour exposure 5. 55°C, 759 mg/l EO, ≥35% RH, l hour exposure 6. 55°C, 600 mg/l EO, 40-60% RH, 4 hours exposure
Device Story
Single-use chemical indicator; substrate paper circle with adhesive backing; printed with reactive EO indicator ink. Used by healthcare providers to monitor EO gas sterilization; distinguishes processed from unprocessed items. Input: EO gas sterilization cycle parameters (time, temperature, humidity, gas concentration). Operation: chemical reaction of ink upon exposure to EO gas; color change from purple-red to green indicates processing. Output: visual color change on indicator dot. Benefits: provides visual confirmation of exposure to sterilization conditions; ensures processed items are identifiable. Used in clinical settings; no electronic or software components.
Clinical Evidence
Bench testing only. Conformance to ANSI/AAMI/ISO 11140-1:2014 for Type 1 indicators verified. Testing confirmed color change from purple-red to green across six specified EO sterilization cycles. Biocompatibility and ink transfer testing passed. Adhesive performance verified to remain on packaging materials through sterilization process. Shelf-life stability confirmed via real-time methods.
Technological Characteristics
Single-use paper substrate (3/4" or 1" diameter) with adhesive backing. Reactive chemical indicator ink. Type 1 process indicator per ANSI/AAMI/ISO 11140-1:2014. No energy source, connectivity, or software. Sterilization method: Ethylene Oxide gas.
Indications for Use
Indicated for use by healthcare providers to distinguish between processed and unprocessed units or loads in EO gas sterilization cycles. Applicable to various EO sterilization parameters (37°C-55°C, 45 min-4 hours exposure).
Regulatory Classification
Identification
Biological sterilization process indicator: A device intended for use by a health care provider to accompany products being sterilized through a sterilization procedure and to monitor adequacy of sterilization. The device consists of a known number of microorganisms, of known resistance to the mode of sterilization, in or on a carrier and enclosed in a protective package. Subsequent growth or failure of the microorganisms to grow under suitable conditions indicates the adequacy of sterilization. Physical/chemical sterilization process indicator: A device intended for use by a health care provider to accompany products being sterilized through a sterilization procedure and to monitor one or more parameters of the sterilization process. The adequacy of the sterilization conditions as measured by these parameters is indicated by a visible change in the device.
Predicate Devices
EO Gas Sterilization Process Indicator Tapes (K002861)
Reference Devices
Proper BI-OK® EO Gas Biological Test Pack (K972747)
Submission Summary (Full Text)
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June 21, 2021
Propper Manufacturing Co., Inc. Andrew Sharavara Chief Technical Officer 36-04 Skillman Avenue Long Island City, New York 11101
Re: K210866
Trade/Device Name: Steri-Dot Process Indicator Regulation Number: 21 CFR 880.2800 Regulation Name: Sterilization Process Indicator Regulatory Class: Class II Product Code: JOJ Dated: March 19, 2021 Received: March 23, 2021
Dear Andrew Sharavara:
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, 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 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/combination-products/guidance-regulatory-information/postmarketing-safety-reportingcombination-products); 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 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/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-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,
Clarence W. Murray, III, PhD Assistant Director DHT4B: Division of Infection Control and Plastic 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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# Indications for Use
510(k) Number (if known) k210866
Device Name Steri-Dot Process Indicator
#### Indications for Use (Describe)
The Steri-Dot Process Indicator for EO gas sterilization is designed for use by a health care provider to demonstrate that the unit or load has been exposed to an EO gas sterilization process, and to distinguish between processed and unprocessed units or loads. The indicator dots turn from purple-red to green when exposed to EO gas sterilization conditions, thus providing an indication of processed items.
The Steri-Dot process indicator can be used in the following EO sterilization cycles:
- 1. 37°C, 736 mg/l EO, ≥35% RH, 3 hours exposure 2. 37°C, 759 mg/l EO, ≥35% RH, 3 hours exposure 3. 54°C, 600 mg/l EO, 40-60% RH, 45 min or longer exposure 4. 54°C, 736 mg/l EO, ≥35% RH, 1 hour exposure 5. 55°C, 759 mg/l EO, ≥35% RH, l hour exposure 6. 55°C, 600 mg/l EO, 40-60% RH, 4 hours exposure
| Type of Use (Select one or both, as applicable) | |
|-------------------------------------------------|--|
|-------------------------------------------------|--|
Prescription Use (Part 21 CFR 801 Subpart D)
X Over-The-Counter Use (21 CFR 801 Subpart C)
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# 510(k) Summarv For K210866
| Submitted by: | Propper Manufacturing Company, Inc. |
|-----------------|------------------------------------------------------------|
| Address: | 36-04 Skillman Avenue,<br>Long Island City, New York 11101 |
| Contact Name: | Andrew Sharavara, Ph.D., Chief Technical Officer |
| Telephone: | (800) 832-4300 x149 |
| Fax: | (718) 482-8909 |
| E-mail: | as@proppermfg.com |
| Date Submitted: | June 21, 2021 |
### Device information:
| Device Trade Name: | Steri-Dot® Process Indicator |
|----------------------|---------------------------------------------------|
| Classification Name: | Physical/Chemical Sterilization Process Indicator |
| Common Name: | Ethylene Oxide Gas Sterilization Indicator |
| Product Code: | JOJ |
| Classification: | Class II (21 C.F.R. 880.2800) |
### Description of the Device
The Steri-Dot Process Indicator is a single use chemical indicator designed for Ethylene Oxide (EO) sterilization monitoring. Each indicator consists of reactive EO indicator ink printed on a substrate paper circle, 3/4" or 1" in diameter, with adhesive backing. Individual indicators are printed with reactive ink only.
The indicator responds to the critical parameters of an EO sterilization cycle: exposure time, temperature, relative humidity and amount of Ethylene Oxide gas. During EO sterilization process indicator ink chemicals react forming a green compound. The degree of the reaction depends on the sterilization exposure. When the parameters achieve required level, the indicator ink chemistry changes color from purple-red to green. If the parameters do not achieve the required level, the indicator color will be brown or red.
### Indications for Use
The Steri-Dot® process indicator for EO gas sterilization is designed for use by a health care provider to demonstrate that the unit or load has been exposed to an EO gas sterilization process, and to distinguish between processed and unprocessed units or loads. The indicator dots turn from purple-red to green when exposed to EO gas sterilization conditions, thus providing an indication of processed items.
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The Steri-Dot process indicator can be used in the following EO sterilization cycles:
- 1. 37°C, 736 mg/l EO, ≥35% RH, 3 hours exposure
- 2. 37°C, 759 mg/l EO, ≥35% RH, 3 hours exposure
- 3. 54°C, 600 mg/l EO, 40-60% RH, 45 min or longer
- 4. 54°C, 736 mg/l EO, ≥35% RH, 1 hour exposure
- 5. 55°C, 759 mg/l EO, ≥35% RH, 1 hour exposure
- 6. 55°C, 600 mg/1 EO, 40-60% RH, 4 hours exposure
## Performance
The performance of the Steri-Dot process indicator meets the requirements of ANSI/AAMI/ISO 11140-1:2014 for Type 1 process indicators.
## Technological Characteristic Comparison Table
Comparison of the subject device (Steri-Dot process indicator, Propper Manufacturing Co., Inc) to Predicate device (EO Gas Sterilization Process Indicator Tapes, SteriTec Products, Inc., k002861).
| Product name | Steri-Dot Process Indicator | EO Gas Sterilization<br>Process Indicator Tapes,<br>K002861 | Similar. Both<br>devices have<br>"process<br>indicator" in the<br>names according<br>to Intended use. | Device purposes | 1.Designed to work as process<br>indicators to distinguish between<br>unprocessed and processed items<br>after EO Gas exposure. | g/m2 paper, with a natural<br>rubber, C-5 tackifier,<br>antioxidant adhesive on the<br>back.<br>1.Designed to work as<br>process indicators to<br>distinguish between<br>unprocessed and processed<br>items after EO Gas<br>exposure.<br>2. The purpose includes use<br>as a tape to wrap a<br>sterilizable article together<br>as a pack. | are different.<br>1. Identical.<br>2. Significant<br>difference. |
|-------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------|----------------------------|---------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------|
| Product generic<br>name | A physical/chemical sterilization<br>process indicator | A physical/chemical<br>sterilization process<br>indicator | Identical | Back side of<br>indicators | Adhesive | Adhesive | Identical |
| Product code | JOJ | JOJ | Identical | | | | |
| Sterilization<br>method | Ethylene Oxide gas sterilization | Ethylene Oxide gas<br>sterilization | Identical | Initial color | Purple-red | Brown | Similar |
| Intended use | Sterilization process indicator | Sterilization process<br>indicator | Identical | End point color | Green | Green | Identical |
| Sterilization<br>method | Ethylene Oxide Gas sterilization. | Ethylene Oxide Gas<br>sterilization | Identical | FDA indicator | Process indicator | Process indicator | Identical |
| Sterilization<br>cycles | 37°C, 736 mg/l EO, ≥35% RH, 3 hrs<br>37°C, 759 mg/l EO, ≥35% RH, 3 hrs<br>54°C, 600 mg/l EO, 40-60% RH, 45<br>min or longer<br>54°C, 736 mg/l EO, ≥35% RH, 1 hour<br>55°C, 759 mg/l EO, ≥35% RH, 1 hour<br>55°C, 600 mg/l EO, 40-60% RH, 4 hrs | 54°C(130°F), 600 mg/l EO,<br>40-60% RH, 45 min or<br>longer | Similar. Steri-<br>Dot process<br>indicator can be<br>used in several<br>additional<br>cycles. | ISO Indicator type | Type 1, process indicator | Type 1, process indicator | Identical |
| Device design | Paper dots with adhesive backing<br>printed with indicator ink | Cured crepe paper printed<br>with indicator ink lines.<br>The tape is manufactured<br>from a creped, printed,<br>saturated and backsized 42 | Similar design –<br>substrate paper<br>with printed<br>indicator.<br>Substrate papers | Single use | Yes | Yes | Identical |
| Shelf life | 42 months | 36 months | Similar | | | | |
| Indications for<br>use | The Steri-Dot® process indicator for<br>EO gas sterilization is designed for<br>use by a health care provider to<br>demonstrate that the unit or load has<br>been exposed to an EO gas<br>sterilization process, and to<br>distinguish between processed and<br>unprocessed units or loads. The<br>indicator dots turn from purple-red to<br>green when exposed to EO gas<br>sterilization conditions, thus<br>providing an indication of processed<br>items.<br>The Steri-Dot process indicator can<br>be used in the following EO<br>sterilization cycles:<br>37°C, 736 mg/l EO, ≥35% RH, 3 hrs<br>37°C, 759 mg/l EO, ≥35% RH, 3 hrs<br>54°C, 600 mg/l EO, 40-60% RH, 45<br>min or longer<br>54°C, 736 mg/l EO, ≥35% RH, 1 hr<br>55°C, 759 mg/l EO, ≥35% RH, 1 hr<br>55°C, 600 mg/l EO, 40-60% RH, 4<br>hrs | The EO Sterilization<br>Indicator Tape is for use in<br>ethylene oxide sterilizers<br>operating at 600 mg/l EO<br>gas, 40-60% relative<br>humidity, 130°F, for 45<br>minutes or longer. The<br>word "gas" turns green<br>after exposure to a EO gas<br>sterilization process, thus<br>providing identification of<br>processed items. | Similar. Steri-<br>Dot process<br>indicator can be<br>used in several<br>additional<br>cycles. | | | | |
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Proper BI-OK® EO Gas Biological Test Pack, K972747, was used as a reference device
for stability and shelf-life review because the reference device includes EO sterilization
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record card – a paper sheet printed with EO indicator ink similar to the ink of Steri-Dot process indicator.
# Summary of Non-clinical Testing
Provided below is the non-clinical testing that was performed to demonstrate that the subject device met the acceptance criteria for each standard or test method.
| Test | Purpose | Acceptance Criteria | Result |
|------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------|
| ANSI/AAMI/ISO<br>11140-1:2014 testing<br>for Type 1 indicator. | To demonstrate<br>conformance of Steri-Dot<br>indicator to the<br>requirements specified in<br>ISO 11140-1:2014 for<br>process indicators. | 37°C, RH 60%, EO 600mg/l, 3 min: no color<br>change or color markedly different compared<br>to green<br>37°C, RH 60%, EO 600mg/l, 25 min: green color<br>54°C, RH 60%, EO 600mg/l, 2 min: no color<br>change or color markedly different compared<br>to green<br>54°C, RH 60%, EO 600mg/l, 20 min: green color<br>60°C, RH ≥85%, EO - none, 90 min: no change | Passed |
| Testing in EO<br>cycles with<br>parameters used in<br>healthcare<br>sterilization. | To demonstrate that<br>Steri-Dot Process<br>indicator achieves<br>specified end color in<br>typical cycles. | Color change from purple-red to green | Passed |
| Biocompatibility<br>study and ink<br>transfer test | To demonstrate that the<br>indicator does not create<br>biocompatibility issues to<br>health care professionals<br>and patients.<br><br>The exposure to health<br>care professional is<br>minimal and well below<br>any identified toxic<br>thresholds for the<br>compounds. | Evaluation of individual components for<br>biocompatibility and indicators with similar<br>formulation with long history of on the<br>market.<br><br>Testing according to ISO 11140-1:2014.<br>Requirement: 6.2.2. No ink transfer should<br>be observed on unprocessed and EO<br>processed samples. | Passed |
| End point stability<br>and shelf- life study | To confirm that Steri-<br>Dot process indicator<br>has acceptable stability<br>after processing when<br>achieved and not<br>achieved end point color<br>( | | |
| | parameters when tested<br>using real-time shelf-life<br>exposure method. | | |
| Adhesive test –<br>healthcare<br>applications | The purpose of the test is<br>to evaluate if the adhesive<br>is suitable for its function<br>and does not deteriorate<br>during sterilization<br>process. | The test is considered a pass if at least 95% of<br>the indicators at different stages of shelf life<br>remain on surfaces of sterilization packaging<br>materials before and after Steri processing. | Passed |
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# Conclusion
The conclusion drawn from the nonclinical test demonstrate that the Steri-Dot process indicator is as safe, as effective, and performs as well as or better that the legally marketed 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.