The Homocysteine Enzymatic Assay is an in vitro test for the quantitative determination of total L-homocysteine in human serum and plasma on Roche/Hitachi cobas c systems. The assay can assist in the diagnosis of patients suspected of having hyperhomocysteinemia or homocystinuria. The Homocysteine Calibrator Kit is intended for use in the calibration of quantitative Roche methods on Roche clinical chemistry analyzers as specified in the value sheets. The Homocysteine Control Kit is intended for use in quality control by monitoring accuracy and precision for the quantitative methods as specified in the value sheets.
Device Story
The Homocysteine Enzymatic Assay is a quantitative, coupled enzymatic spectrophotometric assay for human serum and plasma. It utilizes an enzyme cycling principle: oxidized homocysteine is reduced to free homocysteine, which reacts with S-adenosylmethionine (SAM) to form methionine and S-adenosylhomocysteine (SAH). SAH is hydrolyzed into adenosine and homocysteine, which re-enters the cycle to amplify the signal. The resulting adenosine is hydrolyzed to inosine and ammonia, which reacts with glutamate dehydrogenase, converting NADH to NAD+; the decrease in absorbance at 340 nm is measured. The device is used in clinical laboratories on Roche/Hitachi cobas c501 systems. It provides quantitative homocysteine levels to assist clinicians in diagnosing hyperhomocysteinemia or homocystinuria. The system includes a calibrator kit and a control kit for quality assurance. The assay is intended for prescription use.
Clinical Evidence
Bench testing only. Precision studies (CLSI EP5-A2) showed within-run CVs of 1.4-2.0% and between-run CVs of 1.8-2.3%. Linearity was validated from 3 to 50 μmol/L (R²=0.9995). Method comparison with the predicate (n=102) yielded a Passing/Bablok slope of 0.9986 and r=0.9964. Interference testing confirmed no significant impact from common drugs, icterus, hemolysis, or lipemia. Traceability established against NIST SRM 1955.
Technological Characteristics
Enzymatic cycling assay; spectrophotometric detection at 340 nm. Reagents include S-adenosylmethionine, TCEP, 2-oxoglutarate, NADH, Hcy S-methyltransferase, glutamate dehydrogenase, and SAH hydrolase. Form factor: liquid, ready-to-use reagents for automated clinical chemistry analyzers. Storage: 2-8 °C.
Indications for Use
Indicated for quantitative determination of total L-homocysteine in human serum and plasma to assist in the diagnosis of patients suspected of having hyperhomocysteinemia or homocystinuria. Prescription use only. Contraindicated for use with samples containing 3-deazaadenosine; caution advised for patients on S-adenosyl-L-methionine, methotrexate, carbamazepine, phenytoin, nitrous oxide, anticonvulsants, or 6-azuridine triacetate due to potential for falsely elevated results.
Regulatory Classification
Identification
A urinary homocystine (nonquantitative) test system is a device intended to identify homocystine (an analogue of the amino acid cystine) in urine. The identification of urinary homocystine is used in the diagnosis and treatment of homocystinuria (homosystine in urine), a heritable metabolic disorder which may cause mental retardation.
Predicate Devices
Diazyme Homocysteine Enzymatic Assay (k061296)
Diazyme Homocysteine Calibrator (k071971)
Diazyme Homocysteine Controls (k042448)
Submission Summary (Full Text)
{0}
1
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY ASSAY ONLY TEMPLATE
A. 510(k) Number:
k113793
B. Purpose for Submission:
New device
C. Measurand:
Homocysteine
D. Type of Test:
Quantitative, coupled enzymatic assay; spectrophotometric assay
E. Applicant:
Roche Diagnostics
F. Proprietary and Established Names:
Homocysteine Enzymatic Assay; Homocysteine Calibrator Kit; Homocysteine Control Kit
G. Regulatory Information:
1. Regulation section:
21 CFR 862.1377; urinary homocystine (nonquantitative) test system.
21 CFR 862.1150; calibrator, multi-analyte mixture
21 CFR 862.1660; single (specified) analyte controls (assayed and unassayed)
2. Classification:
Class II, Class I reserved
3. Product code:
LPS, JIX, JJX
{1}
4. Panel:
Clinical Chemistry (75)
H. Intended Use:
1. Intended use(s):
See Indications for Use below
2. Indication(s) for use:
The Homocysteine Enzymatic Assay is an in vitro test for the quantitative determination of total L-homocysteine in human serum and plasma on Roche/Hitachi cobas c systems. The assay can assist in the diagnosis of patients suspected of having hyperhomocysteinemia or homocystinuria.
The Homocysteine Calibrator Kit is intended for use in the calibration of quantitative Roche methods on Roche clinical chemistry analyzers as specified in the value sheets.
The Homocysteine Control Kit is intended for use in quality control by monitoring accuracy and precision for the quantitative methods as specified in the value sheets.
3. Special conditions for use statement(s):
For prescription use only.
The labeling contains a prominent black-box warning:
Specimens from patients who are on drug therapy involving S-adenosyl-L-methionine may show falsely elevated levels of homocysteine. Patients who are taking methotrexate, carbamazepine, phenytoin, nitrous oxide, anticonvulsants and 6-azuridine triacetate may have elevated levels of homocysteine due to their effect on the metabolic pathway.
4. Special instrument requirements:
Performance studies were conducted on Roche/Hitachi cobas c501 system
I. Device Description:
The Homocysteine Enzymatic Assay is based on an enzyme cycling assay principle that assesses the co-substrate conversion product, NAD, which is measured spectrophotometrically at 340 nm. The reagent contains three bottles
2
{2}
with the following ingredients:
R1 NADH reagent: S-adenosylmethionine, TCEP, 2-oxoglutarate, NADH
R2 Enzyme reagent: homocysteine S-methyltransferase, glutamate dehydrogenase, casein (bovine)
R3 Start reagent: adenosine deaminase (bovine), S-adenosyl-homocysteine hydrolase, casein (bovine).
The Homocysteine Calibrator Kit is a liquid, ready-for-use calibrator based on human serum. It is a single level calibrator with lot specific values and diluted on board the analyzer to create a 5-point calibration curve.
The Homocysteine Control Kit consists of two ready-for-use controls based on human serum. The adjusted concentrations of the control components are in the low range for Control 1 and in the elevated range for Control 2.
The labeling states that all products prepared from human blood are prepared exclusively from the blood of donors tested individually and shown to be free from HbsAg and antibodies to HCV and HIV. The testing methods were FDA approved or cleared in compliance with the European Directive 98/79/EC, Annex II, List A.
J. Substantial Equivalence Information:
1. Predicate device name(s):
Homocysteine Enzymatic Reagent: Diazyme Homocysteine Enzymatic Assay cleared in k061296
Homocysteine Calibrator: Diazyme Homocysteine Calibrator cleared in k071971
Homocysteine Controls: Diazyme Homocysteine Controls cleared in k042448
2. Predicate 510(k) number(s):
k061296, k071971 and k042448
3. Comparison with predicate:
{3}
| Similarities and Differences | | |
| --- | --- | --- |
| Characteristics | Predicate
k061296 Diazyme
Homocysteine Enzymatic
Assay | Proposed
k113793 Roche
Homocysteine
Enzymatic Assay |
| Intended Use
/Indications for
Use | In vitro test for the quantitative determination of L-homocysteine in human serum and plasma. The assay can assist in the diagnosis of patients suspected of having hyperhomocysteinemia or homocystinuria. | Same |
| Sample Types | Serum, Lithium Heparin, and EDTA | Same |
| Instrument
Platform | COBAS INTEGRA 400 | Cobas c 501 |
| Reagent Active
Ingredients | R1: S-adenosylmethionine, TCEP, 2-oxoglutarate, NADH
R2: homocysteine S-methyltransferase, glutamate dehydrogenase, casein (bovine)
R3: adenosine deaminase (bovine), S-adenosyl-homocysteine hydrolase, casein (bovine) | Same |
| Reagent Stability | Unopened: 2-8 °C until expiration date
On-board in use: 60 days | Unopened: 2-8 °C until expiration date
On-board in use: 4 weeks |
| Measuring
Range | 2.8 – 50 μmol/L | 3 – 50 μmol/L |
| Expected Values | 15 μmol/L is used as the cut-off value for normal levels of homocysteine in adults. | Same |
| Calibrator | Homocysteine Calibrator, single level, diluted to form a 5-point calibration | same |
| Calibration | Each lot + interval (168 hours) | Every 7 days, |
{4}
| Frequency | | after reagent lot change, and as required following quality control procedures |
| --- | --- | --- |
| Characteristics | Predicate k071971 Diazyme Homocysteine Calibrator | Proposed k113793 Roche Homocysteine |
| --- | --- | --- |
| Intended Use | The Diazyme Homocysteine Calibrator is intended for use in the calibration of quantitative determination of Homocysteine assays. | Same |
| Analyte | Homocysteine | Same |
| Matrix | Human serum | Same |
| Storage | 2-8 °C | Same |
| Characteristics | Predicate k042448 Diazyme Homocysteine Enzymatic Assay | Proposed k113793 Roche Homocysteine Enzymatic Assay |
| --- | --- | --- |
| Intended Use | The Diazyme Homocysteine Controls are intended for use as part of a quality assurance system for Homocysteine Enzymatic Assay. | Same |
| Analyte | Homocysteine | Same |
| Matrix | 2 – level set with a normal serum homocysteine level and an abnormal homocysteine level | Same |
| Storage | 2-8 °C | Same |
## K. Standard/Guidance Document Referenced (if applicable):
| CLSI EP06-A | Evaluation of the Linearity of Quantitative Measurement |
| --- | --- |
| CLSI EP17-A | Protocols for Determination of Limits of Detection and Limits of Quantization |
| CLSI EP06-A | Evaluation of the Linearity of Quantitative Measurement |
## L. Test Principle:
Homocysteine Enzymatic Assay is based on a novel enzyme cycling assay principle that assesses the co-substrate conversion product instead of assessing co-substrate or
{5}
Hcy conversion products of Hcy. In this assay, oxidized Hcy is first reduced to free Hcy which then reacts with a co-substrate, S-adenosylmethionine (SAM), to form methionine (Met) and S-adenosylhomocysteine (SAH), catalyzed by a Hcy S-methyltransferase. SAH is assessed by coupled enzyme reactions where SAH is hydrolyzed into adenosine (Ado) and Hcy by SAH hydrolase, and Hcy is cycled into the Hcy conversion reaction to form a reaction cycle that amplifies the detection signal. The formed Ado is immediately hydrolyzed into inosine and ammonia which reacts with glutamate dehydrogenase with concomitant conversions of NADH to $\mathrm{NAD+}$ . The concentration of Hcy in the sample is indirectly proportional to the amount of NADH converted to $\mathrm{NAD+}$ ( $\Delta \mathrm{A}340\mathrm{nm}$ ).
# M. Performance Characteristics (if/when applicable):
# 1. Analytical performance:
# a. Precision/Reproducibility:
Within run and between-run precision studies were performed following the CLSI guideline EP5-A2 for 21 days, two runs per day on the same cobas c 501 analyzer. Two aliquots per each human sera pools (HSP), (2 diluted, 1 native, and 2 spiked) samples and controls together with one reagent lot, one lot of calibrator were used in the study. The results are shown in the table below:
| | Mean Value | Within -Run CV | Between -Run CV |
| --- | --- | --- | --- |
| Control 1 | 12.2 μmol/L | 1.5% | 2.1% |
| Control 2 | 39.1 μmol/L | 1.8% | 2.0% |
| HSP 1 | 8.26 μmol/L | 2.0% | 2.3% |
| HSP 2 | 13.1 μmol/L | 1.8% | 2.1% |
| HSP 3 | 30.0 μmol/L | 1.4% | 1.8% |
| HSP 4 | 44.4 μmol/L | 2.0% | 2.2% |
# b. Linearity/assay reportable range:
A linearity study was performed in-house using blood samples as per CLSI EP6-A recommendations for evaluation of linearity. A dilution series consisting of 11 dilutions was prepared separately using a spiked, high analyte human serum pool and a high analyte, human plasma pool in parallel to produce samples with values ranging from 2.78 to $50.03\mu \mathrm{mol} / \mathrm{L}$ . Homocysteine levels were measured in triplicate for each sample using cobas c 501 analyzer, and the recovered median values were compared to the theoretical values. The linear regression analysis of the study is shown below:
{6}
| | Slope | Intercept | R² |
| --- | --- | --- | --- |
| Serum | 1.0054 | -0.2478 | 0.9995 |
| Plasma | 1.0214 | -0.7411 | 0.9995 |
The results fulfilled the specifications for the linearity claims of 3 to 50 $\mu \mathrm{mol} / \mathrm{L}$ .
The extended measuring range using automated rerun with dilution was validated by performing an experiment comparing the instrument auto-rerun results with a simple manual dilution. The test results showed the difference between the automated dilution and the manual dilution is within the acceptance criteria of $+/- 10\%$ recovery.
c. Traceability, Stability, Expected values (controls, calibrators, or methods):
Traceability:
This method has been standardized against NIST SRM 1955 reference material. The target values for calibrator and controls are traceable to the NIST SRM 1955 reference material.
Stability
i) Reagent stability
Shelf (real-time) Stability: 14 months
On-Board stability: 4 weeks after dilution
ii) Calibrator stability
Closed-Vial Stability: 15 months at $2 - 8^{\circ}\mathrm{C}$
Open-Vial Stability: 2 hours at $15 - 25^{\circ}\mathrm{C}$ or 28 days at $2 - 8^{\circ}\mathrm{C}$
iii) Controls stability
Open-Vial Stability: 2 hours at $15 - 25^{\circ}\mathrm{C}$ or 28 days at $2 - 8^{\circ}\mathrm{C}$
Close-Vial Stability: 15 months at $2 - 8^{\circ}\mathrm{C}$
d. Detection limit:
The study was performed in-house as per CLSI EP17-A recommendations for evaluation limits of detection and quantification.
LoB was determined by measuring an analyte-free sample with 3 reagent lots,
{7}
5 determinations each on 2 cobas c 501 analyzers, total 6 runs (n=60) over 3 days. Data analysis was based on determination of the 95th percentile of the 60 measured values. LoD was calculated based on LoD=LoB + 1.653 X SD_total.
The results are LoB: 0.3 μM; LoD: 0.72 μM. The sponsor’s claimed measuring range is 3 μmol/L to 50 μmol/L.
e. Analytical specificity:
Interference testing based on CLSI “Interference Testing in Clinical Chemistry; Approved Guideline”, CLSI document EP7-A2. Significant interference was considered present by the sponsor if the % recovery exceeded ±10% of the expected 100% recovery.
i) Exogenous interferences:
Individual drug was added to two separate patient sample pools with low or high homocysteine concentrations and examined for potential effect on homocysteine determination by the Homocysteine Enzymatic test system. No significant interference was found for the following drugs: Acetylcysteine, Ampicillin-Na, Ascorbic acid, Ca- Dobesilate, Cyclosporine, Cefoxitin, Heparin, Intralipid, Levodopa, Methyldopa, Metronidazole, Phenylbutazone, Doxycycline, Acetylsalicylic Acid, Rifampicin, Acetaminophen, Ibuprofen, Theophylline, Cystathionine, Pyruvate, Glutathione, S-adenosylmethionine, H-hydroxylamine HCl and glycerol.
Physiological concentration (Sub-uM range) of S-adenosylhomocysteine (SAH) have no significant interference on this assay, however, SAH has a significant positive interference at high pharmacological doses.
Samples containing 3-deazaadenosine should not be used since it is known to inhibit one of the key enzymes used in the assay.
ii) The effects of endogenous interference on the quantitation of homocysteine by the Homocysteine Enzymatic test system were determined on the cobas c 501 analyzer at two Homocysteine levels. The study showed:
Icterus: No significant interference up to 20 mg/dL unconjugated Bilirubin.
Hemolysis: No significant interference up to 100 mg/dL hemoglobin
Triglyceride: No significant interference up to 1790 mg/dL triglyceride
iii) Protein interference was investigated using two human serum pools at homocysteine concentration of 12.6 and 41.3 μmol/L, respectively. Each pool was used to create a dilution series of 10 test levels of protein spanning between 13 to 128.9 g/L. The results showed no interference by total protein up to 128.9 g/L.
8
{8}
f. Assay cut-off:
Not applicable
## 2. Comparison studies:
a. Method comparison with predicate device:
Method comparison studies were performed using the proposed device on Cobas c 501 and with the predicate device on Cobas Integra 400 analyzer. A total of 102 native human serum samples, with concentrations between 4.76 and 46.59 μmol/L, were used in this study; the linear regression analysis of the results is shown below:
Passing/Bablok
y = 0.9986x - 0.6964
$\tau = 0.9594$
Least Square Linear regression
y = 0.9973x - 0.5713
$\mathrm{r} = 0.9964$
b. Matrix comparison:
Matrix comparison studies were performed on the Cobas c501 using paired serum and K2-EDTA, K3-EDTA and Lithium Heparin samples with values ranging from 4.63 to 48.7 μmol/L. The results are presented in the table below.
| | | Types of Regression Statistics | |
| --- | --- | --- | --- |
| Types of collection Tubes | Sample No. | Passing/Bablok | Least Square |
| K2- EDTA | 37 | y =-0.3570 + 1.0605*x (τ = 0.9285) | y = 0.1322 + 1.0234*x, (r = 0.9975) |
| K3- EDTA | 37 | y =-0.1661 + 1.0399*x (τ = 0.9406) | y = 0.0428 + 1.0249*x, (r = 0.9987) |
| Li-Heparin | 37 | y =0.3471 + 1.0178*x (τ = 0.9577) | y = 0.1828 + 1.0031*x, (r= 0.9981) |
## 3. Clinical studies:
a. Clinical Sensitivity:
Not applicable
b. Clinical specificity:
Not applicable
{9}
c. Other clinical supportive data (when a. and b. are not applicable):
4. Clinical cut-off:
Not applicable
5. Expected values/Reference range:
Adult cut-off values for normal level of Hcy: 15 μmol/L
N. Proposed Labeling:
The labeling is sufficient and it satisfies the requirements of 21 CFR Part 809.10.
O. Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
10
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.