The Airworks™ Nebulizer pe1200m, for use by adolescent and adult patients, is intended to aerosolize healthcare provider-prescribed solutions for inhalation that are approved for use with a general-purpose nebulizer. Airworks™ Nebulizer pe1200m is intended for use at home or a medical facility, such as a hospital or doctor's office.
Device Story
Airworks™ Nebulizer pe1200m is a portable, hand-held, battery-operated vibrating mesh nebulizer. Device utilizes a medical-grade stainless steel disk with 1,000 precision-formed holes; piezoelectric energy vibrates disk at ~110,000 Hz. Pressure differential across apertures draws liquid through, creating consistent aerosol droplets for inhalation via mouthpiece. Used by adolescent and adult patients at home or in medical facilities. Device is lightweight, compact, and silent; powered by rechargeable lithium-ion battery. Healthcare providers prescribe inhalation solutions; patients self-administer. Output is aerosolized medication for respiratory treatment. Benefits include portability and efficient drug delivery.
Clinical Evidence
Bench testing only. Comparative particle characterization via Cascade Impactor performed using Albuterol Sulfate, Ipratropium Bromide, and Cromolyn. Metrics included MMAD, GSD, Respirable Particle Fraction, Total Respirable Dose, Total Delivered Dose, and Respirable Drug Delivery Rate. Results demonstrate substantial equivalence in aerosol performance. Biocompatibility testing conducted per ISO 10993-1. Electrical safety and EMC testing performed per IEC 60601-1, IEC 60601-1-11, IEC 60601-1-2, and IEC 62133.
Technological Characteristics
Vibrating mesh technology; medical-grade stainless steel aperture disk. Piezoelectric energy source; 3.7 VDC rechargeable lithium-ion battery. Dimensions: 27 x 119 x 54 mm; Weight: 103 g. Reservoir capacity: 5 mL. Patient contact materials tested per ISO 10993-1. Complies with IEC 60601-1, IEC 60601-1-11, IEC 60601-1-2 (ed 4.0), and IEC 62133.
Indications for Use
Indicated for adolescent and adult patients requiring aerosolized healthcare provider-prescribed inhalation solutions approved for general-purpose nebulizers. Intended for home or medical facility use.
Regulatory Classification
Identification
A nebulizer is a device intended to spray liquids in aerosol form into gases that are delivered directly to the patient for breathing. Heated, ultrasonic, gas, venturi, and refillable nebulizers are included in this generic type of device.
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Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo is circular and contains the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the perimeter. In the center of the circle is an abstract symbol that resembles a stylized caduceus or a series of human profiles.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
May 2, 2017
Convexity Scientific LLC % Susan Goldstein-Falk Official Correspondent mdi Consultants. Inc. 55 Northern Blvd., Suite 200 Great Neck, New York 11021
Re: K162041
Trade/Device Name: Airworks™ Nebulizer pe1200m Regulation Number: 21 CFR 868.5630 Regulation Name: Nebulizer Regulatory Class: Class II Product Code: CAF Dated: March 29, 2017 Received: March 30, 2017
Dear Ms. Goldstein-Falk:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
{1}------------------------------------------------
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. 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 the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely,
Tina
Kiang-S
Tina Kiang, Ph.D. Acting Director Division of Anesthesiology. General Hospital, Respiratory, Infection Control, and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K162041
Device Name
Airworks™ Nebulizer pe1200m
#### Indications for Use (Describe)
The Airworks™ Nebulizer pel 200m, for use by adolescent and adult patients, is intended to aerosolize healthcare provider-prescribed solutions for inhalation that are approved for use with a general-purpose nebulizer. Airworks™ Nebulizer pe1200m is intended for use at home or a medical facility, such as a hospital or doctor's office.
Type of Use (Select one or both, as applicable)
| <span></span> <span></span> Prescription Use (Part 21 CFR 801 Subpart D) |
|--------------------------------------------------------------------------|
| <span></span> <span></span> Over-The-Counter Use (21 CFR 801 Subpart C) |
# CONTINUE ON A SEPARATE PAGE IF NEEDED.
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# 510(k) Summary K162041
| Convexity Scientific LLC<br>36 Church Lane<br>Westport, CT 06880 | Tel: (203) 557-6254 |
|------------------------------------------------------------------|---------------------------------------------|
| Date: | May 1, 2017 |
| Official Contact: | Paul Reiferson—President |
| Proprietary or Trade Name: | Airworks™ Nebulizer pe1200m |
| Common/Usual Name: | Nebulizer |
| Classification Name/Code: | CAF, Class 2, Nebulizer<br>CFR 868.5630 |
| Predicate Device: | Aerogen, Inc.—Aeroneb® Go Nebulizer—K032849 |
#### Device Description
The Airworks™ Nebulizer pe1200m, for use by adolescent and adult patients, is intended to aerosolize healthcare provider-prescribed solutions for inhalation that are approved for use with a general-purpose nebulizer.
The Airworks™ Nebulizer pe1200m uses a vibrating mesh technology, which is comprised of a medicalgrade stainless steel disk containing 1,000 precision-formed holes. When energy is applied, the disk vibrates approximately 110,000 times per second. This rapid vibration causes a difference in pressure on either side of each aperture, drawing liquid through the holes to form consistently sized droplets.
The Airworks™ Nebulizer pe1200m is lightweight, compact and virtually silent. A rechargeable lithiumion battery powers the device.
#### Indications for Use
The Airworks™ Nebulizer pe1200m, for use by adolescent and adult patients, is intended to aerosolize healthcare provider-prescribed solutions for inhalation that are approved for use with a general-purpose nebulizer. Airworks™ Nebulizer pe1200m is intended for use at home or a medical facility, such as a hospital or doctor's office.
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# 510(k) Summary
# Comparison and Equivalence of Proposed Device and Predicate Device
| Features | Proposed Device | Predicate Device (K032849) | Substantially<br>Equivalent<br>(SE) or<br>Different |
|------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------|
| Device Name | Airworks™ Nebulizer pe1200m | Aeroneb® Go nebulizer | |
| 510(k) Number | K162041 | K032849 | |
| Indications for use | The Airworks™ Nebulizer<br>pe1200m, for use by adolescent<br>and adult patients, is intended to<br>aerosolize clinician-prescribed<br>solutions for inhalation that are<br>approved for use with a general-<br>purpose nebulizer. Airworks™<br>Nebulizer pe1200m is intended for<br>use at home or a medical facility,<br>such as a hospital or doctor's<br>office. | The Aeroneb® Go nebulizer, for<br>use by pediatric and adult patients,<br>is intended to aerosolize physician-<br>prescribed solutions for inhalation<br>that are approved for use with a<br>general-purpose nebulizer. | SE |
| Target Population | Adolescent to adult | Pediatric to adult | Different |
| Mode of Operation | | | |
| Energy Source | Lithium-ion battery (rechargeable)<br>3.7 VDC, 500mA | Battery—3 "AA" disposable or<br>rechargeable batteries, 4.5 VDC,<br>350 mA | Different |
| Anatomical Site | Mouth | Mouth | SE |
| Mode of Operation | Piezoelectric/Ultrasonic | Piezoelectric/Ultrasonic | SE |
| Energy Type | Electricity | Electricity | SE |
| Nebulizing method | Vibrating mesh | Vibrating mesh | SE |
| Aerosolization Element | Aperture disk | Aperture disk | SE |
| Software-driven | No | No | SE |
| User Interface | | | |
| Patient Connector | Mouthpiece | Mouthpiece or optional mask | SE |
| Patient Interface | Hand-Held | Hand-Held | SE |
| Use | Single Patient | Single Patient | SE |
| Physical Description | | | |
| Components Cleanable | Yes | Yes | SE |
| Operating Conditions | 5°C to 40°C to 95% RH | 5°C to 45°C to 95% RH | SE |
| Storage Conditions | -10°C to 45°C to 93% RH | -20°C to 60°C to 95% RH | Different |
| Dimensions (Main Unit) | 27 x 119 x 54 mm | 40 x 105 x 95 mm | Different |
| Weight | 103 g | 325 g | Different |
| Portable | Yes | Yes | SE |
| Reservoir (mL) | 5 mL | 6 mL | Different |
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510(k) Summary Page 3 of 5 May 1, 2017
#### Differences Between Proposed Device and Predicate Device
The differences between the proposed device and the predicate device are:
- Energy source: the proposed device uses a rechargeable lithium-ion battery; the predicate device uses 3 "AA" disposable or rechargeable batteries.
- Dimensions and weight: the proposed device is smaller than the predicate device. The smaller size of the proposed device's Main Unit is largely attributable to its internalized mouthpiece, which can be engaged into position when needed. The predicate device also includes a separate control module that uses 3 "AA" batteries, which adds 260 g to its weight.
- . Storage conditions: the proposed device uses an IEC 62133-certified, rechargeable lithium-ion battery whose specifications indicate storage conditions of -10℃ to +45℃. The only component affected by storage temperature is the battery. Conditions for storage and transport were taken into consideration for the selection of materials used in the subject device's construction: namely, a battery that complies with applicable consensus standards.
- Reservoir: the proposed device has a 5mL capacity reservoir; the predicate device has a 6mL capacity reservoir. The proposed device's smaller reservoir mitigates the hazard a patient could inhale two medication ampules in one sitting.
These are not significant differences that affect the safety or effectiveness of the intended device compared to the predicate device.
# Substantial Equivalence
The Airworks™ Nebulizer pe1200m is viewed as substantially equivalent to the predicate device because:
#### Indications for Use-
The indications for use are as a general-purpose nebulizer intended to aerosolize clinician-prescribed solutions for inhalation by adolescent and adult patients.
Discussion-The indications for use statements are nearly identical except for patient population. The subject device's patient population is more restrictive than the predicate device's. Since non-physician clinicians may prescribe nebulizers, we have substituted the word "clinician" above. Both devices are indicated for use as a general-purpose nebulizer.
#### Technology-
Both the proposed and the predicate device use piezoelectric energy to vibrate an element with precisely drilled holes ("vibrating mesh") to create an aerosol. The proposed device uses a different battery technology than the predicate.
Discussion-The particle characterization performance demonstrates that the two devices perform substantially equivalently. The proposed device's battery decreases its weight and, relative to disposable batteries, its long-term cost of use. The battery is IEC 62133-compliant and does not raise new safety issues.
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#### 510(k) Summary
Page 4 of 5 May 1, 2017
#### Non-Clinical Testing Summary
#### Particle characterization -
Comparative particle test results via Cascade Impactor are shown below:
(All data shown at a 95% confidence level)
| Characteristic | Airworks™ Nebulizer pe1200m (K162041) | | | Predicate Device – Aeroneb Go (K032849) | | |
|-----------------------------------------------|---------------------------------------|---------------|----------------|-----------------------------------------|---------------|-----------------|
| | Albuterol | Ipratropium | Cromolyn | Albuterol | Ipratropium | Cromolyn |
| | Sulfate | Bromide | | Sulfate | Bromide | |
| | 2.5mg/3ml | 0.5mg/2ml | 4.0mg/2ml | 2.5mg/3ml | 0.5mg/2ml | 4.0mg/2ml |
| MMAD (µm) | 2.21 - 2.41 | 2.12 - 2.22 | 2.15 - 2.37 | 1.96 - 2.26 | 1.92 - 2.12 | 1.65 - 2.17 |
| GSD (µm) | 1.53 - 1.67 | 1.45 - 1.51 | 1.48 - 1.60 | 2.04 - 2.50 | 1.83 - 2.29 | 1.96 - 2.20 |
| Respirable Particle Fraction (%) | 84.2 - 91.4 | 87.4 - 93.2 | 83.5 - 92.7 | 78.8 - 83.2 | 84.0 - 91.2 | 76.7 - 86.3 |
| Total Respirable Dose (0.4 - 4.7 µm) (µg) | 851.3 - 991.9 | 194.5 - 224.3 | 773.3 - 942.1 | 818.2 - 1031.4 | 197.3 - 235.3 | 608.5 - 981.9 |
| Total Delivered Dose (µg) | 984.3 - 1093.5 | 211.6 - 250.1 | 897.0 - 1019.9 | 1012.7- 1257.0 | 221.8 - 270.5 | 758.7 - 1186.60 |
| Total Coarse Particle Dose (>4.7 µm) (µg) | 33.1 - 105.3 | 3.6 - 11.2 | 48.5 - 122.9 | 110.6 - 177.4 | 17.0- 35.6 | 66.4 - 171.8 |
| Total Fine Particle Dose (<4.7 µm) (µg) | 895.5 - 1043.9 | 207.1 - 239.7 | 791.8 - 953.6 | 891.0 - 1090.8 | 200.0 - 239.7 | 665.5 - 1041.5 |
| Total Extra-Fine Particle Dose (<1.0 µm) (µg) | 332.9 - 416.9 | 83.1 - 96.5 | 309.3 - 404.1 | 463.5 - 585.4 | 99.7 - 140.2 | 411.3 - 573.8 |
| Respirable Drug Delivery Rate (µg/min) | 133.5 - 169.1 | 24.6 - 39.0 | 147.6 - 169.2 | 143.5 - 238.5 | 34.2 - 46.4 | 133.5 - 213.7 |
#### Summary of results -
The Airworks™ Nebulizer pel 200m was found to be substantially equivalent in all performance areas having therapeutic effects except as noted below: differences in GSD and Respirable Particle Fraction only are explained by the subject device's relative outperformance of the predicate. Differences in MMAD within the desired raise new questions of safety and effectiveness. Respirable Drug Delivery Rate (inratropium only) vas slower than the predicate device; hower rate did not result in a statistically significant difference in either Respirable Particle Fraction, Total Respirable Dose, or Total Delivered Dose, the difference does not raise new questions of safety and effectiveness.
Differences in Total Coarse Particle Dose (for albuted by the subject devices relative outperformance in Total Respirable Dose. Differences in Total Extra-Fine Particle Dose do not raise new questions of safety and effectiveness.
Based on these comparative results, the subject device is substantially equivalent to the predicate device.
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#### 510(k) Summary Page 5 of 5 May 1, 2017
#### Materials-
Materials in patient contact or in the gas pathway were tested in accordance with ISO 10993-1 (2009, Revised 2013) and the results satisfied the requirements. Testing included Ozone, Carbon Monoxide and Carbon Dioxide, VOC, PM25, Cytotoxicity, Sensitization, Ames Assay, Chromosomal Aberration, Mouse Lymphoma, Implantation, and Leachability and Extractability at 50°C for 72 hours with a complete Risk Assessment.
#### Non-Clinical Testing (Aerosol Performance)-
- Reviewer Guidance for Nebulizers, Metered Dose Inhalers, Spacers and Actuators, Cleaning and Disinfection Validation, Office of Device Evaluation, Division of Cardiovascular and Respiratory Devices, October 1, 1993.
#### Cleaning and Disinfection Validation-
- AAMI / ANSI / ISO 11737-1:2006(R)2011
- ISO / TS 15883-5:2005
- AAMI TIR 12:2010
- AAMI TIR 30:2011 ●
- Reprocessing Medical Devices in Health Care Settings: Validation Methods and Labeling, Guidance for Industry and Food and Drug Administration Staff, March 17, 2015.
# Electromagnetic Compatibility, Electrical Safety and Battery Testing-
The proposed device was tested to comply with the following standards, met all of the acceptance criteria of the tests and no safety or efficacy issues were discovered:
- IEC 62133 (2012)
- IEC 60601-1 (2012)
- IEC 60601-1-11 (2010) .
- . IEC 60601-1-2 tests evaluated to the requirements in ed4.0 (2014-02)
#### Substantial Equivalence Conclusion
Convexity Scientific LLC has demonstrated through the performance testing and non-clinical testing discussed above that the proposed device has been found to be substantially equivalent to the predicate. Differences between the proposed device and the predicate do not raise new questions of safety or efficacy.
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.