K260013 · Calyxo, Inc. · FGB · Mar 6, 2026 · Gastroenterology, Urology
Device Facts
Record ID
K260013
Device Name
CVAC Image Processor
Applicant
Calyxo, Inc.
Product Code
FGB · Gastroenterology, Urology
Decision Date
Mar 6, 2026
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 876.1500
Device Class
Class 2
Indications for Use
The CVAC Image Processor is only to be used with the CVAC Aspiration System to provide treatment and removal of urinary stones (kidney stones, fragments, and dust) and endoscopic examination of the urinary tract and the interior of the kidney.
Device Story
CVAC Image Processor is a reusable, software-controlled electrical image processor used with the CVAC Aspiration System; operates in surgical suites by physicians. Device receives optical signals from a ureteroscope via the Aspiration System; processes signals using an internal System-on-Module (SOM) and LED control circuit; outputs video signals to standard hospital-grade external monitors. Software v1.5 performs image processing (noise reduction, brightness uniformity) and system management. Enables visualization of urinary tract and kidney stones for stone removal procedures. Benefits include improved diagnostic visualization and system reliability through enhanced error handling and logging.
Clinical Evidence
Bench testing only. Includes software verification/validation (IEC 62304), cybersecurity risk assessment, and optical testing (ISO 62471, ISO 8600 series). Design validation performed using an in vivo porcine kidney model to confirm optical properties and design input requirements. Electrical safety, EMC, cleaning/disinfection, and packaging data leveraged from the predicate device.
Technological Characteristics
Reusable electrical image processor; 110V power. Features LED control circuit, display interface, and System-on-Module (SOM). Outputs HDMI/DVI video. Optical specs: 200x200 resolution, 120° FOV, 0° DOV, ~5500 lux illumination. Software v1.5 includes noise reduction and brightness uniformity algorithms. Complies with IEC 62304. Hardware includes HDMI/DVI adapters and cables.
Indications for Use
Indicated for patients requiring treatment and removal of urinary stones (kidney stones, fragments, and dust) and endoscopic examination of the urinary tract and kidney interior.
Regulatory Classification
Identification
An endoscope and accessories is a device used to provide access, illumination, and allow observation or manipulation of body cavities, hollow organs, and canals. The device consists of various rigid or flexible instruments that are inserted into body spaces and may include an optical system for conveying an image to the user's eye and their accessories may assist in gaining access or increase the versatility and augment the capabilities of the devices. Examples of devices that are within this generic type of device include cleaning accessories for endoscopes, photographic accessories for endoscopes, nonpowered anoscopes, binolcular attachments for endoscopes, pocket battery boxes, flexible or rigid choledochoscopes, colonoscopes, diagnostic cystoscopes, cystourethroscopes, enteroscopes, esophagogastroduodenoscopes, rigid esophagoscopes, fiberoptic illuminators for endoscopes, incandescent endoscope lamps, biliary pancreatoscopes, proctoscopes, resectoscopes, nephroscopes, sigmoidoscopes, ureteroscopes, urethroscopes, endomagnetic retrievers, cytology brushes for endoscopes, and lubricating jelly for transurethral surgical instruments. This section does not apply to endoscopes that have specialized uses in other medical specialty areas and that are covered by classification regulations in other parts of the device classification regulations.
Special Controls
*Classification* —(1)*Class II (special controls).* The device, when it is an endoscope disinfectant basin, which consists solely of a container that holds disinfectant and endoscopes and accessories; an endoscopic magnetic retriever intended for single use; sterile scissors for cystoscope intended for single use; a disposable, non-powered endoscopic grasping/cutting instrument intended for single use; a diagnostic incandescent light source; a fiberoptic photographic light source; a routine fiberoptic light source; an endoscopic sponge carrier; a xenon arc endoscope light source; an endoscope transformer; an LED light source; or a gastroenterology-urology endoscopic guidewire, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9.(2) Class I for the photographic accessories for endoscope, miscellaneous bulb adapter for endoscope, binocular attachment for endoscope, eyepiece attachment for prescription lens, teaching attachment, inflation bulb, measuring device for panendoscope, photographic equipment for physiologic function monitor, special lens instrument for endoscope, smoke removal tube, rechargeable battery box, pocket battery box, bite block for endoscope, and cleaning brush for endoscope. The devices subject to this paragraph (b)(2) are exempt from the premarket notification procedures in subpart E of part 807of this chapter, subject to the limitations in § 876.9.
In combination with the general controls of the FD&C Act, the integrated operating table-electromechanical surgical system is subject to the following special controls:
1. (1) Premarket clinical performance testing, or a combination of premarket clinical performance testing and postmarket surveillance (in accordance with special control (2)), must include the following:
1. (i) Objective performance measures (e.g., rate and number of conversions to other surgical modalities, rate of device related adverse events (including tissue injury, hematoma, and increased blood loss), and their severity, cause, and outcomes) must be reported with relevant descriptive comparator performance measures.
2. (ii) The data must demonstrate the performance of the device for providing accurate and precise control of attached surgical instruments in range of clinical conditions relevant to the device's intended use.
3. (iii) The test dataset must include data collected from a patient population representative of the intended patient population under anticipated conditions of use.
2. (2) Data obtained from postmarket surveillance must demonstrate, in consideration of the premarket data obtained in accordance with special control (1), that the device performs in accordance with special control (1), unless FDA determines, based on the totality of the premarket data, that data from postmarket surveillance is not required to demonstrate that the device performs as intended. Such postmarket surveillance must be conducted per a protocol determined appropriate by FDA to demonstrate that the device performs as intended (in consideration of the premarket data obtained in accordance with special control (1)), and must include initiation, enrollment, and reporting requirements to ensure timely periodic updates to FDA on post-market surveillance progress and outcomes.
3. (3) Animal performance testing must evaluate the extent of port site trauma due to repositioning of table during surgical procedures when utilizing robotic minimally invasive and laparoscopic approaches
4. (4) The device manufacturer must develop, and update as necessary, a device-specific use training program that ensures proper device setup/use/shutdown, accurate control of instruments to perform the intended surgical procedures, troubleshooting and handling during unexpected events or emergencies, and safe practices to mitigate use error.
5. (5) The device manufacturer may only distribute the device to facilities that implement and maintain the device-specific use training program and ensure that users of the device have completed the device-specific use training program.
(6) Human factors assessment must demonstrate that the user can correctly use the device system across all intended use environments with the provided instructions and training materials, including patient access during normal operating conditions and emergency situations, and effects arising from the integrated nature of the operating table and robotic surgical arms.
(7) Labeling must include:
(i) A detailed summary of clinical performance testing conducted with the device, including study population, results, adverse events, and comparisons to any comparator groups identified;
(ii) A statement in the labeling that the safety and effectiveness for the representative specific procedures was based on evaluation of the device as a surgical tool and did not include evaluation of outcomes related to the treatment of the patient's underlying disease or condition, unless FDA determines that it can be removed or modified based on clinical performance data submitted to FDA;
(iii) Identification of compatible devices;
(iv) The list of surgical procedures for which the device has been determined to be safe with clinical justification;
(v) Reprocessing instructions for reusable components;
(vi) A shelf life for any sterile components;
(vii) A description of the device-specific use training program;
(viii) A statement that the device is only for distribution to facilities that implement and maintain the device-specific use training program and ensure that users of the device have completed the device-specific use training program; and
(ix) A summary of any completed postmarket surveillance data collected as required by special control (2), including updated labeling to accurately reflect outcomes observed in postmarket surveillance.
(8) Non-clinical performance testing must demonstrate that the device performs as intended under anticipated conditions of use and must include:
(i) Device motion accuracy and repeatability;
(ii) System testing;
(iii) Instrument reliability;
(iv) Crosstalk;
(v) Table motion control;
(vi) Thermal effects on tissue;
(vii) User-device interface performance;
(viii) Workspace access testing; and
(ix) Performance testing with compatible devices.
(9) Software verification, validation, and hazard analysis must be performed.
(10) Electromagnetic compatibility and electrical, thermal, and mechanical safety testing must be performed.
(11) Performance data must demonstrate the sterility of all patient-contacting device components.
(12) Performance data must support the shelf life of the device components provided sterile by demonstrating continued sterility and package integrity over the labeled shelf life.
(13) Performance data must validate the reprocessing instructions for the reusable components of the device.
(14) Performance data must demonstrate that all patient-contacting components of the device are biocompatible.
(15) Performance data must demonstrate that all patient-contacting components of the device are non-pyrogenic.
(16) The device manufacturer must submit a report to the FDA annually on the anniversary of initial marketing authorization for the device, until such time as FDA may terminate such reporting, which comprises the following information:
(i) Cumulative summary, by year, of complaints and adverse events since date of initial marketing authorization; and
(ii) Identification and rationale for changes made to the device, labeling, or device specific use training program, which did not require submission of a premarket notification during the reporting period.
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FDA U.S. FOOD & DRUG ADMINISTRATION
March 6, 2026
Calyxo, Inc.
Nitya Narayanan
Director, Regulatory Affairs
4473 Willow Rd.
Suite 100
Pleasanton, California 94588
Re: K260013
Trade/Device Name: CVAC Image Processor
Regulation Number: 21 CFR 876.1500
Regulation Name: Endoscope and accessories
Regulatory Class: Class II
Product Code: FGB
Dated: January 2, 2026
Received: January 5, 2026
Dear Nitya Narayanan:
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 (the 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 available 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, the Food and Drug Administration (FDA) may publish further announcements concerning your device in the Federal Register.
Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device"
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K260013 - Nitya Narayanan
Page 2
(https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13484 clause 8.3 (Nonconforming product), and ISO 13485 clause 8.5 (Corrective and preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and 21 CFR 820.70) and document changes and approvals in the device master record (21 CFR 820.181).
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 device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 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-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/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
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K260013 - Nitya Narayanan
Page 3
the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
MARK J. ANTONINO -S
Mark J. Antonino, M.S.
Assistant Director
DHT3B: Division of Reproductive, Gynecology, and Urology Devices
OHT3: Office of Gastrorenal, ObGyn, General Hospital, and Urology Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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FORM FDA 3881 (8/23)
Page 1 of 1
PSC Publishing Services (301) 443-6740
EF
| DEPARTMENT OF HEALTH AND HUMAN SERVICES Food and Drug Administration Indications for Use | Form Approved: OMB No. 0910-0120 Expiration Date: 07/31/2026 See PRA Statement below. |
| --- | --- |
| 510(k) Number (if known) K260013 | |
| Device Name CVAC Image Processor | |
| Indications for Use (Describe) The CVAC Image Processor is only to be used with the CVAC Aspiration System to provide treatment and removal of urinary stones (kidney stones, fragments, and dust) and endoscopic examination of the urinary tract and the interior of the kidney. | |
| Type of Use (Select one or both, as applicable) ☑ Prescription Use (Part 21 CFR 801 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." | |
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Calyxo
K260013
Page 1 of 4
510(k) SUMMARY OF SAFETY AND EFFECTIVENESS
1. GENERAL INFORMATION
1.1 Submitter and 510(k) Owner
Calyxo, Inc.
4473 Willow Road, Suite 100
Pleasanton, CA 94588
1.2 Official Correspondent
Ms. Nitya Narayanan
4473 Willow Road, Suite 100
Pleasanton CA 94588
Telephone: (408) 802-8146
Email: nitya.narayanan@calyxoinc.com
1.3 Date of Preparation
January 2, 2026
2. NAME OF THE DEVICE
2.1.1 Trade/Proprietary Name
CVAC® Image Processor
2.1.2 Common/Usual Name
Ureteroscope and Accessories, Flexible/Rigid
2.1.3 Classification Information
Trade/Proprietary Name: CVAC® Image Processor
Common/Usual Name: Ureteroscope and Accessories, Flexible/Rigid
Classification Name: Endoscope and Accessories
Classification Regulation: 21 CFR 876.1500
Class: II
Product Codes: FGB, Ureteroscope and Accessories, Flexible/Rigid
Panel: Gastroenterology / Urology
3. PREDICATE DEVICE
The predicate device is the CVAC Image Processor, which is part of the CVAC Set cleared under K233472.
4. DESCRIPTION OF THE DEVICE
The single use CVAC Aspiration System and the reusable CVAC Image Processor are designed to work together. The devices allow physicians to locate kidney stones and to establish a conduit
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K260013
Page 2 of 4
during endoscopic urological procedures for the treatment and removal of urinary stones (kidney stones, fragments, and dust). The devices are used in a surgical suite and are compatible with standard hospital monitors, vacuum sources, and irrigation sources.
There are no changes to the CVAC Aspiration System in this 510(k), including the camera assembly, optical wiring, or LED assembly.
The CVAC Image Processor, the subject device, is a software-controlled, reusable and electrical image processor. The CVAC Image Processor is connected to a standard 110V hospital electrical outlet via a provided power cord. The internal carrier board inside the CVAC Image Processor houses the LED control circuit, the display interface, and supports electrical interconnect between the image signal processing module and the System-on-Module (SOM). This allows the CVAC Image Processor to generate a video signal compatible with standard hospital grade external monitors. Accessories provided with the CVAC Image Processor include a HDMI-to-DVI adapter, a HDMI cable, and a power cable. The CVAC Image Processor software is updated to v1.5 in this submission.
## 5. INTENDED USE
The intended use / indications for use for the CVAC Aspiration System and CVAC Image Processor is as follows:
The CVAC Image Processor is only to be used with the CVAC Aspiration System to provide treatment and removal of urinary stones (kidney stones, fragments, and dust) and endoscopic examination of the urinary tract and the interior of the kidney.
## 6. INTENDED USE COMPARED TO THE PREDICATE
The intended use and indications for use statement is unchanged from the predicate device cleared under K233472.
## 7. TECHNOLOGY CHARACTERISTICS COMPARED TO THE PREDICATE
There are minor modifications to the software and small hardware changes to the CVAC Image Processor made under design controls. The software was updated to SW v1.5. This resulted in a full suite of software testing and cybersecurity upgrades to confirm that bench and software performance meets requirements and specifications.
The different technological characteristics between the subject device and the predicates have been evaluated and was demonstrated not to raise new questions of safety and effectiveness.
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K260013
Page 3 of 4
Table 1. Technology Comparison of Subject and Predicate Devices
| | Subject Device
CVAC Image Processor in the CVAC Set | Predicate Device
CVAC Image Processor cleared in the CVAC Set
K233472 |
| --- | --- | --- |
| Image System | The CVAC Image Processor is connected to the CVAC Aspiration System and provides power to the ureteroscope | The CVAC Image Processor is connected to the CVAC Aspiration System and provides power to the ureteroscope |
| Compatible Display | Standard Monitor with HDMI or DVI input | Standard Monitor with HDMI or DVI input |
| OPTICAL TEST PARAMETERS | | |
| Resolution (pixels) | 200 x 200 | 200 x 200 |
| Digital Video Technology | Color CMOS | Color CMOS |
| Illumination | LED | LED |
| Field of View (°) | 120° | 120° |
| Direction of View (°) | 0° | 0° |
| Light (lux) | ~5500 lux at 6 mm | ~5500 lux at 6 mm |
| UPDATED SOFTWARE FEATURES | | |
| Software Architecture Modifications | Improved system performance [Software testing] | System was stable and passed all testing |
| Cybersecurity Updates | Update cybersecurity [Cybersecurity testing] | Cybersecurity testing passed |
| Image processing optimization | Improved noise reduction, enhanced brightness uniformity, optimized memory management [Image Processor Optical testing] | Optical testing passed |
| System reliability | Added comprehensive error handling, logging frameworks, failover mechanisms to reduce the potential for system crashes and improve diagnostic capabilities [Reliability testing] | System reliability testing passed |
| Minor hardware modifications | Continuous improvement to update the logo on the case and to improve electromechanical robustness [Design Controls] | Complied with standards of the day |
3
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K260013
Page 4 of 4
## 8. PERFORMANCE TESTING
The 510(k) submission provides performance data to establish the substantial equivalence of the CVAC Image Processor (the subject device) to the predicate device CVAC Image Processor (K233472). A summary of these performance tests is provided below.
**Software and Cybersecurity Testing:** Software verification and validation testing were conducted, and documentation was provided as recommended by FDA guidance documents, "Content of Premarket Submissions for Device Software Functions," issued on June 14, 2023, and "Off-The-Shelf Software Use in Medical Devices," issued on August 11, 2023. Cybersecurity risk assessment was updated in accordance with FDA guidance document, "Cybersecurity in Medical Devices: Quality System Considerations and Content of Premarket Submissions," issued on September 27, 2023. The software complies with IEC 62304.
**Optical Testing:** Optical testing was successfully performed to applable requirements of ISO 62471, ISO 8600-1, ISO 8600-3, ISO 8600-4 and ISO 8600-6. Some parameters were marginally different, consistent with the updates made to the Image Signal Pipeline (ISP). No differences were found that would negatively impact visualization in the CVAC Set's clinical application.
**System Verification and Validation:** Verification and validation activities demonstrated that all customer requirements passed validation and all impacted product requirements passed verification.
**Performance Test, in vivo model:** A design validation study was conducted using an in vivo porcine kidney model to confirm that the optical properties of the CVAC Set meets product specifications, and that the device meets design input requirements.
**Leveraged Data:** The following data were leveraged from the predicate device submission as the device modifications were demonstrated not to impact the results of this testing:
- Electrical Safety and Electromagnetic Compatibility
- Cleaning and Disinfection Validation
- Packaging and Useful Life
## 9. CONCLUSIONS
Results of the substantial equivalence analysis led to the conclusion that the CVAC Image Processor with SW v1.5 is substantially equivalent to the CVAC Image Processor cleared under K233472.
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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.
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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.
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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.
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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.
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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.
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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.