K130992 · Philips Medical Systems (Cleveland), Inc. · IYE · Jun 14, 2013 · Radiology
Device Facts
Record ID
K130992
Device Name
PINNACLE3 RADIATION THERAPY PLANNING SYSTEM
Applicant
Philips Medical Systems (Cleveland), Inc.
Product Code
IYE · Radiology
Decision Date
Jun 14, 2013
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.5050
Device Class
Class 2
Attributes
Software as a Medical Device
Indications for Use
Pinnacle3 Radiation Therapy Planning (RTP) System is a software package intended to provide planning support for the treatment of disease processes, utilizing photon, proton, electron and brachytherapy techniques.
Device Story
Pinnacle3 RTP is a software-based radiation treatment planning system. It imports patient image data (CT, MR, PET, SPECT) via DICOM. Clinicians use the system to contour anatomy, define target volumes, and configure beam parameters (energy, geometry, modifiers). The system computes dose distributions using physics models (e.g., pencil beam algorithms for protons). It supports forward and inverse planning modes to maximize dose to tumors while sparing normal tissue. Outputs include treatment plans, DRRs, and reports for transfer to OIS or linear accelerators. Used in clinical settings by dosimetrists, medical physicists, and physicians. It facilitates clinical decision-making by providing dosimetric visualization and verification prior to patient treatment, potentially improving treatment accuracy and patient outcomes.
Clinical Evidence
No clinical trials were performed. Evidence consists of bench testing and algorithm validation using QA phantoms to compare calculated versus measured doses. Clinical-oriented validation test cases were executed by customers at external evaluation sites.
Technological Characteristics
Software-based planning system running on Oracle Server/UNIX workstations. Interfaces via DICOM 3.0. Features include pencil beam dose algorithms for proton delivery (passive double scattering and uniform scanning), ray tracing for beam modifiers, and CT-number to stopping power calibration. Connectivity via LAN/WAN. No hardware components; software-only.
Indications for Use
Indicated for planning support for treatment of benign or malignant disease processes in patients requiring radiation therapy (photon, proton, electron, or brachytherapy). Intended for use by qualified medical personnel to formulate, review, and verify treatment plans. No specific age or gender contraindications stated.
Regulatory Classification
Identification
A medical charged-particle radiation therapy system is a device that produces by acceleration high energy charged particles (e.g., electrons and protons) intended for use in radiation therapy. This generic type of device may include signal analysis and display equipment, patient and equipment supports, treatment planning computer programs, component parts, and accessories.
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K/30992
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EMERGO GROUP
## 510(k) Summary
## JUN 1 4 2013
## 1. Submission Sponsor
Philips Medical Systems (Cleveland), Inc. 5520 Nobel Drive, Suite 125 Fitchburg, WI 53711 USA Phone: +1 608.288.6941 Fax: +1 608.298.2101 Contact: Jill Kaeder, Manager, Regulatory Affairs (PROS)
## 2. Submission Correspondent
Emergo Group 816 Congress Avenue, Suite 1400 Austin, TX 78701 Office Phone: (512) 327.9997 Fax: (512) 327.9998 Contact: Diane Sudduth, Senior Consultant, QA Email: project.management@emergogroup.com
## 3. Date Prepared
April 9th, 2013
#### Device Identification 4.
| Trade/Proprietary Name: | Philips Medical Systems (Cleveland), Inc. |
|----------------------------|----------------------------------------------------------|
| Common/Usual Name: | Pinnacle <sup>3®</sup> Radiation Therapy Planning System |
| Classification Name: | Accelerator, Linear, Medical |
| Classification Regulation: | 892.5050 |
| Product Code: | MUJ |
| Device Class: | Class II |
| Classification Panel: | Radiology, RA90 |
## 5. Predicate Devices
K102216, Computerized Medical Systems, Inc., Xio RTP System - Proton Spot Scanning
## 6. Device Description
Pinnacle3® Radiation Therapy Planning System (hereafter Pinnacle3 RTP) provides radiation treatment planning for the treatment of benign or malignant diseases. When using Pinnacle " RTP, qualified medical personnel may generate, review, verify, approve, print and export the radiation therapy plan prior to patient treatment. Pinnacle RTP can provide
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Philips Medical Systems (Cleveland), Inc. Traditional 510(k) Premarket Submission Pinnacle3 Radiation Therapy Planning System
# EMERGO GROUP
plans for various radiation therapy modalities including, utilizing photon, proton, electron and brachytherapy techniques Stereotactic Radiosurgery, and Brachytherapy.
The Proton module builds on the Pinnacle Photon Treatment Planning Solution. A substantial part of the software architecture, display, connectivity and planning tools are transferable or extensible to the Proton Treatment Planning module. Using Pinnacle® RTP as the base-line architecture will address the needs of operating and future treatment centers to seamlessly integrate photon with proton treatment planning.
Pinnacle® RTP is a software package that runs on a Oracle Server and accessed through one or more clients, or an Oracle UNIX workstation and consists of a core software module (Pinnacle') and optional software features (the Proton module requires the Oracle server and cannot be run on a workstation). These optional software features, commonly referred to as "plug-ins", are typically distributed separate from the core software product (separate CD or DVD). The device has network capability to other Pinnacle® RTP workstations, thin client, and to both input and output devices via local area network (LAN) or wide area network (WAN).
Image data is imported from CT, MR, PET, PET-CT and SPECT devices using a DICOMcompliant interface. A qualified medical professional uses the Pinnacle® RTP for functions such as viewing and analyzing the patient's anatomy, and generating a radiation therapy plan. The following are examples of tasks that may be performed by clinicians when using the base features of the Pinnacle3 RTP system:
- Evaluate the treatment plan based on radiation-sensitive structures and the tumor. .
- Combine both geometric and dosimetric planning on the same platform, including CT . simulation data and plans. Configure beam variables such as energy, geometry, and beam modifiers such as blocks, wedges, multi-leaf collimators, bolus and compensators.
- Visualize the beam on a display, initiate the dose computation, and set the weight of . each beam.
- . Obtain dose values at any Points of Interest (POI).
- Perform photon and electron physics modeling, dose algorithm and machine . commissioning. This functionality is supported by the Physics Utility Module.
- . Evaluate images away from the workstation via a laptop or physician group workstation. Create data for use in conjunction with treatment QA systems.
- . Configure, backup, archive, restore, and scripting.
- Evaluate Digitally Reconstructed Radiographs (DRRs) on Pinnacle® RTP or remote . system using DICOM Secondary Capture (SC) Export.
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Philips Medical Systems (Cleveland), Inc. Traditional 510(k) Premarket Submission Pinnacle 3 Radiation Therapy Planning System
## EMERGO GROUP
In addition to the base Pinnacle RTP functionalities, Pinnacle Proton will provide the following:
## Physics
- . Define properties and parameter values for devices specific for passive double scattering and uniform scanning proton delivery techniques.
- · Determine dose model parameter values and related functions, including Bragg Peak, Spread Out Bragg Peak, Effective SAD, Virtual SAD and Effective Source Size based on beam measurement data.
- . Compute proton dose in a phantom and validate model implementation by comparing the computed profiles with the measured profiles for the same beam specifications, including Range, Modulation, Snout position, beam geometry, etc.
- . Define parameters for beam modifier characteristics, including aperture and compensator specification. The parameters are material, stopping power, maximum and minimum physical thickness, milling specifications.
- . Calibrate CT image data through the support of CT-Number to Stopping Power Tables for each CT scanner providing image data to be used for dose computation.
- . Print a physics report containing machine and dose model information.
## Planning
- Create a beam with a proton modality and determine clinical parameter values, . including range, modulation and field size, based on a user-specified target.
- . Generate beam dose computation parameters based on beam clinical parameters and a commissioned dose model.
- Provide a proton-specific compensator modifications user-specified edge . processing (border smoothing).
- . Automatically generate beam apertures based on an assigned target, with the ability to specify a uniform margin and make manual edits to the aperture shape as desired.
- . Provide the ability of overriding determined Stopping Power values in an image dataset, aiming to overcome artifacts in the planning CT image.
- . Automatically determine target range and modulation, with the ability to determine set range and modulation through distal/proximal margin specification or manual entry.
- . Generate setup DRRs at various commissioned imaging device positions.
- . Detect a potential collision between the machine and the patient surface and support a variable snout position.
- . Print a plan report containing proton beam specific information.
Once complete, Pinnacle " RTP has the ability to transfer the finished plan to other devices used in the therapy process such as an OIS, Linear Accelerator (Linac) Workstations (as appropriate for photon) and/or 310 Party QA systems.
The following Pinnacled RTP features are also available to assist the clinician with the radiation therapy planning process. These features are distributed on standalone CD/DVD media, and installed onto the Pinnacle3 RTP workstation. Corresponding instructions for use such as User Guides or Release Notes are also provided to the clinician for each optional feature.
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Philips Medical Systems (Cleveland), Inc. Traditional 510(k) Premarket Submission Pinnacle ** Radiation Therapy Planning System
## PSIMRT (Intensity Modulated Radiation Therapy):
P3MRT combines both forward and inverse planning functionality. The system determines a plan that satisfies the user's treatment goals through an optimization process. The user's treatment goals are specified as objectives and constraints based on dose distribution characteristics.
## Syntegra (also referred to as AutoFusion):
Syntegra automates multi-modality image registration and fusion by overlaying images from CT, MR, PET, PET-CT and SPECT devices using a DICOM-compliant interface. This feature provides clinicians with the ability to relate interpret and contour an image's anatomic and functional information.
In addition to the above, the following software options are available to facilitate image and/or data import and export between radiation therapy devices such as the imaging camera, Pinnacle RTP, and Record &Verify system. DICOM is the acronym for Digital Imaging and Communications in Medicine and is an internationally recognized standard for transferring biomedical information such as images and data between devices or over a network.
## DICOM RT:
DICOM RT software is used to support both Structure Set and Radiation Therapy Plan import and export functions. Structure Sets describe regions and points of interest to other systems. Plan information includes beam geometry and delivery information.
## DICOM Image:
DICOM Image software is used to support image import and export to and from the Pinnacle 3 RTP workstation according to the NEMA DICOM standard, version 3.0. This functionality allows diagnostic imaging devices supporting the DICOM 3.0 standard to interface with the Pinnacle system.
### Mitsubishi DME:
A proprietary interface has been created within the Pinnacle " RTP to support plan export to Mitsubishi Record and Verify systems. This interface is called the "Mitsubishi DME" system. This is implemented as a simple file based interface according to a format specified by Mitsubishi.
### P3 MD:
P3MD allows for treatment plan review and minor alternations by a physician from a PC-based workstation that is connected to the same network as the primary Pinnacle® Treatment Planning workstation.
VCC: VCC allows for treatment plan review and minor alternations by a physician from a PCbased workstation that is connected to the same network as the primary Pinnacle Treatment Planning workstation based on Oracle Virtual Desktop Client (OVDC) software.
P3PDF: P3PDF allows users to print to a .PDF file.
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## 7. Indications for Use:
Pinnacle3 Radiation Therapy Planning System is a software package intended to provide planning support for the treatment of disease processes. Pinnacle3 Radiation Therapy Planning System incorporates a number of fully integrated subsystems, including Pinnacle3 Proton, which supports proton therapy planning. The full Pinnacle" Radiation Therapy Planning System software package provides planning support for the treatment of disease processes, utilizing photon, proton, electron and brachytherapy techniques.
Pinnacle " Radiation Therapy Planning System assists the clinician in formulating a treatment plan that maximizes the dose to the treatment volume while minimizing the dose to the surrounding normal tissues. The system is capable of operating in both the forward planning and inverse planning modes. Plans generated using this system is used in the determination of the course of a patient's radiation treatment. They are to be evaluated, modified and implemented by qualified medical personnel.
## 8. Intended Use:
Pinnacle3 Radiation Therapy Planning (RTP) System is a software package intended to provide planning support for the treatment of disease processes, utilizing photon, proton, electron and brachytherapy techniques.
## 9. Substantial Equivalence Discussion
The following table compares the Pinnacle® RTP system to the predicate device with respect to intended use, technological characteristics and principles of operation, providing more detailed information regarding the basis for the determination of substantial equivalence.
| Manufacturer | Philips Medical Systems (Cleveland),<br>Inc. | Computerized Medical Systems,<br>Inc. | |
|------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Trade Name | Pinnacle3 RTP System | Xio RTP System - Proton Spot<br>Scanning | |
| 510(k) Number | Not assigned | K102216<br>October 01, 2010 | |
| Product Code | MUJ | MUJ | |
| Regulation Number | 892.5050 | 892.5050 | |
| Regulation Name | Accelerator, Linear, Medical | Accelerator, Linear, Medical | |
| Indications for Use | Pinnacle3 Radiation Therapy Planning System is a software package intended to provide planning support for the treatment of disease processes. Pinnacle3 Radiation Therapy Planning System incorporates a number of fully integrated subsystems, including Pinnacle3 Proton, which supports | The XiO Radiation Treatment Planning system accepts a) patient diagnostic imaging data from CT and MR scans, or from films, and b) "source"~ dosimetry data, typically from a linear accelerator. The system then permits the user to display and define (contour) the target volume, which is the | |
| Pinnacle 3® Radiation Therapy Planning System | Manufacturer | Philips Medical Systems (Cleveland), Inc. | Computerized Medical Systems, Inc. |
| Trade Name | Pinnacle3® RTP System | | Xio RTP System - Proton Spot Scanning |
| | proton therapy planning. The full Pinnacle3® Radiation Therapy Planning System software package provides planning support for the treatment of disease processes, utilizing photon, proton, electron and brachytherapy techniques.<br>Pinnacle3® Radiation Therapy Planning System assists the clinician in formulating a treatment plan that maximizes the dose to the treatment volume while minimizing the dose to the surrounding normal tissues. The system is capable of operating in both the forward planning and inverse planning modes. Plans generated using this system is used in the determination of the course of a patient's radiation treatment. They are to be evaluated, modified and implemented by qualified medical personnel. | | structure to be treated, and critical structures, or organs-at risk, to which radiation dose must be limited.<br><br>Based on the dose prescribed, the user, typically a Dosimetrist or Medical Physicist, can then create multiple treatment scenarios involving the type, number, position(s) and energy of radiation beams and the use of treatment aids between the source of radiation and the patient (wedges, blocks, ports, etc.). The XiO system produces a display of radiation dose distribution within the patient, indicating doses to the target volume and critical structures. Appropriate clinical personnel select the plan that they believe most effectively maximizes dose to the target volume while minimizing dose to critical structures. The parameters of the plan are output in hard-copy format for later reference placed in the patient file. |
| Intended Use | Pinnacle3 Radiation Treatment Planning System is a software package intended to provide planning support for the treatment of disease processes, utilizing photon, proton, electron, and brachytherapy techniques. | | The XiO RTP System is used to create treatment plans for any cancer patient for whom external beam radiation therapy or brachytherapy has been prescribed. The system will calculate and display, both on-screen and in hard-copy, either two- or three-dimensional radiation dose distributions within a patient for a given treatment plan set-up. |
| Optimization<br>Algorithm | No control point based optimization for the proton modality is supported (IMPT). Static, "3D conformal" delivery is supported only. | | Full 3D optimization for Intensity Modulated Proton Therapy (IMPT) is supported as well as "3D conformal" therapy |
| Dose Engine: passive double scattering | Pencil beam algorithm based on the published work by: | | Pencil beam algorithm based on the published work by: |
| | L. Hong et al., "A pencil beam | | L. Hong et al., "A pencil beam |
| | Pinnacle ® Radiation Therapy Planning System | | |
| Manufacturer | Philips Medical Systems (Cleveland), Inc. | Computerized Medical Systems, Inc. | |
| Trade Name | Pinnacle® RTP System | Xio RTP System - Proton Spot Scanning | |
| | algorithm for proton dose<br>calculations, "Phys. Med. Biol. 41,<br>1305-1330 (1996). | algorithm for proton dose<br>calculations, "Phys. Med. Biol.<br>41, 1305-1330 (1996). | |
| Dose Engine:<br>uniform scanning | Pencil beam algorithm based on the<br>published work by: | Pencil beam algorithm based on<br>the published work by: | |
| | L. Hong et al., "A pencil beam<br>algorithm for proton dose<br>calculations, "Phys. Med. Biol. 41,<br>1305-1330 (1996). | L. Hong et al., "A pencil beam<br>algorithm for proton dose<br>calculations,"Phys. Med. Biol.<br>41, 1305-1330 (1996). | |
| Dose model<br>parameter values<br>and related<br>functions | Measured data is imported and fitted<br>to models based on published works<br>for input into the dose engine:<br><br>1) A.Somov, D. Yeung, R.<br>Slopsema, et.al, "Modeling<br>and commissioning of a<br>proton pencil beam<br>algorithm at UFPTI" poster<br>Particle Therapy Cooperative<br>Group Annual Meeting 47,<br>Jacksonville, FL, USA, May<br>19-24.<br><br>2) H. Szymanowski, A. Mazal, C.<br>Nauraye, S. Biensan, R.<br>Ferrand, M.C. Murillo, S.<br>Caneva, G. Gaboriaud, and<br>J.C. Rosenwald,<br>"Experimental determination<br>and verification of the<br>parameters used in a proton<br>pencil beam algorithm",<br>Med. Phys. 28, 975-987<br>(2001).<br><br>3) T. Bortfeld, "An analytical<br>approximation of the Bragg<br>curve for therapeutic proton<br>beams", Med Phys. 24, 2024-<br>2033 (1997).<br><br>4) Schaffner, B., Proton dose<br>calculation based on in-air<br>fluence measurements. Phys.<br>Med.Biol., 53, 1545-62<br>(2008). | An interpolation method to shift<br>and scale imported measured data<br>to determine modeling parameter<br>for input into the dose engine. | |
| Vendor Independent<br>Beam modifier | Yes<br>Uses standard ray tracing and | Yes<br>Uses standard ray tracing and | |
## Table 5A – Comparison of Characteristics
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Philips Medical Systems (Cleveland), Inc. · Traditional 510(k) Premarket Submission Pinnacle3® Radiation Therapy Planning System
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# EMERGO G GROUP
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Philips Medical Systems (Cleveland), Inc. Traditional 510(k) Premarket Submission
Pinnacle³● Radiation Therapy Planning System
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Philips Medical Systems (Clèveland), Inc. Finilips Medical Systems (Groveland); Mor
Traditional 510(k) Premarket Submission
Pinnacle³® Radiation Therapy Planning System
# E MERGO G GROUP
| Pinnacle 3 Radiation Therapy Planning System | | |
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| Manufacturer | Philips Medical Systems (Cleveland),<br>Inc. | Computerized Medical Systems,<br>Inc. |
| Trade Name | Pinnacle3 RTP System | Xio RTP System - Proton Spot<br>Scanning |
| characteristics,<br>including aperture<br>and compensator<br>specification | projection techniques<br>Materials, limitations of size and<br>thickness, physical milling techniques<br>and limitations are all modeled | projection techniques<br>Materials, limitations of size and<br>thickness,<br>physical milling<br>techniques and limitations are all<br>modeled |
| Export plan<br>parameters required<br>by DICOM-RT Ion<br>standard | Yes | Yes |
| DICOM RT-Dose<br>import and export | Yes | Yes |
| IMPT | No | Yes |
| Mixed Modality<br>Planning | Yes. Dose is combined by summing<br>up dose values from each modality in<br>units of Co-60 equivalent<br>Radiobiological Effective dose | No |
| Quality Assurance | Yes. Plan and physics reports,<br>compensator and aperture printing,<br>dose calculations in QA phantom, etc.<br>are supported | Yes. Plan reports, compensator<br>and aperture printing, dose<br>calculations in QA phantom, etc.<br>are supported |
| Beam Weight<br>Optimization of<br>Proton Beams | Simple point based method. No full<br>3D dose optimization performed-<br>Monitor Units of pre-calculated, static<br>beams adjusted only to meet point<br>dose criteria. | unknown |
| Compensator<br>Modification<br>(Manual and<br>Automatic) | Compensator thickness values are<br>calculated from ray tracing<br>techniques by determining difference<br>in Water Equivalent Distance for each<br>ray that intersect target for<br>irradiation. The difference between<br>the most distant ray and the<br>individual ray represents the<br>thickness of that compensator pixel.<br>Physical milling techniques are<br>incorporated to make software's<br>representation of the compensator<br>match real-world compensator result.<br>User has manual and automated tools<br>to adjust compensator. Manual tools<br>based on user-desired thickness<br>adjustments to one or more pixels of<br>the compensator. | Compensator thickness values are<br>calculated from ray tracing<br>techniques by determining<br>difference in Water Equivalent<br>Distance for each ray that<br>intersect target for irradiation.<br>The difference between the most<br>distant ray and the individual ray<br>represents the thickness of that<br>compensator pixel. Physical<br>milling techniques are<br>incorporated to make software's<br>representation of the<br>compensator match real-world<br>compensator result.<br>User has manual and automated<br>tools to adjust compensator.<br>Manual tools based on user-<br>desired thickness adjustments to<br>one or more pixels of the<br>compensator. |
| Manufacturer | Philips Medical Systems (Cleveland),<br>Inc. | Computerized Medical Systems,<br>Inc.…
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.