K182624 · Mim Software, Inc. · LLZ · Dec 18, 2018 · Radiology
Device Facts
Record ID
K182624
Device Name
MIM - MRT Dosimetry
Applicant
Mim Software, Inc.
Product Code
LLZ · Radiology
Decision Date
Dec 18, 2018
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 892.2050
Device Class
Class 2
Attributes
Software as a Medical Device
Indications for Use
MIM software is used by trained medical professionals as a tool to aid in evaluation and information management of digital medical images. The medical image modalities include, but are not limited to. CT. MRI, CR, DX, MG, US. SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM assists in the following indications: Receive, transmit, store, retrieve, display, print, and process medical images and DICOM objects. Create, display and print reports from medical images. Registration, fusion display, and review of medical images for diagnosis, treatment planning. Evaluation of cardiac left ventricular function, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction. Localization and definition of objects such as tumors and normal tissues in medical images. Creation, transformation, and modification of contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems, and archiving contours for patient follow-up and management. Quantitative and statistical analysis of PET/SPECT brain scans by comparing to other registered PET/SPECT brain scans. Planning and evaluation of permanent implant brachytherapy procedures (not including radioactive microspheres). Calculating absorbed radiation dose as a result of administering a radionuclide.
Device Story
MIM - MRT Dosimetry is a software tool for medical professionals (radiologists, oncologists, physicists) to calculate absorbed radiation doses from administered radionuclides. It ingests DICOM medical images (SPECT, PET, CT) and performs quantitative analysis; specifically, it quantifies planar images, calculates time-integrated activity coefficients, and performs voxel-based dose calculations with tissue density corrections. The software operates on Windows and Mac systems. Clinicians use the output to plan and evaluate radionuclide therapy; the software aids in treatment planning and patient follow-up. It benefits patients by enabling personalized, voxel-based dosimetry for internal radiation therapy.
Clinical Evidence
Bench testing only. Performance verified using standard quality control phantoms, NEMA IEC Body Phantoms, simulated patient data, and clinical patient data. Planar correction accuracy showed <12% error (except small regions). AUC calculation differences <3.1%. CT-derived density map accuracy <5% for soft tissue, <10% for bone. Dose calculation accuracy verified against commercial solutions with mean dose differences ≤20%; Voxel S Value method compared to Local Deposition Model showed <1% difference for Lu-177.
Technological Characteristics
Software-based medical imaging system; operates on Windows/Mac platforms. Utilizes DICOM 3.0 standards. Features include image registration, fusion, contouring, and voxel-based dosimetry. Implements algorithms for attenuation/scatter correction, time-integrated activity coefficient calculation, and tissue density-corrected dose modeling. Standalone software application.
Indications for Use
Indicated for trained medical professionals to aid in evaluation and management of digital medical images (CT, MRI, CR, DX, MG, US, SPECT, PET, XA). Used for image processing, registration, fusion, cardiac function evaluation, tumor/tissue localization, contouring, PET/SPECT brain scan analysis, brachytherapy planning, and radionuclide absorbed dose calculation. Contraindicated for primary interpretation of lossy compressed mammographic images; not for mammography CAD.
Regulatory Classification
Identification
A medical image management and processing system is a device that provides one or more capabilities relating to the review and digital processing of medical images for the purposes of interpretation by a trained practitioner of disease detection, diagnosis, or patient management. The software components may provide advanced or complex image processing functions for image manipulation, enhancement, or quantification that are intended for use in the interpretation and analysis of medical images. Advanced image manipulation functions may include image segmentation, multimodality image registration, or 3D visualization. Complex quantitative functions may include semi-automated measurements or time-series measurements.
Special Controls
*Classification.* Class II (special controls; voluntary standards—Digital Imaging and Communications in Medicine (DICOM) Std., Joint Photographic Experts Group (JPEG) Std., Society of Motion Picture and Television Engineers (SMPTE) Test Pattern).
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December 18, 2018
MIM Software Inc. % Ms. Lynn Hanigan Ouality Assurance Director 25800 Science Park Drive - Suite 180 CLEVELAND OH 44122
Re: K182624
Trade/Device Name: MIM - MRT Dosimetry Regulation Number: 21 CFR 892.2050 Regulation Name: Picture Archiving and Communications System Regulatory Class: Class II Product Code: LLZ Dated: September 21, 2018 Received: September 24, 2018
Dear Ms. Hanigan:
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 mav, 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 avare that some cleared products may instead be combination products. The 510(k) Premarket Notification Database located at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's
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requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting of medical device-related adverse events) (21 CFR 803) for devices or postmarketing safety reporting (21 CFR 4, Subpart B) for combination products (see https://www.fda.gov/CombinationProducts/GuidanceRegulatoryInformation/ucm597488.htm); good manufacturing practice requirements as set forth in the quality systems (OS) regulation (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm.
For comprehensive regulatory information about mediation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/) and CDRH Learn (http://www.fda.gov/Training/CDRHLearn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (http://www.fda.gov/DICE) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
Hole 2. Nils
for Robert A. Ochs, Ph.D. Director Division of Radiological Health Office of In Vitro Diagnostics and Radiological Health Center for Devices and Radiological Health
Enclosure
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# Indications for Use
510(k) Number (if known) K182624
Device Name MIM - MRT Dosimetry
Indications for Use (Describe)
MIM software is used by trained medical professionals as a tool to aid in evaluation and information management of digital medical images. The medical image modalities include, but are not limited to. CT. MRI, CR, DX, MG, US. SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM assists in the following indications:
· Receive, transmit, store, retrieve, display, print, and process medical images and DICOM objects.
· Create, display and print reports from medical images.
· Registration, fusion display, and review of medical images for diagnosis, treatment planning.
· Evaluation of cardiac left ventricular function, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction.
· Localization and definition of objects such as tumors and normal tissues in medical images.
· Creation, transformation, and modification of contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems, and archiving contours for patient follow-up and management.
· Quantitative and statistical analysis of PET/SPECT brain scans by comparing to other registered PET/SPECT brain scans.
· Planning and evaluation of permanent implant brachytherapy procedures (not including radioactive microspheres).
· Calculating absorbed radiation dose as a result of administering a radionuclide.
[X] Prescription Use (Part 21 CFR 801 Subpart D)
When using device clinically, the user should only use FDA approved radiopharmaceuticals. If using with unapproved ones, this device should only be used for research purposes.
Lossy compressed mammographic images and digitized film screen images must not be reviewed for primary image interpretations. Images that are printed to film must be printed using a FDA-approved printer for the diagnosis of digital mammography images. Mammographic images must be viewed on a display system that has been cleared by the FDA for the diagnosis of digital mammography images. The software is not to be used for mammography CAD.
Type of Use (Select one or both, as applicable)
Over-The-Counter Use (21 CFR 801 Subpart C)
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Image /page/4/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is clean and modern, with a focus on simplicity and readability.
# 510(k) Summary of Safety and Effectiveness (The following information is in conformance with 21 CFR 807.92)
### Submitter:
MIM Software Inc. 25800 Science Park Drive - Suite 180 Cleveland, OH 44122
| Phone: | 216-455-0600 |
|------------------------|--------------|
| Fax: | 216-455-0601 |
| Contact Person: | Lynn Hanigan |
| Date Summary Prepared: | 09/21/2018 |
### Device Name
| Trade Name: | MIM – MRT Dosimetry |
|-----------------------------------|------------------------------------------|
| Common Name: | Medical Imaging Software |
| Regulation Number / Product Code: | 21 CFR 892.2050 Product Code LLZ |
| Classification Name: | System, Imaging Processing, Radiological |
## Predicate Devices
| K172218 | MIM – Y90 Dosimetry | MIM Software Inc. |
|---------|---------------------|-------------------|
| K180815 | MIM – SPECTRA Quant | MIM Software Inc. |
| K163687 | OLINDA/EXM 2.0 | Hermes |
| K153355 | Xeleris 4.0 | GE Healthcare |
## Intended Use
MIM software is intended for trained medical professionals including, but not limited to, radiologists, oncologists, physicians, medical technologists, dosimetrists and physicists.
MIM is a medical image and information management system that is intended to receive, transmit, store, retrieve, display, print and process digital medical imaqes, as well as create, display and print reports from those images. The medical modalities of these medical imaging systems include, but are not limited to, CT, MRI, CR, DX, MG, US, SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0.
MIM provides the user with the means to display, register and fuse medical images from multiple modalities. Additionally, it evaluates cardiac left ventricular function and perfusion, including left ventricular end-diastolic volume, end-systolic volume, and ejection fraction.
The Region of Interest (ROI) feature reduces the time necessary for the user to define objects in medical image volumes by providing an initial definition of object contours. The objects include, but are not limited to, tumors and normal tissues.
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Image /page/5/Picture/0 description: The image is a logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The logo is simple and modern, and the colors are eye-catching.
MIM provides tools to quickly create, transform, and modify contours for applications including, but not limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems and archiving contours for patient follow-up and management.
MIM aids in the assessment of PET/SPECT brain scans. It provides automated quantitative and statistical analysis by automatically registering PET/SPECT brain scans to a standard template and comparing intensity values to a reference database or to other PET/SPECT scans on a voxel by voxel basis, within stereotactic surface projections or standardized regions of interest.
MIM allows the dose distribution of an implant to be individually shaped for each patient and is a general purpose brachytherapy planning system used for prospective and confirmation dose calculations for patients undergoing a course of brachytherapy using permanent implants of various radioisotopes (not including radioactive microspheres).
MIM allows voxel-based dose calculations for patients who have been administered radioisotopes or radioactive microspheres.
### Indications for Use
MIM software is used by trained medical professionals as a tool to aid in evaluation and information management of digital medical images. The medical image modalities include, but are not limited to, CT, MRI, CR, DX, MG, US, SPECT, PET and XA as supported by ACR/NEMA DICOM 3.0. MIM assists in the following indications:
- . Receive, transmit, store, retrieve, display, print, and process medical images and DICOM objects.
- . Create, display and print reports from medical images.
- Registration, fusion display, and review of medical images for diagnosis, treatment evaluation, and treatment planning.
- . Evaluation of cardiac left ventricular function and perfusion, including left ventricular enddiastolic volume, end-systolic volume, and ejection fraction.
- Localization and definition of objects such as tumors and normal tissues in medical images.
- Creation, transformation, and modification of contours for applications including, but not . limited to, quantitative analysis, aiding adaptive therapy, transferring contours to radiation therapy treatment planning systems, and archiving contours for patient follow-up and manaqement.
- Quantitative and statistical analysis of PET/SPECT brain scans by comparing to other registered PET/SPECT brain scans.
- Planning and evaluation of permanent implant brachytherapy procedures (not including radioactive microspheres).
- . Calculating absorbed radiation dose as a result of administering a radionuclide.
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Image /page/6/Picture/0 description: The image is a logo for MIM Software. The logo consists of a gray square overlapping a red square with a white circle in the corner. To the right of the squares is the text "mim" in black, block letters. Below the letters is the word "SOFTWARE" in smaller, black letters.
When using device clinically, the user should only use FDA approved radiopharmaceuticals. If using with unapproved ones, this device should only be used for research purposes.
Lossy compressed mammographic images and digitized film screen images must not be reviewed for primary image interpretations. Images that are printed to film must be printed using an FDA-approved printer for the diagnosis of digital mammography images. Mammographic images must be viewed on a display system that has been cleared by the FDA for the diagnosis of digital mammography images. The software is not to be used for mammography CAD.
### Device Description
MIM - MRT Dosimetry extends features of MIM SurePlan. It is designed for use in medical imaging and operates on both Windows and Mac computer systems. MIM - MRT Dosimetry extends the functionality of the MIM - Y90 Dosimetry (K172218) software and utilizes functionality of MIM – SPECTRA Quant (K180815). Both of these are predicates for this submission. The following functions have been added to allow calculations of absorbed dose as a result of administering a radionuclide.
- Allows for quantification of planar images
- Allows for calculation of time-integrated activity coefficients
- . Allows for voxel-based dose calculation of radionuclides
- Allows for correction of dose for tissue density .
## Substantial Equivalence
MIM - MRT Dosimetry is substantially equivalent to a combination of the predicate devices MIM -Y90 Dosimetry (K172218), MIM – SPECTRA Quant (K180815), OLINDA/EXM 2.0 (K163687), and Xeleris 4.0 (K153355).
### Performance Data
MIM Software Inc. has conducted performance and integration testing on MIM - MRT Dosimetry software with a comparison to a commercially available solution for internal radionuclide dosimetry. Standard quality control phantoms, simulated phantoms based on the NEMA IEC Body Phantom, simulated phantoms based on patient data, and clinical patient data were used for verification testing. All tests were performed using standard clinical acquisition and reconstruction protocols.
The accuracy of planar corrections for attenuation, scatter, and background were verified in simulated phantoms. The average errors were less than 12% for all regions except for the smallest region (2.6 cm) with 21% error for Lu-177 and 17% error for I-131 where the partial volume effect lowered accuracy as expected. In all cases, the software passed its performance requirements and met specifications
The accuracy of area-under-the curve (AUC) calculations were verified for different fitting options using simulated data with differences less than 3.1% compared to manual AUC calculations which met predefined acceptance criteria when considering the presence of Poison noise in the image data.
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Image /page/7/Picture/0 description: The image shows the logo for MIM Software. The logo consists of two overlapping rounded squares, one gray and one red, with a white circle where they overlap. To the right of the squares is the text "mim" in a bold, sans-serif font, with the word "SOFTWARE" in a smaller font below it. The letters are black.
The accuracy of the generation of CT-derived physical density maps were verified in clinical patient data and compared to published results with less than 5% difference for soft tissue regions and less than 10% difference for bone regions. The difference for lung density fell within the range of expected density values.
The accuracy dose calculations using MIM - MRT Dosimetry was verified in simulated phantoms and clinical patient data for I-131 and Lu-177. The acceptance criterion for MIM - MRT Dosimetry is a difference of mean dose of smaller or equal to 20% in comparison to a commercially available solution after correction of the standard phantoms in the commercial solution to match the mass of the patient data. Additionally, comparison of the Voxel S Value method in MIM - MRT Dosimetry to Local Deposition Model values for Lu-177 showed a difference less than 1% for all organs tested. In all cases the software demonstrated acceptable agreement between the different dose methods.
In conclusion, MIM Software Inc. has conducted performance testing on the MIM – MRT Dosimetry software. In all cases, the software passed its performance requirements and met specifications.
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.