ApexM is a non-implanted muscle stimulator designed to treat stress, urge and/or mixed urinary incontinence in women. It applies stimulation to the pelvic floor muscles and surrounding structures to improve strength and support.
Device Story
ApexM is a hand-held, home-use device for female urinary incontinence. It features an inflatable probe inserted vaginally and manually inflated by the user for a customized fit. Stainless steel electrodes on the probe deliver electrical stimulation to pelvic floor muscles. High-frequency stimulation (50 Hz) targets specific muscles to encourage contraction and strengthening; low-frequency stimulation (13 Hz) inhibits the detrusor muscle to reduce urgency. The user controls stimulation levels via push-button controls. The device provides a 10-15 minute session (5-10 minutes stimulation, 5 minutes self-directed contraction). It benefits patients by training pelvic floor muscles to hold contractions longer and reducing urge symptoms. The device is intended for over-the-counter use; no physician oversight is required. Users rely on provided labeling, instructions, and educational materials to self-identify suitability.
Clinical Evidence
No new clinical trials were conducted. Evidence consists of a clinical literature evaluation supporting the safety and efficacy of electrical stimulation for female urinary incontinence. A human factors/usability study performed on the predicate Apex (K141158) demonstrated that users can safely self-diagnose and operate the device using provided labeling and instructions.
Indicated for women with stress, urge, and/or mixed urinary incontinence to improve pelvic floor muscle strength and support. Contraindicated for pregnant women, those attempting pregnancy, patients with cardiac demand pacemakers or implanted defibrillators, active urinary tract or vaginal infections, localized lesions, extra-urethral or overflow incontinence, severe urine retention, poor pelvic sensation, cognitive disabilities (e.g., Alzheimer's, dementia), active pelvic cancer, intestinal clamps, or those unable to properly insert the device. Must be 6 weeks post-pelvic surgery or vaginal childbirth.
Regulatory Classification
Identification
A nonimplanted electrical continence device is a device that consists of a pair of electrodes on a plug or a pessary that are connected by an electrical cable to a battery-powered pulse source. The plug or pessary is inserted into the rectum or into the vagina and used to stimulate the muscles of the pelvic floor to maintain urinary or fecal continence. When necessary, the plug or pessary may be removed by the user. This device excludes an AC-powered nonimplanted electrical continence device and the powered vaginal muscle stimulator for therapeutic use (§ 884.5940).
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Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
April 9, 2015
InControl Medical, LLC Jessica Andreshak Director of Quality Assurance and Regulatory Affairs 3225 Gateway Road, Suite. 250 Brookfield, WI 53045
Re: K150183 Trade/Device Name: ApexM Regulation Number: 21 CFR 876.5320 Regulation Name: Nonimplanted electrical continence device Regulatory Class: Class II Product Code: KPI Dated: January 26, 2015 Received: January 27, 2015
Dear Jessica Andreshak,
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food. Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you, however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR Part 801); medical device reporting (reporting of medical devicerelated adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in
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the quality systems (OS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
Benjamin R. Fisher -S
Benjamin R. Fisher, Ph.D. Director Division of Reproductive, Gastro-Renal, and Urological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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Image /page/2/Picture/0 description: The image shows the logo for InControl Medical, along with their address. The logo features the word "InControl" in a gray sans-serif font, with the word "MEDICAL" in a smaller font below. The address is listed as 3225 Gateway Road, Ste. 250, Brookfield, WI 53045.
## 6. Statement of Indications for Use
## 510(k) Number (if known) K150183
### Device Name
ApexM
## Indications for Use
ApexM is a non-implanted muscle stimulator designed to treat stress, urge and/or mixed urinary incontinence in women. It applies stimulation to the pelvic floor muscles and surrounding structures to improve strength and support.
Prescription Use _____________________________________________________________________________________________________________________________________________________________ (Part 21 CFR 801 Subpart D) AND/OR
Over-The-Counter Use ____X (21 CFR 807 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
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Image /page/3/Picture/0 description: The image shows the logo for InControl Medical, along with their address. The logo features the company name in a stylized font, with the word "InControl" in a larger font than "Medical". The address is listed as 3225 Gateway Road, Ste. 250, Brookfield, WI 53045.
## 510(k) Summary
## Submission Date
January 26th, 2015
## Submitter Information
Jessica Andreshak Director of Quality Assurance and Regulatory Affairs InControl Medical, LLC 3225 Gateway Road, Ste. 250, Brookfield, WI 53045 USA Phone: (262) 373.0422 Fax: (262) 373.0463 Email: jandreshak@incontrolmedical.com
## Device Information
| Table 7.1: Device Information | |
|--------------------------------|-----------------------------------------------------------|
| Type of 510(k): | Traditional 510(k) |
| Common Name: | Pelvic Floor Muscle Stimulator |
| Trade Name (proprietary name): | ApexM |
| Classification name: | Stimulator, Electrical, Non-Implantable, For Incontinence |
| Classification Regulation: | 21 CFR 876.5320 |
| Class: | Class II |
| Product Code: | KPI |
## Legally Marketed Device for Substantial Equivalence
| 510(k) | Name | Product Code | Manufacturer |
|---------|--------|--------------|-----------------------------------------------------------------------------------|
| K110179 | InTone | KPI | InControl Medical, LLC<br>3225 Gateway Road, Ste. 250<br>Brookfield, WI 53045 USA |
| K141158 | Apex | KPI | InControl Medical, LLC<br>3225 Gateway Road, Ste. 250<br>Brookfield, WI 53045 USA |
Table 7.2: Predicate Device Information
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Image /page/4/Picture/0 description: The image shows the logo for InControl Medical, along with their address. The logo features the word "InControl" in a dark gray font, with the word "MEDICAL" in a smaller font below it. To the left of the word "InControl" is a light blue circle with white lines inside. The address is listed as 3225 Gateway Road, Ste. 250, Brookfield, WI 53045.
## Device Summary
ApexM is a hand-held, home-use device designed to treat female urinary incontinence. The device includes an inflatable probe. The inflatable probe is inserted into the vagina and manually inflated by the end user to ensure a customized fit. Electrical stimulation is delivered via stainless steel electrodes on the inflatable probe to induce a contraction of the pelvic floor muscles. Muscle stimulation is used to train and strengthen the pelvic floor muscles in a controlled manner. Muscle stimulation is used to improve the ability of muscles to hold a contraction for an extended period of time and is a treatment for urinary incontinence. During a session, high and low frequency stimulation is delivered by the device. The higher frequency stimulation is delivered to specific muscles to encourage their contraction, strengthening the muscles and helping the end user recognize which muscles to activate during self-directed contractions. Lower frequency stimulation calms the detrusor muscle, decreasing symptoms of urgency. The level of electrical stimulation is easily controlled by the end user using manual, push-button controls.
### Intended Use
ApexM is a non-implanted muscle stimulator designed to treat stress, urge and/or mixed urinary incontinence in women. It applies stimulation to the pelvic floor muscles and surrounding structures to improve strength and support.
## Equivalence Comparison to the Predicate
Electrical muscle stimulation is the technological principle for ApexM and the predicate devices. It is based on the use of the electrical muscle stimulator to strengthen the pelvic floor muscles and surrounding structures. The chart below summarizes the shared and unique technological elements between ApexM and the predicate devices. The intended use, technology, engineering, performance and user interface for ApexM is substantially equivalent to the predicate devices.
| Feature/ Function | K110179 InTone<br>(Predicate) | K141158 Apex<br>(Predicate) | ApexM<br>(New Device) | Comparison | Impact on Safety and<br>Performance |
|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Intended Use<br>An explicit<br>description of all<br>clinical functions<br>performed by the<br>device<br><br>Indications for Use<br>Explain when the<br>device is to be<br>clinically used and<br>the intended patient<br>population | The InControl device is a non-<br>implanted electrical<br>stimulator indicated for use in<br>the treatment of female<br>urinary incontinence. It<br>applies electrical stimulation<br>to the pelvic floor<br>musculature and surrounding<br>structures. It is intended for<br>acute and ongoing treatment<br>of mixed urinary incontinence<br>where the following results<br>may improve urinary control. | Apex is a non-implanted<br>muscle stimulator designed to<br>treat female stress urinary<br>incontinence. It applies<br>stimulation to the pelvic floor<br>muscles to improve strength<br>and support. | ApexM is a non-implanted<br>muscle stimulator designed to<br>treat stress, urge and/or<br>mixed urinary incontinence in<br>women. It applies stimulation<br>to the pelvic floor muscles<br>and surrounding structures to<br>improve strength and<br>support. | Substantially<br>equivalent | None:<br>These devices apply<br>electrical stimulation to<br>strengthen the pelvic floor<br>muscles, as supported by<br>literature. |
| Feature/ Function | K110179 InTone<br>(Predicate) | K141158 Apex<br>(Predicate) | ApexM<br>(New Device) | Comparison | Impact on Safety and<br>Performance |
| | strengthening of pelvic floor<br>muscles, inhibition of the<br>detrusor muscle through<br>reflexive mechanisms. The<br>biofeedback feature can be<br>used for muscle re-education<br>purposes. | | | | |
| Primary Function | Delivery of electrical<br>stimulation | Delivery of electrical<br>stimulation | Delivery of electrical<br>stimulation | Identical | None |
| Warnings or<br>Precautions | (see product labeling) | (see product labeling) | (see product labeling) | Identical to<br>Apex | None:<br>ApexM warnings and<br>precautions are identical to<br>Apex, which were defined<br>according to the FDA<br>guidance document and<br>validated through the<br>Human Factors and<br>Usability Testing. |
| Contraindications<br>Explain when the<br>device is not to be<br>clinically used | • This device is not intended<br>for diagnostic purposes or<br>critical patient monitoring.<br>• The device is not<br>defibrillator proof.<br>• The device should not be<br>used on patients with<br>cardiac pacemaker,<br>implanted defibrillator, or<br>other implanted metallic or<br>electronic device. Do not<br>use if patient has a history<br>of rate or conductive<br>disturbance<br>• Do not use if patient has<br>symptoms of an active<br>urinary tract infection<br>• Do not use if the patient<br>has vaginal infections,<br>localized lesions, or other<br>undiagnosed symptoms.<br>• Do not use if patient has<br>undiagnosed pain.<br>• Do not use if patient has a<br>neurological deficiency that<br>does not permit proper<br>sensory perception or<br>stimulation<br>• Do not use if patient has<br>diminished mental capacity<br>or physical competence<br>that limits use of the device<br>or interaction with the care<br>provider regarding the<br>device settings.<br>• Do not use if patient is<br>currently pregnant or<br>attempting to get<br>pregnant. | • Do not use if you are<br>pregnant<br>• Do not use if you are<br>attempting to get pregnant<br>• Do not use if you have a<br>cardiac demand pacemaker<br>or implanted defibrillator<br>• Do not use if you have<br>symptoms of active urinary<br>tract infection, vaginal<br>infections, or localized<br>lesions<br>• Do not use if you have a<br>diagnosis of extra-urethral<br>or overflow incontinence<br>• Do not use if you have<br>severe urine retention<br>• Do not use if you have poor<br>sensation in the pelvic<br>region<br>• Do not use if you have<br>cognitive disabilities, i.e.;<br>Alzheimer's disease or<br>dementia<br>• Do not use if you are<br>unable to properly insert<br>the device per instructions<br>• Do not use if you have<br>active pelvic cancer<br>• Do not use if you have an<br>intestinal clamp<br>• You must be 6 weeks post-<br>pelvic surgery or vaginal<br>childbirth to use this device<br>• Do not use this device for<br>diagnostic purposes or<br>critical patient monitoring<br>• This device is not (external)<br>defibrillator-proof | • Do not use if you are<br>pregnant<br>• Do not use if you are<br>attempting to get pregnant<br>• Do not use if you have a<br>cardiac demand pacemaker<br>or implanted defibrillator<br>• Do not use if you have<br>symptoms of active urinary<br>tract infection, vaginal<br>infections, or localized<br>lesions<br>• Do not use if you have a<br>diagnosis of extra-urethral<br>or overflow incontinence<br>• Do not use if you have<br>severe urine retention<br>• Do not use if you have poor<br>sensation in the pelvic<br>region<br>• Do not use if you have<br>cognitive disabilities, i.e.;<br>Alzheimer's disease or<br>dementia<br>• Do not use if you are<br>unable to properly insert<br>the device per instructions<br>• Do not use if you have<br>active pelvic cancer<br>• Do not use if you have an<br>intestinal clamp<br>• You must be 6 weeks post-<br>pelvic surgery or vaginal<br>childbirth to use this device<br>• Do not use this device for<br>diagnostic purposes or<br>critical patient monitoring<br>• This device is not (external)<br>defibrillator-proof | Identical to<br>Apex | None:<br>ApexM contraindications<br>are identical to Apex, which<br>were validated through the<br>Human Factors and<br>Usability Testing. |
| Feature/ Function | K110179 InTone<br>(Predicate) | K141158 Apex<br>(Predicate) | ApexM<br>(New Device) | Comparison | Impact on Safety and Performance |
| | anatomical vaginal<br>structures that do not<br>permit proper and<br>complete placement of the<br>Insertion Unit<br>• Do not use if the patient<br>has irregular menstrual<br>bleeding cycles<br>• Do not use if the patient<br>has a history or symptoms<br>of urinary retention.<br>• Do not use if the patient<br>has extra-urethra<br>incontinence, (i.e. syrinx,<br>ectopic, urethra).<br>• Do not use if the patient<br>has overflow incontinence<br>caused by evacuation<br>problems.<br>• Do not use if the patient<br>has severe urine retention<br>in the upper urethras.<br>• Do not use if the patient<br>has complete peripheral<br>denervation of the pelvic<br>floor.<br>• Do not use if the patient<br>has an intestinal clamp. | | | | |
| Labeling Summary<br>Clarity to insure safer<br>or more effective use | User Manual | User Manual | User Manual | Substantially<br>equivalent | None:<br>ApexM user manual was<br>based on the predicate,<br>Apex, which was validated<br>through the Human<br>Factors/Usability testing. |
| Environmental<br>Specifications | For indoor use only | For indoor use only | For indoor use only | Identical | None |
| Power Source | 4/5 AA nickel metal hydride<br>battery | 4 AAA Alkaline battery | 4 AAA Alkaline battery | Identical to<br>Apex | None:<br>ApexM battery is identical<br>to Apex, which leverages 4<br>AAA Alkaline batteries for<br>ease of use and acquisition<br>for the end user. Battery<br>insertion was validated<br>through the Apex Human<br>Factors and Usability<br>Testing. |
| Method of line<br>current isolation | N/A (battery) | N/A (battery) | N/A (battery) | Identical | None |
| Patient leakage<br>current | N/A (battery) | N/A (battery) | N/A (battery) | Identical | None |
| Number of output<br>modes | 1 | 1 | 1 | Identical | None |
| Number of output<br>channels | 1 | 1 | 1 | Identical | None |
| Regulated current or<br>voltage? | Regulated voltage | Regulated voltage…
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.