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MedTech Speed to Data

MedTech Speed to Data

Written by: Key Tech
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Speed-to-data determines go-to-market success for medical devices. You need to inform critical decisions with user data, technical demonstration data, and clinical data. We interview med tech leaders about the critical data-driven decisions they make during their product development projects.© 2024 Key Tech Inc. Biological Sciences Economics Science
Episodes
  • How We Ran a Clinical Study Without Millions : 45
    Jun 9 2026

    The Advantage of Rapid Prototyping in Wearable MedTech Development

    Modern cancer treatments are getting better at targeting specific forms of cancer. However, this improved effectiveness often introduces lethal side effects. Skribe Medical is developing wearable technologies to help oncologists monitor and manage these side effects and ultimately improve cancer survivability.


    In Episode 45 of the MedTech Speed to Data podcast, Key Tech’s Andy Rogers has a conversation with Ryan Neely, Skribe Medical’s CEO and co-founder, about the startup’s approach to rapid prototyping, clinical trials, and wearable technology.

    Need to know

    • Cancer treatment can be lethal — The most effective drugs often come with black box warnings of harmful and lethal side effects.
    • 600,000 US patients are at risk of cardiotoxicity — Toxic drugs damage the heart, leading to complications like arrhythmia and heart failure.
    • Managing cardiotoxicity can delay cancer treatments — Oncologists must now schedule patients for third-party ECG testing, which takes time and delays treatment.


    The nitty-gritty

    Skribe Medical is developing a wearable ultrasound sensor that detects cardiotoxicity signals for use in oncology clinics. “We have a patch that can be worn to detect cardiotoxicity and really streamline monitoring of heart health,” Neely says. “Rather than an oncologist sending a patient to get a cardiac ultrasound, which could take weeks, the patch can just be placed above the heart for about five minutes. We record a bunch of different signals, pass them through an AI model, and then we can give them either a thumbs up or a thumbs down.”


    Neely goes on to explain how the in-clinic wearable approach delivers benefits beyond better patient outcomes. “The first device that we’re building is intended to be used in the clinic by a nurse or a medical assistant. By the time the doctor is there, you’ve got your answer.”

    Designing a wearable device rather than an implant created several advantages for Skribe Medical during its early development. “In a regulated industry like medical devices,” Neely explains, “it’s like a little bit of a chicken and egg where people say, ‘we'd like to see some clinical validation’ and you’re thinking, ‘Well, I don’t have a million dollars to fund that.’ In a non-invasive device, any opportunity that you can have to test, even if it’s this big, bulky thing, you can get some data.”


    Skribe Medical’s technology can extend to other aspects of oncology, including peripartum cardiomyopathy, a rare form of heart failure arising towards the end of a pregnancy.


    Long-term, Neely envisions building the longitudinal training data needed for predictive monitoring. “What we’d like to do is be able to say, ‘two weeks from now there might be an issue’ so you can do something today that prevents any drop [in injection fraction] at all.”


    Data that made the difference:

    Skribe Medical’s three founders built first prototype at home. They used their home electronics and 3D printing labs to rapidly prototype the first functional sensors.

    Rapid wearable development delivered data quickly, first by testing themselves and then through clinical testing.

    Skribe Medical conducted the first clinical tests at an ECG lab where, with consent, the wearable collected patient data for comparison with the patient’s ECG results.

    Having clinical data so early in the process encouraged investors. Last year’s pre-seed round raised $1.6 million from angels and VCs to support the next phase of device development and trials.

    Listen to Andy’s conversation with Neely to hear more about Skribe Medical’s journey, development process, and the advantages of wearable medical technology.


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    34 mins
  • The Real Cost of Adding Cybersecurity Late in Medical Device Development : 44
    Jan 29 2026

    Design for Security from the Start: Making Medical Device Cybersecurity More Resilient

    MedTech innovation is revolutionizing healthcare but is also introducing new cyberattack vectors that can put manufacturers, hospitals, and patients at risk.


    In Episode 44 of the MedTech Speed to Data Podcast, Key Tech VP of Business Development Andy Rogers and Senior Computer Engineer Jamie Kendall discuss the FDA’s latest cybersecurity guidance.

    Need to know

    • Smart, connected devices have greater risks — Medical devices are emerging vectors for bad actors targeting the healthcare industry.
    • FDA’s 2025 cybersecurity guidance update — The agency recommends risk-based development frameworks to make device cybersecurity more resilient.
    • Clarifying “cyber devices” — The FDA’s guidance applies to any medical device that runs software and could connect to the Internet.

    The nitty-gritty

    “Cybersecurity was always baked into our process,” Jaime explains. More specifically, Key Tech has adapted the TIR57 risk-based standard for managing medical device security to the new rules. “[The FDA’s] 2023 guidance really laid the groundwork for our latest process. We’ve tweaked it slightly with the [latest update]. There are more explicit documentation requirements around vulnerability monitoring and more details on the software bill of materials (SBOMs).”

    Jamie goes on to describe how Key Tech’s cybersecurity risk management plan informs product development. The security team starts by developing a threat model based on evaluations of data flows, data storage, and the cybersecurity activities protecting that data.

    “One of the first things that we always do is a threat model. This is a visual model of the system to show the elements of the device, where data is flowing, and where your trust boundaries are. This is a one-page, digestible visual that everyone can look at, assess, and go ‘yep, that makes sense’ and then build your initial architecture and risk assessment based on that.”

    The security team documents the resulting security architectures using the FDA’s recommended views:

    • Global System View: Describes how software integrates with hardware and networks and the associated cybersecurity mitigations.
    • Multi-Patient Harm View: Identifies mitigations for vulnerabilities or failures that could compromise multiple devices and harm multiple patients.
    • Updateability/Patchability View: Summarizes the end-to-end process for distributing software updates and patches, especially if manufacturers do not control the entire path.
    • Security Use Case View: Documents scenarios in which vulnerabilities can compromise the device’s safety or effectiveness.

    “To give a sense of scale,” Jamie says, “this isn’t one or two documents. It’s a pretty large effort, and it’s one of those things that you want to start early in your development process.”

    Data that made the difference:

    Throughout his conversation with Andy, Jamie shares some of the lessons Key Tech has learned about designing secure medical devices, including:

    • Design for security from the beginning. Late changes are expensive, especially once in pre-production or after your FDA submission.
    • Avoid cyber rabbit holes. Rather than addressing every possible threat, use data and risk to prioritize the real threats.
    • Don’t roll your own cybersecurity. Stick to standard practices, or you risk introducing unknown, novel vulnerabilities.
    • Fully document your SBOMs. Standard libraries introduce layers of dependencies that you must understand. That’s the only way to control your exposure to new vulnerabilities.
    • Design devices that are truly safe. Cybersecurity risks are real. Don’t treat compliance as a check box.


    Watch the whole conversation in the video below to learn more about designing for cybersecurity, the importance of third-party penetration testing, and more.


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    28 mins
  • MedTech's 11 Year Exit Problem— and What It Means for Raising Capital
    Dec 11 2025

    HSBC Innovations is the global bank’s financing arm for American and European startups, especially in the healthcare and life sciences industries. The bank’s semi-annual Venture Healthcare Reports document trends in the investment market.

    Key Tech’s Andy Rogers welcomes the report’s author, HSBC Innovation Managing Director Jon Norris in Episode 43 of the MedTech Speed to Data podcast.

    Need to know

    • · Four core market segments — HSBC Innovation’s Venture Healthcare Reports cover investments and exits in Biopharma, Dx/Tools, Med Device, and Healthtech.
    • · Sourcing investment data — Norris enriches Pitchbook data with additional structure and analyses, making the report more relevant to these market segments.
    • · Sourcing exit data — Norris supplements media and industry publications with market research and conversations with industry leaders.
    • · An investment data tapestry — The reports provide “an honest picture of what’s going on in the market” so investors and innovators alike “can make targeted smart decisions.”

    The nitty-gritty

    Andy and Norris discuss the investment market’s recent history before exploring drivers of today’s investment headwinds.

    “2021 was a record-setting year,” Norris recalls. “Every record that could be set for deals and dollars was set across all the sectors.” Things changed in 2022 as new BioTech IPOs struggled, prompting investment reprioritizations.

    “VCs had done all these… frothy valuations,” Norris says. “They had to go back and look at their own portfolios and say, does this company have enough capital? How do you want to put money to work?”

    Investments rebounded in 2024, but not the number of deals. Investors poured money into their existing portfolios to boost their exit chances, resulting in today’s nine-figure megadeals.

    “Basically, they’re smooshing two rounds together and extending the investors coming in to support that round,” Norris says.

    Headwinds stiffened in 2025 as tariffs, a more litigious competitive space, and other factors amplified business uncertainty.

    Norris attributes this progression to the psychology of venture capital. “When you think about what makes these folks tick,” Norris explains, “they want to continue to raise new venture funds because they get paid management fees. But in order to raise their new venture funds, they have to show their investors that they’ve actually gotten returns.”

    That means reaching an acquisition or IPO. “They’re very focused on getting to exit right now. That’s why they’re so focused on their existing portfolio. And because of that, they haven’t been doing as many new investments.”

    New investments still happen, of course, but the criteria have changed. “While the dollars are actually up in some of these sectors, especially Med Device,” Norris says, “you’re seeing that being put to work on later-stage deals because they’d rather get a shorter time to exit.”

    Data that made the difference:

    Norris’ insights from the HSBC Venture Healthcare Report let him advise startups fighting today’s investment headwinds.

    Adopt a megaround mentality. “Series B has been extremely difficult,” Norris says. “[Raising] sub two million, that’s one thing. But if you’re looking to raise five million, it’s almost better to raise twelve.”

    Find investors outside the mainstream. “Traditional venture investors don’t want to write small checks.” Norris sees angel groups, innovation centers, and other small investors funding these early rounds.

    Explore acquisition exits, but be careful. “On the device side, most of the corporates have been pretty darn active,” Norris says. However, some litigate to block emerging competition, especially in the Dx/Tools sector. Norris’ recommends researching potential acquirers before taking meetings.

    Download the HSBC Venture Healthcare Report for Norris’ complete analysis, and watch the video below for insights into the Medical Device and Dx/Tools sectors, AI’s role in MedTech, and more.

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    52 mins
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