This Week in Startups
This Week in Startups

Jun 27, 2026 · 1h 30m

Smart tape challenges wind tunnels as Apple and OpenAI battle for hardware talent

Why F1 Teams are Replacing Wind Tunnels with Smart Tape | E2305

The episode highlights a massive shift in aerodynamic testing alongside growing tensions between rapid AI scaling, government oversight, and local infrastructure constraints.

3 key takeaways
  1. 1Sensor-embedded tape offers a low-cost, high-fidelity alternative to traditional wind tunnels for real-time aerodynamic testing.
  2. 2Government intervention is delaying OpenAI releases as top Apple hardware talent migrates to the AI startup.
  3. 3Rising component costs are driving up consumer hardware prices while local communities push back against noisy data centers.

Don't miss

Lyall Davenport explains how sensor-laden tape captures complex aerodynamic data directly from F1 cars on the track.

The brief

Wind tunnels are the multi-million-dollar backbone of aerodynamic testing. Now, SKN Systems is challenging that paradigm by introducing sensor-embedded tape that captures real-time pressure, temperature, and vibration data directly from moving vehicles.

Founder Lyall Davenport explains how this low-cost tape allows Formula One teams and aerospace engineers to bypass expensive physical wind tunnel sessions, offering continuous, high-fidelity data streams under actual track and flight conditions.

Beyond motorsports, the tech landscape is shifting rapidly. The US government is intervening in OpenAI release timelines over security concerns, while top Apple talent is departing for the AI startup to lead its burgeoning hardware ambitions.

At the same time, rising component costs are driving up Apple hardware prices by 25 percent, and public backlash is mounting against the noisy, energy-hungry AI data centers popping up in local communities.

What was said on this episode

25 statements · 16 positive · 5 negative · 4 neutral

  1. Skin Systems tape measures pressure, temperature, and vibration using up to 100 vehicle sensors at 500Hz.

    “The tape itself, what we generate is pressure, temperature and vibration. At 500Hz, we can have up to 100 sensors on the vehicle at a time.”

    Listen at 11:49

  2. Skin Systems can generate a real-world atmospheric digital twin from vehicle sensor and telemetry data.

    “we're able to really start to generate a picture of kind of a digital twin in the atmosphere in the real world.”

    Listen at 12:13

  3. Wind-tunnel data cannot fully reveal how a vehicle will operate in real-world conditions.

    “there's no way to really be able to understand how that's going to operate in the real world.”

    Listen at 12:53

  4. Formula One team budgets are capped at approximately $350 million.

    “If you look at the F1 budget, right, they're capped at around 350, let's call it 350 for argument's sake”

    Listen at 17:46

  5. Formula One teams allocate about one-third of their budgets to aerodynamics.

    “it's about a third of their budget goes towards aerodynamics.”

    Listen at 17:54

  6. Formula One teams employ between 50 and 100 aerodynamicists.

    “They've got between 50 and 100 aerodynamicists.”

    Listen at 18:00

  7. Skin Systems expects a 100-sensor vehicle setup to cost around $2,000 and provide five hours of data.

    “with a full car laid out 100 sensors for around $2,000, that gives you five hours of wind tunnel time or five hours of data.”

    Listen at 19:21

  8. Skin Systems is approximately 95% cheaper than operating a wind tunnel.

    “we are in the order of 95% cheaper than the operating cost of turning that fan on.”

    Listen at 19:32

  9. Skin Systems can address atmospheric vehicles traveling below hypersonic speeds.

    “anything that moves inside the atmosphere that is under hypersonic speeds, we can address.”

    Listen at 21:13

  10. Skin Systems plans to actively target the defense market next.

    “The next market that we'll be really actively targeting will be defense”

    Listen at 21:19

  11. Motorsport operations can generate approximately 420 million data points per hour.

    “Every weekend somewhere in the US There is a team out there running, generating data at 420 million data points an hour.”

    Listen at 21:46

  12. Skin Systems data could reduce defense-vehicle drag and improve operational efficiency and range.

    “But Defense certainly makes sense, not just to make the vehicles go faster, but how do they go further? How do we reduce the drag to make them more efficient?”

    Listen at 22:00

  13. Skin Systems can silo individual teams’ data in dedicated data lakes and infrastructure.

    “We can totally respect that. We can set up their own data lakes and infrastructure and everything else”

    Listen at 23:48

  14. Skin Systems aims to use onboard compute to direct actuators and improve vehicle efficiency in motion.

    “how do we. How do we take the data off the vehicle, use onboard compute to then send instruction to the actuators so we could improve the efficiency of the vehicle either in flight or as it's driving.”

    Listen at 24:22

  15. Frontier AI tools are currently capable of causing significant cybersecurity damage.

    “The tools are now capable of causing significant damage. The tools are capable of cons of doing considerable damage on a cyber security basis.”

    Listen at 37:52

  16. The United States is unlikely to fall behind China in AI development.

    “I don't think we're going to fall behind China.”

    Listen at 43:17

  17. OpenAI will develop smartphones, gadgets, glasses, and other market-share-enhancing hardware.

    “So I think OpenAI is going to build everything, smartphone, gadgets, glasses, anything, you know, that helps them capture market share.”

    Listen at 44:49

  18. AI valuations will gradually deflate absent a major external geopolitical shock.

    “the wind will come out of the AI valuations slowly it will deflate unless we have some external action like a war between China, blockading Taiwan or Senate.”

    Listen at 45:29

  19. OpenAI will compete with companies making interesting products rather than maintain partnerships.

    “Anybody who is making anything interesting in the world, he is going to compete with them. There is no partnership.”

    Listen at 46:57

  20. OpenAI will be able to compete with Apple’s retail experience and product polish.

    “Will he be able to compete with Apple stores and Apple's fit and finish? Yes. Yes. The answer is yes.”

    Listen at 48:15

  21. Data-center demand caused Apple’s consumer-device price increases.

    “They would not have got a price raise if it wasn't for data centers. This is squarely on the data centers.”

    Listen at 56:16

  22. Data-center operators should compensate affected communities with electricity, subsidies, and soundproofing.

    “They should get free electricity. They should get a subsidy. You know, you should replace their windows with soundproofed ones.”

    Listen at 1:02:10

  23. Starlink-equipped flights will increase business travel by at least 50%.

    “I think this will increase business travel by at least 50%.”

    Listen at 1:16:14

  24. Lon Harrison Maternal InstinctPositive1:20:59

    Viewers who enjoy true crime should watch Netflix’s Maternal Instinct.

    “Just watch it. If you like true crime nonsense, I”

    Listen at 1:20:59

  25. A single-purpose children’s music device could sell one million units annually.

    “You will sell a million units a year to parents who want to let their kids listen to music but don't want them to have an ipod touch or their old Android phone”

    Listen at 1:24:45

Statements are attributed to the speaker as said on the episode and reflect their view at the time, not PodLume's. They are not advice.

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Smart tape challenges wind tunnels as Apple and OpenAI battle for hardware talent · PodLume