Jan 2, 2019 · 21m · a16z

a16z Podcast | Drones for Delivery in Healthcare

Keller Rinaudo · 12m spoken John Mena · 4m spoken Chris Dixon · 2m spoken Sonal Chokshi · 27s spoken
0:00 / 0:00
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In this episode of the a16z podcast, Zipline CEO Keller Rinaudo and UPS VP John Mena explore how autonomous fixed-wing drones and modern cold-chain logistics are revolutionizing medical delivery across Africa and setting new standards for global healthcare logistics.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. The host holds 2.2% of the talking time here. How this is scored →

The host as informed peer 3.4 Guest teaching 4.3 Guest disagreement 1.6 The host pushing back 1.6
05100:0010:0020:000:32–4:20 · The host as informed peer 3/10 Introductions to Zipline and UPS Healthcare Logistics Chris frames the discussion around technological leapfrogging in developing markets. Keller and John explain their operational mechanics and baseline statistics for blood delivery in Rwanda.4:20–6:47 · The host as informed peer 2/10 Humanitarian Supply Chains and Vaccine Absorption Rates John educates the host on logistics statistics, specifically highlighting that NGO vaccine absorption rates in parts of Africa are as low as 20-25%. Keller notes how Rwanda's regulatory framework is more modern and agile than US regulations.6:47–10:20 · The host as informed peer 5/10 Autonomous Fixed-Wing Drone Technical Specifications Chris demonstrates firsthand knowledge of Zipline's operations and notes the technical differences between fixed-wing and quadcopter architectures. Keller details how fixed-wing range expands service area 400x.10:20–12:57 · The host as informed peer 4/10 UPS Cold-Chain Monitoring and Sensor Tracking Chris questions the unit economics of drone delivery for consumer items like coffee and points out regulatory barriers for beyond-line-of-sight flight in the US. Both guests agree with his assessment.12:57–16:02 · The host as informed peer 1/10 Unexpected Use Cases: Refugee Camps and Agricultural Sperm Keller surprises the host with unexpected use cases like bovine semen delivery to increase cattle productivity. Keller forcefully rejects an audience question's implicit premise that operating in Rwanda is non-profit humanitarian aid rather than a revenue-generating business model.16:02–18:39 · The host as informed peer 5/10 Audience Q&A: Landing Mechanics and Urban Footprint Chris actively synthesizes technical drivers, identifying battery energy density as the primary bottleneck and highlighting spillover benefits from electric vehicle and mobile phone supply chains.18:39–20:01 · The host as informed peer 4/10 Audience Q&A: Rapid Hardware Prototyping and Engineering Strategy When Keller gives a casual answer about crashing off-the-shelf planes, Chris presses for details on their aerospace engineering talent. Keller explains their hybrid team composition and rapid 4-5 month iteration cycles.0:32–4:20 · Guest teaching 4/10 Introductions to Zipline and UPS Healthcare Logistics Chris frames the discussion around technological leapfrogging in developing markets. Keller and John explain their operational mechanics and baseline statistics for blood delivery in Rwanda.4:20–6:47 · Guest teaching 5/10 Humanitarian Supply Chains and Vaccine Absorption Rates John educates the host on logistics statistics, specifically highlighting that NGO vaccine absorption rates in parts of Africa are as low as 20-25%. Keller notes how Rwanda's regulatory framework is more modern and agile than US regulations.6:47–10:20 · Guest teaching 4/10 Autonomous Fixed-Wing Drone Technical Specifications Chris demonstrates firsthand knowledge of Zipline's operations and notes the technical differences between fixed-wing and quadcopter architectures. Keller details how fixed-wing range expands service area 400x.10:20–12:57 · Guest teaching 2/10 UPS Cold-Chain Monitoring and Sensor Tracking Chris questions the unit economics of drone delivery for consumer items like coffee and points out regulatory barriers for beyond-line-of-sight flight in the US. Both guests agree with his assessment.12:57–16:02 · Guest teaching 6/10 Unexpected Use Cases: Refugee Camps and Agricultural Sperm Keller surprises the host with unexpected use cases like bovine semen delivery to increase cattle productivity. Keller forcefully rejects an audience question's implicit premise that operating in Rwanda is non-profit humanitarian aid rather than a revenue-generating business model.16:02–18:39 · Guest teaching 4/10 Audience Q&A: Landing Mechanics and Urban Footprint Chris actively synthesizes technical drivers, identifying battery energy density as the primary bottleneck and highlighting spillover benefits from electric vehicle and mobile phone supply chains.18:39–20:01 · Guest teaching 5/10 Audience Q&A: Rapid Hardware Prototyping and Engineering Strategy When Keller gives a casual answer about crashing off-the-shelf planes, Chris presses for details on their aerospace engineering talent. Keller explains their hybrid team composition and rapid 4-5 month iteration cycles.0:32–4:20 · Guest disagreement 1/10 Introductions to Zipline and UPS Healthcare Logistics Chris frames the discussion around technological leapfrogging in developing markets. Keller and John explain their operational mechanics and baseline statistics for blood delivery in Rwanda.4:20–6:47 · Guest disagreement 1/10 Humanitarian Supply Chains and Vaccine Absorption Rates John educates the host on logistics statistics, specifically highlighting that NGO vaccine absorption rates in parts of Africa are as low as 20-25%. Keller notes how Rwanda's regulatory framework is more modern and agile than US regulations.6:47–10:20 · Guest disagreement 1/10 Autonomous Fixed-Wing Drone Technical Specifications Chris demonstrates firsthand knowledge of Zipline's operations and notes the technical differences between fixed-wing and quadcopter architectures. Keller details how fixed-wing range expands service area 400x.10:20–12:57 · Guest disagreement 1/10 UPS Cold-Chain Monitoring and Sensor Tracking Chris questions the unit economics of drone delivery for consumer items like coffee and points out regulatory barriers for beyond-line-of-sight flight in the US. Both guests agree with his assessment.12:57–16:02 · Guest disagreement 5/10 Unexpected Use Cases: Refugee Camps and Agricultural Sperm Keller surprises the host with unexpected use cases like bovine semen delivery to increase cattle productivity. Keller forcefully rejects an audience question's implicit premise that operating in Rwanda is non-profit humanitarian aid rather than a revenue-generating business model.16:02–18:39 · Guest disagreement 1/10 Audience Q&A: Landing Mechanics and Urban Footprint Chris actively synthesizes technical drivers, identifying battery energy density as the primary bottleneck and highlighting spillover benefits from electric vehicle and mobile phone supply chains.18:39–20:01 · Guest disagreement 1/10 Audience Q&A: Rapid Hardware Prototyping and Engineering Strategy When Keller gives a casual answer about crashing off-the-shelf planes, Chris presses for details on their aerospace engineering talent. Keller explains their hybrid team composition and rapid 4-5 month iteration cycles.0:32–4:20 · The host pushing back 1/10 Introductions to Zipline and UPS Healthcare Logistics Chris frames the discussion around technological leapfrogging in developing markets. Keller and John explain their operational mechanics and baseline statistics for blood delivery in Rwanda.4:20–6:47 · The host pushing back 1/10 Humanitarian Supply Chains and Vaccine Absorption Rates John educates the host on logistics statistics, specifically highlighting that NGO vaccine absorption rates in parts of Africa are as low as 20-25%. Keller notes how Rwanda's regulatory framework is more modern and agile than US regulations.6:47–10:20 · The host pushing back 1/10 Autonomous Fixed-Wing Drone Technical Specifications Chris demonstrates firsthand knowledge of Zipline's operations and notes the technical differences between fixed-wing and quadcopter architectures. Keller details how fixed-wing range expands service area 400x.10:20–12:57 · The host pushing back 2/10 UPS Cold-Chain Monitoring and Sensor Tracking Chris questions the unit economics of drone delivery for consumer items like coffee and points out regulatory barriers for beyond-line-of-sight flight in the US. Both guests agree with his assessment.12:57–16:02 · The host pushing back 1/10 Unexpected Use Cases: Refugee Camps and Agricultural Sperm Keller surprises the host with unexpected use cases like bovine semen delivery to increase cattle productivity. Keller forcefully rejects an audience question's implicit premise that operating in Rwanda is non-profit humanitarian aid rather than a revenue-generating business model.16:02–18:39 · The host pushing back 1/10 Audience Q&A: Landing Mechanics and Urban Footprint Chris actively synthesizes technical drivers, identifying battery energy density as the primary bottleneck and highlighting spillover benefits from electric vehicle and mobile phone supply chains.18:39–20:01 · The host pushing back 4/10 Audience Q&A: Rapid Hardware Prototyping and Engineering Strategy When Keller gives a casual answer about crashing off-the-shelf planes, Chris presses for details on their aerospace engineering talent. Keller explains their hybrid team composition and rapid 4-5 month iteration cycles.

speaking balance: gold is the host, purple is the guest (3 minute bins)

0:00 · the host 16.3% · guest 83.7%0:00 · the host 16.3% · guest 83.7%3:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%
Sharpest disagreement ▶ 14:29 Rejection of charity premise

Keller forcefully rejects the audience member's premise that operating in Africa is humanitarian work, emphasizing that Zipline is a profitable commercial enterprise paid by the government.

Hardest push from the host ▶ 19:04 Pressing on engineering execution

Chris refuses to accept Keller's hand-waving explanation about crashing test planes and explicitly presses him on whether they built a dedicated aerospace engineering team.

Biggest teaching moment ▶ 4:45 NGO vaccine absorption rate metric

John educates the host and room with a striking industry statistic, showing that poor logistics infrastructure causes 75-80% of imported vaccines to spoil before administration.

The host holds their own ▶ 17:38 Connecting battery progress to EV supply chains

Chris demonstrates deep tech sector expertise by correctly attributing drone battery improvements to massive capital investments in ground electric vehicles and smartphone components.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Introductions to Zipline and UPS Healthcare Logistics 3411 Chris frames the discussion around technological leapfrogging in developing markets. Keller and John explain their operational mechanics and baseline statistics for blood delivery in Rwanda.
Humanitarian Supply Chains and Vaccine Absorption Rates 2511 John educates the host on logistics statistics, specifically highlighting that NGO vaccine absorption rates in parts of Africa are as low as 20-25%. Keller notes how Rwanda's regulatory framework is more modern and agile than US regulations.
Autonomous Fixed-Wing Drone Technical Specifications 5411 Chris demonstrates firsthand knowledge of Zipline's operations and notes the technical differences between fixed-wing and quadcopter architectures. Keller details how fixed-wing range expands service area 400x.
UPS Cold-Chain Monitoring and Sensor Tracking 4212 Chris questions the unit economics of drone delivery for consumer items like coffee and points out regulatory barriers for beyond-line-of-sight flight in the US. Both guests agree with his assessment.
Unexpected Use Cases: Refugee Camps and Agricultural Sperm 1651 Keller surprises the host with unexpected use cases like bovine semen delivery to increase cattle productivity. Keller forcefully rejects an audience question's implicit premise that operating in Rwanda is non-profit humanitarian aid rather than a revenue-generating business model.
Audience Q&A: Landing Mechanics and Urban Footprint 5411 Chris actively synthesizes technical drivers, identifying battery energy density as the primary bottleneck and highlighting spillover benefits from electric vehicle and mobile phone supply chains.
Audience Q&A: Rapid Hardware Prototyping and Engineering Strategy 4514 When Keller gives a casual answer about crashing off-the-shelf planes, Chris presses for details on their aerospace engineering talent. Keller explains their hybrid team composition and rapid 4-5 month iteration cycles.

Statements from this episode (30)

Assertion Supported
Zipline delivers blood to half of Rwanda's transfusing facilities
“We deliver blood to about half of the transfusing facilities in Rwanda.”
Keller Rinaudo Jan 2, 2019 ▶ 0:49
Assertion Partly supported
Rwanda delivers 55,000 blood units annually, primarily for mothers and children
“Rwanda delivers about 55,000 units of blood a year. 50% of that is going toward moms right after giving birth, and 30% is going to our kids under the age of five who have anemia due to malaria.”
Keller Rinaudo Jan 2, 2019 ▶ 0:53
Disclosure
UPS funds and advises Zipline's national drone delivery network in Rwanda
“UPS is basically supporting the work that we're doing in Rwanda. So they've both been helping fund the work and then also been advising us in terms of actually creating a logistics network at national scale.”
Keller Rinaudo Jan 2, 2019 ▶ 1:53
Prediction Partly held up
Zipline's next hub puts all 11 million Rwandans 15 minutes from medicine
“This distribution center is serving about half of all the hospitals in Rwanda, and we are already planning a second distribution center, which will put every single one of the eleven million citizens within a 15 minute delivery of any essential medical product…”
Keller Rinaudo Jan 2, 2019 ▶ 2:52
Insight
Dixon: Skipping the PC era made China's tech ecosystem more sophisticated
“I think in China, they kind of skipped the PC era and went straight to the mobile phone era. By some assessments, that has made them more sophisticated without having these legacy technologies.”
Chris Dixon Jan 2, 2019 ▶ 4:09
Assertion Supported
UPS VP John Mena: Zipline's Rwanda operation generates commercial revenue
“For Keller, it's a real revenue producing operation. They're making, you know, some money on this.”
John Mena Jan 2, 2019 ▶ 4:26
Assertion Not checkable as stated
Mena: Vaccine absorption rate in parts of Africa is only 20-25%
“In some estimates, in some parts of Africa, that absorption rate, 20 to 25%. So only 20 to 25% of what gets into the country to be injected in patients is viable.”
John Mena Jan 2, 2019 ▶ 5:08
Prediction Not checkable as stated
UPS VP: Medical drone delivery will adopt in developed countries
“Because we think not only is this leapfrogging the road infrastructure In, in Africa and other parts of the less established world, but for the more established world, this becomes potentially a much better urgent delivery of urgent healthcare to patients that…”
John Mena Jan 2, 2019 ▶ 5:33
Assertion Not checkable as stated
Rinaudo: Rwandan drone regulation is as strict as US FAA rules
“But interestingly, the regulation there is just as strict as the regulation here in the US.”
Keller Rinaudo Jan 2, 2019 ▶ 6:17
Assertion Supported
Fixed-wing drones yield 20x range and 400x coverage versus quadcopters
“Building a fixed wing vehicle allows us to have about 20 times more range than a quadcopter, so instead of going five kilometers, we go a 150 kilometers, and when you have 20 times more range, that, that means you serve 400 times the service area.”
Keller Rinaudo Jan 2, 2019 ▶ 7:29
Insight
Centralized medical inventory is economically superior to stocking 6,000 hospitals
“There's many healthcare-related products that are extremely expensive to store, so you don't want to have Significant amounts of inventory in every hospital in the U.S., 6000 hospitals, you know, it's much more efficient to locate a smaller quantity of invento…”
John Mena Jan 2, 2019 ▶ 8:39
Insight
Personalized medicines cannot be stocked in hospitals and require rapid delivery
“When you think about personalized medicine, medicine that's genetically specific to the person, as we go in this direction with these rare immunotherapies and things like this, You don't get to just like stock a hundred of them at the hospital. You basically h…”
Keller Rinaudo Jan 2, 2019 ▶ 9:37
Prediction Not checkable as stated
Rinaudo: Zipline will focus on healthcare delivery long term
“You know, we're going to be focused on healthcare for a long time, just because I think that's where this is really needed.”
Keller Rinaudo Jan 2, 2019 ▶ 11:31
Prediction Not checkable as stated
Mena: Regulators will base drone rules on life-saving medical uses
“And the regulatory environment is not going to build its use cases on that. They're going to build it on life-saving products.”
John Mena Jan 2, 2019 ▶ 11:51
Assertion Supported
Zipline's autonomous Rwanda drone delivery operations are illegal in the US
“What we're doing in Rwanda is illegal in the US, unfortunately.”
Keller Rinaudo Jan 2, 2019 ▶ 12:00
Assertion Supported
Zipline's Rwanda center covers multiple refugee camps
“There are three or four refugee camps within range of the first distribution center we've set up.”
Keller Rinaudo Jan 2, 2019 ▶ 13:05
Prediction Didn’t hold up
Zipline's first non-medical drone delivery will likely be livestock sperm
“The first thing we do that isn't medicine will probably be sperm.”
Keller Rinaudo Jan 2, 2019 ▶ 13:27
Assertion Not checkable as stated
Rinaudo: Livestock sperm delivery boosts Rwandan family economic output 30-50%
“It turns out if you can get sperm to these farmers, you can increase the economic productivity of that family by like 30 to 50%, which is a huge deal.”
Keller Rinaudo Jan 2, 2019 ▶ 13:47
Assertion Not checkable as stated
Zipline drone delivery costs less than motorcycles and is 20x faster
“Because it costs less than doing a similar delivery using a motorcycle. It's 20 times as fast, and it doesn't depend on roads.”
Keller Rinaudo Jan 2, 2019 ▶ 14:48
Disclosure
Zipline covers all costs in Rwanda and funds expansion from profits
“We are currently covering all the costs of the system with what we're doing in Rwanda, and we are going to be using money from that first distribution center to fund the second.”
Keller Rinaudo Jan 2, 2019 ▶ 15:08
Prediction Not checkable as stated
Rinaudo: Perception of African business as charity will change
“This paradigm that if you're operating in Africa, you're doing charity or you're doing philanthropy is totally going to change.”
Keller Rinaudo Jan 2, 2019 ▶ 15:17
Assertion Supported
Rinaudo: Zipline drones carry a 1.5 kg payload
“So we carry about one and a half kilograms today.”
Keller Rinaudo Jan 2, 2019 ▶ 16:15
Assertion Supported
Rinaudo: Zipline operates within a 30 by 80 foot space
“You only need Something like 30 feet by 80 feet for both launch and landing.”
Keller Rinaudo Jan 2, 2019 ▶ 16:42
Assertion Supported
Rinaudo: Zipline drones can drop deliveries into two parking spaces
“So we can drop into about two parking spaces. So any driveway, as long as like a house had a driveway, we could deliver to that house.”
Keller Rinaudo Jan 2, 2019 ▶ 16:54
Insight
Rinaudo: Drones target suburban and rural logistics, not skyscrapers
“It's very efficient for UPS to drive a big brown truck up to the lobby of a skyscraper and unload it. Whereas We're a lot more focused on suburban and rural where it's less efficient.”
Keller Rinaudo Jan 2, 2019 ▶ 17:06
Disclosure
Rinaudo: Zipline drones use Tesla Model S battery cells
“Yeah, and we actually use the exact same cell that goes into the Tesla Model S.”
Keller Rinaudo Jan 2, 2019 ▶ 17:52
Disclosure
Zipline built jet-style drone flight computers at 1/1000th the cost
“The way we've done that is essentially we've looked at how flight computers in commercial jets are designed, and then we've built the same architecture just using cell phone components for one 1000th of the cost.”
Keller Rinaudo Jan 2, 2019 ▶ 18:30
Assertion Not checkable as stated
Zipline launches an entirely new drone fleet every four to five months
“So right now we're, we are designing, manufacturing, and operating a completely new fleet of vehicles about every four or five months. That's new airframe, new avionics, new everything.”
Keller Rinaudo Jan 2, 2019 ▶ 19:32
Opinion
Rinaudo: Americans are possibly the most tech-pessimistic people in the world
“I think the most interesting thing I've learned in this is that people in the U.S. Are possibly the most pessimistic people about technology in the world.”
Keller Rinaudo Jan 2, 2019 ▶ 20:40
Opinion
Rwanda today resembles the low-regulation, high-growth US of 200 years ago
“I kind of feel like Rwanda is probably what it felt like to be living in the U.S. 200 years ago, when there was relatively little regulation and just tons of people building new things, building new infrastructure”
Keller Rinaudo Jan 2, 2019 ▶ 21:14
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