Vijay Pande

62 statements across 22 episodes · 49 bullish · 6 bearish · 2 people on the record · first statement Jul 15, 2017 by Vijay Pande · said 5 times in 5 episodes since 2019 · across every show →

On the record as a speaker too: Vijay Pande's record, appearances and statements → this page counts the times other people say the name.

Mentions by year

brought up most by Steph Smith (2), Sonal Chokshi (1), Marc Andreessen (1), Ben Horowitz (1)

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2024 1 mention in 1 episode
2023 2 mentions in 2 episodes 1 per episode
2019 1 mention in 1 episode

every mention, scene by scene, with the transcript →

Everything said about Vijay Pande, oldest first

Jul 15, 2017 positive
Insight
Pande: Early cooperation with regulators creates competitive barriers to entry
“One of the things that I feel is that people often think regulation is a challenge and in some ways it is, but it's also a huge opportunity. In that if, especially in this new space, you can work with regulators and get there first. You can actually have an op…”
Vijay Pande Jul 15, 2017 ▶ 8:21 On Machine Learning in Medicine and More
Jul 15, 2017 bullish
Prediction Not checkable as stated
Pande: Compute will enable university-developed behavioral therapies to scale
“There are programs for all these behavioral issues, whether it's type two diabetes, or anxiety, or PTSD, and the intriguing thing is these programs work, often using things like cognitive behavioral therapy. The challenge is that they're often sitting in unive…”
Vijay Pande Jul 15, 2017 ▶ 4:04 On Machine Learning in Medicine and More
Jul 15, 2017 bullish
Prediction Not checkable as stated
Pande: Bio-IT return multiples will look like software multiples
“The return multiples in this space I think will look like software multiples because these are software companies. These are companies that have software in their heart, they have high margins, they have all the things we like about software, we de-risk them t…”
Vijay Pande Jul 15, 2017 ▶ 10:46 On Machine Learning in Medicine and More
Jul 15, 2017 positive
Disclosure
Pande: All a16z bio portfolio founders possess dual CS and biology fluency
“And I would say all of the investments I've made have founders of this character that I could have a deep discussion with them in the computer science as well as the biology.”
Vijay Pande Jul 15, 2017 ▶ 6:09 On Machine Learning in Medicine and More
Jan 11, 2018 bullish
Prediction Not checkable as stated
Pande: Machine learning will convert biological science risks into predictable engineering problems
“I think what we expect to see is the shift from many areas that used to be areas of science risk through engineering mechanisms and machine learning now become really engineering problems. With that in mind, we can finally understand and tackle the technical d…”
Vijay Pande Jan 11, 2018 ▶ 23:13 When Biology Moves to Engineering
Jan 11, 2018 bullish
Assertion Supported
Pande: AI cancer detection startup Freenome achieves over 90% accuracy
“Companies like Freenome that look for the signals for cancer from blood can do considerably better. You know, 90% and plus.”
Vijay Pande Jan 11, 2018 ▶ 7:59 When Biology Moves to Engineering
Jan 11, 2018 negative
Assertion Supported
Pande: Traditional diagnostic tools like PSA tests are only 50% accurate
“PSA test has 50% accuracy. Identifying colorectal cancer from blood, also about 50% accurate.”
Vijay Pande Jan 11, 2018 ▶ 7:49 When Biology Moves to Engineering
Jan 11, 2018 neutral
Insight
Pande: Lab robotics accelerate trial-and-error but do not constitute true engineering
“And the big, big advance was robots, and so robots really is just not engineering, it's just faster people. You can get to your thousand or 10,000 chances just faster.”
Vijay Pande Jan 11, 2018 ▶ 12:48 When Biology Moves to Engineering
Jan 11, 2018 bullish
Assertion Partly supported
Pande: Cardiogram predicts atrial fibrillation via wearables with 97% accuracy
“So a cardiogram can take wearable information and predict atrial fibrillation with 97% accuracy.”
Vijay Pande Jan 11, 2018 ▶ 8:16 When Biology Moves to Engineering
Jan 11, 2018 positive
Insight
Pande: Wearable diagnostics require AI software and datasets, not new hardware
“They've shown that the missing piece is not more hardware, but is software. The missing piece is artificial intelligence and gold standard data sets that can take what the Apple Watch can do, And make high quality predictions.”
Vijay Pande Jan 11, 2018 ▶ 8:40 When Biology Moves to Engineering
Jan 11, 2018
Insight
Pande: Biological complexity exceeds the limits of unassisted human understanding
“And when you talk to a biologist, and I think what we're starting to realize is that there's a fundamental conclusion that comes from this, is that biology is so complicated that it's probably beyond what the human being can understand.”
Vijay Pande Jan 11, 2018 ▶ 4:07 When Biology Moves to Engineering
Jan 11, 2018 bullish
Assertion Not checkable as stated
Pande: Biology can now be engineered like traditional disciplines
“Opportunities where we now finally can engineer biology the way we engineer other areas.”
Vijay Pande Jan 11, 2018 ▶ 0:05 When Biology Moves to Engineering
Jan 11, 2018 negative
Assertion Not checkable as stated
Pande: Billion-dollar drug candidates fail clinical trials almost every week
“Compare that to drugs, like a billion dollar drug fails clinical trials, I mean, that's like every week. That, I think, really hits home the difference between engineering and discovery science risk.”
Vijay Pande Jan 11, 2018 ▶ 12:09 When Biology Moves to Engineering
Jan 11, 2018 bullish
Assertion Not checkable as stated
Pande: AI genomic analysis will outperform humans in cancer detection
“So the hypothesis here and the opportunity is that this is something that we could do considerably with AI considerably more accurate than people.”
Vijay Pande Jan 11, 2018 ▶ 7:09 When Biology Moves to Engineering
Mar 23, 2018 bullish
Prediction Not checkable as stated
Pande: Pharma companies will transition into data generation and data science companies
“And I think we're seeing this more and more, where pharma companies will start to view themselves more as data generating companies. And data science companies as machine learning gets in,”
Vijay Pande Mar 23, 2018 ▶ 8:42 Pande & Conde: When (and How) Biology Becomes Engineering
Mar 23, 2018 positive
Insight
Pande: Break moonshot bio goals into engineering milestones instead of screening
“If you break it up into little bits, any little bit isn't so bad. And can be engineered. And you sort of do it step by step by step by step. And I think that's, for me, the inspiration for how to take some big crazy thing like going to the moon, that if you di…”
Vijay Pande Mar 23, 2018 ▶ 13:26 Pande & Conde: When (and How) Biology Becomes Engineering
Mar 23, 2018 positive
Insight
Pande: Experimental failures are as valuable as successes in biological engineering
“But if you're in this engineering curve, the false positives are actually as important to learning as the true positives.”
Vijay Pande Mar 23, 2018 ▶ 8:31 Pande & Conde: When (and How) Biology Becomes Engineering
Mar 23, 2018 bullish
Assertion Not checkable as stated
Pande: Biotech market shifting to value reproducible platforms over individual assets
“That's a good point. Like, ML is a platform, ah, amongst others, and then there's data generating platforms, there's data analysis platforms, and that, that platform, I think, really could be a really interesting shift, and we're seeing more and more companies…”
Vijay Pande Mar 23, 2018 ▶ 10:41 Pande & Conde: When (and How) Biology Becomes Engineering
Mar 23, 2018 positive
Prediction Not checkable as stated
Pande: Drug discovery roles will shift from wet-lab chemistry to computational engineering
“I think I think we're already seeing a little bit of that with just the shift to CROs, where there's like not a purely medicinal chemist job, a sort of drug designer job. And medicinal chemists have so much great intuition and experience designing drugs that t…”
Vijay Pande Mar 23, 2018 ▶ 9:16 Pande & Conde: When (and How) Biology Becomes Engineering
Jan 2, 2019 bullish
Insight
Pande: Basic machine learning classification holds immense value for drug discovery
“Classification's actually fantastic. If I can say, this is the drug I want to take, or this is the stock I want to invest you know any of those things are really exciting, and so I see, sort of, machine learning being, just classification being exciting”
Vijay Pande Jan 2, 2019 ▶ 20:17 a16z Podcast | Startups as Science Experiments -- Can VC Disrupt Academia?
Jan 2, 2019 bullish
Insight
Pande: Low-utility diagnostic tests become valuable when tracked as longitudinal data
“If you think of this test from a one off point of view, it may look less useful. But if you think of it from a longitudinal point of view or longitudinal in the context of many other tests, suddenly now this is actually potentially useful information.”
Vijay Pande Jan 2, 2019 ▶ 12:01 a16z Podcast | Health Data -- A Feedback Loop for Humanity
Jan 2, 2019 bullish
Prediction Not checkable as stated
Genetic variation databases will transform drug discovery and optimization
“Moreover, we can now see how building a large bank of human genetics variations will transform our understanding on optimizing of drug discovery and response, both for understanding side effects and toxicity, as well as making better drugs and going after new …”
Vijay Pande Jan 2, 2019 ▶ 0:40 a16z Podcast | The Genetics Of Drug Delivery
Jan 2, 2019 positive
Opinion
Pande: Life extension is the ultimate endpoint for improving healthcare
“I think about life extension very much as the ultimate endpoint for improving healthcare and why we're doing this in the first place.”
Vijay Pande Jan 2, 2019 ▶ 2:31 a16z Podcast | The Science Of Extending Life
Jan 2, 2019 bullish
Insight
Pande: Digital therapeutics enable continuous, large-scale randomized clinical trials
“And instead on the digital therapeutic side, you can be running the equivalent RCTs of these randomized clinical trials all the time with super huge N. But that of course then puts the onus on, on, on those having digital therapeutics to make the case.”
Vijay Pande Jan 2, 2019 ▶ 11:22 a16z Podcast | The Rise of the Digital 'Pill'
Jan 2, 2019 positive
Prediction Not checkable as stated
Pande: AI will accelerate doctors long before replacing them
“And I think before we talk about replacing doctors at all, that doesn't make any sense when we could be accelerating them. Exactly. And having them do so much more. And I, I'm pretty sure we'll see that first. Just like you don't think a word processor with a …”
Vijay Pande Jan 2, 2019 ▶ 16:59 a16z Podcast | The Rise of the Digital 'Pill'
Jan 2, 2019 bullish
Prediction Not checkable as stated
Pande: Developing countries will leapfrog the West in computational healthcare
“I can imagine leapfrogging in, in countries like this that don't have the infrastructure we have now, and that they would have an even greater benefit to moving quickly into this future.”
Vijay Pande Jan 2, 2019 ▶ 18:45 a16z Podcast | The Rise of the Digital 'Pill'
Jan 2, 2019 positive
Insight
Pande: Digital therapeutics mirror the 1980s adoption curve of protein biologics
“In the eighties with the origin of biotech and protein biologics, we already went through, oh, you know, I know what a drug is. A drug's a small molecule. This protein thing, that's weird. I mean, the protein thing, that'll never be a drug. And you can list al…”
Vijay Pande Jan 2, 2019 ▶ 2:27 a16z Podcast | The Rise of the Digital 'Pill'
Jan 2, 2019 neutral
Opinion
Pande: Opioid crisis is driven by societal conditions, not just drug availability
“I think we could turn it around, and the opioid crisis might not be as much about the drugs as about the state of these people's lives, and that Alternate intervention would be the way to go after it, right?”
Vijay Pande Jan 2, 2019 ▶ 17:24 a16z Podcast | What Technology Wants, Needs, Does
Jan 2, 2019 bullish
Prediction Not checkable as stated
Pande: Longevity therapeutics will focus on extending healthspan, not lifespan
“We're going to start to see drugs, and some of them are associated with what we see people talking about with longevity, but really it's not about living longer, it's about just pushing back those problems further and further. Such that we have a longer, longe…”
Vijay Pande Jan 2, 2019 ▶ 27:16 a16z Podcast | Mindsets for Engineering Biology
Jan 2, 2019
Insight
Pande: Biological engineering requires predictive accuracy, not 100,000 empirical guesses
“It's all about, can you make predictions? So if you think you can engineer something, you should be able to make 10 predictions and have three work, not making a 100,000 guesses and seeing what pans out.”
Vijay Pande Jan 2, 2019 ▶ 14:35 a16z Podcast | Mindsets for Engineering Biology
Jan 2, 2019 bullish
Prediction Not checkable as stated
Pande: EDA tools applied to biological circuits will revolutionize biology
“I think what we're going to start to see is the literal engineering of biological circuits inside cells. The ability to design circuits, much like we design electronic circuits. And the reason why this is important is that there's only so much you can do by ha…”
Vijay Pande Jan 2, 2019 ▶ 27:02 a16z Podcast | Taking the Pulse on Bio
Jan 2, 2019 positive
Insight
Pande: Data network effects never go off patent like biotech drugs
“Data network effects never go off patent. They just get stronger and stronger and help companies grow even after, even decades after.”
Vijay Pande Jan 2, 2019 ▶ 14:32 a16z Podcast | Taking the Pulse on Bio
Jan 2, 2019 positive
Prediction Not checkable as stated
Pande: Dual-domain biology and computer science founders will be a major trend
“What we're really seeing emerging are new founders, Founders that also live in both of these worlds. Founders that have deep experience in the biology and deep experience in computer science, and actually, for these types of companies, I think that's going to …”
Vijay Pande Jan 2, 2019 ▶ 26:26 a16z Podcast | Taking the Pulse on Bio
Jan 2, 2019 bullish
Disclosure
Pande: a16z Bio targets startups with minimal underlying science risk
“We're looking for companies where the science risk has been removed or greatly de-risked. And so that often, ah, sort of removes a lot of traditional type of therapeutic companies. Companies where there's a huge amount of science risk.”
Vijay Pande Jan 2, 2019 ▶ 14:43 a16z Podcast | Taking the Pulse on Bio
Jan 2, 2019 negative
Opinion
Pande: Healthcare has the hardest go-to-market strategy of any industry
“The go-to-market for healthcare in general is probably the hardest go-to-market.”
Vijay Pande Jan 2, 2019 ▶ 3:42 a16z Podcast | Breaking Into Bio
Jan 2, 2019 negative
Opinion
Pande: Many students attend graduate school out of low risk tolerance
“A lot of people go to grad school because they're actually Not very risk tolerant. You know, that grad school is a comfortable thing to do.”
Vijay Pande Jan 2, 2019 ▶ 14:54 a16z Podcast | Breaking Into Bio
Jan 17, 2019 bullish
Insight
Pande: Empowering patients with data creates a massive healthcare startup opportunity
“Once you realize that the patient's at the center of it, you realize there's a huge opportunity there. If companies or startups empower the patient, then the patient can drive this whole thing.”
Vijay Pande Jan 17, 2019 ▶ 10:57 a16z Podcast | Dark Data in Healthcare
Jan 17, 2019
Insight
Pande: Patient data sharing must drop below one second to be useful
“If you can bring the friction from 30 minutes to a third of a second, that's when the doctor now is actually able to use that information.”
Vijay Pande Jan 17, 2019 ▶ 6:31 a16z Podcast | Dark Data in Healthcare
Apr 1, 2019 positive
Disclosure
Pande: a16z Bio invests when pure science transitions into engineering
“So, you know, for what we're looking for, especially on the bio side, I'm looking for things where they're right at that cusp between where the science has largely been done, where we're not investing in science projects, and that it's about to scale into engi…”
Vijay Pande Apr 1, 2019 ▶ 12:33 a16z Podcast | Incenting Innovation Inside, Loonshots to Moonshots
Nov 21, 2019 neutral
Insight
Pande: Early industrial products are cheaper but lower quality
“Typically at first industrial products are worse that the chairs, the tables being made from these factories are not beautiful artisanal bespoke things. They're, you know, kind of crude looking, kind of ugly but much cheaper”
Vijay Pande Nov 21, 2019 ▶ 1:58 AI is Industrializing Discovery
Nov 21, 2019 positive
Prediction Not checkable as stated
Pande: AI discovery will give researchers superpowers rather than replacing humans
“The industrialization of discovery is going to take people and give them superpowers that they didn't have before and allow them to scale. And it's going to be this combination of AI machine learning with things like robotic data generation and people driving …”
Vijay Pande Nov 21, 2019 ▶ 17:58 AI is Industrializing Discovery
Nov 21, 2019 positive
Insight
Pande: Industrialized processes enable compounding, exponential product improvements
“When you can engineer something, when you can industrialize something, you can make it better, you know, 10% year over year, 20% year over year. And with that type of interest rate, so to speak, Something that starts off kind of crappy kind of ugly, or just ba…”
Vijay Pande Nov 21, 2019 ▶ 2:35 AI is Industrializing Discovery
Jan 6, 2020 positive
Assertion Supported
Pande: CAR-T cell therapy can melt tumors away within days
“You take T cells out of your body, out of your blood, you re-engineer them to make them sort of supercharged, and you put them back into the patient, and the results of that are just mind-boggling, that tumors can melt away within days, and people are just lit…”
Vijay Pande Jan 6, 2020 ▶ 19:06 Food, Drugs, and Tech: 100 years of Public Health
Jan 9, 2023 bullish
Prediction Not checkable as stated
Pande: AI will inevitably develop taste and aesthetic judgment
“When AI gets to that point, which I think that's a when, not an if.”
Vijay Pande Jan 9, 2023 ▶ 19:54 Expert AI as a Healthcare Superpower
Dec 20, 2023 bullish
Assertion Supported
Horowitz: QBio built an MRI scanner that completes scans in 10 minutes
“We have a company in in Vijay's portfolio called QBio, which has built an MRI scanner that can kind of basically scan you in 10 minutes instead of an hour, and it's much cheaper and so forth.”
Ben Horowitz Dec 20, 2023 ▶ 1:05:15 Tony Robbins on the Future of Health & Longevity
Jun 28, 2024 positive
Assertion Not checkable as stated
Pande: AI and Bayesian statistics enable causal understanding in health data
“With all this data AI is great, especially certain types of AI, like Bayesian statistics, are really good at causality. And so we could actually have causal understanding.”
Vijay Pande Jun 28, 2024 ▶ 8:35 Grand Challenges in Healthcare AI with Vijay Pande and Julie Yoo
Jun 28, 2024 positive
Insight
Pande: AI in healthcare should act as care team peer, not just co-pilot
“Where the AI comes in, one idea is a co-pilot, which is like each one of the team members has a co-pilot. But what's interesting about the data is this is like, The AI is a peer, you know, contributor, you know, more of the team and has its role that actually …”
Vijay Pande Jun 28, 2024 ▶ 24:19 Grand Challenges in Healthcare AI with Vijay Pande and Julie Yoo
Jun 28, 2024 positive
Insight
Pande: AI primary care is viable because general practice relies on triage
“And I think the general practitioner, sort of concierge doctor, that tier is kind of a really interesting tier, because largely you're triaging and sending off to specialists. So the AI doesn't have to be an oncologist and a cardiologist and all these things. …”
Vijay Pande Jun 28, 2024 ▶ 32:24 Grand Challenges in Healthcare AI with Vijay Pande and Julie Yoo
Jun 28, 2024 bullish
Insight
Pande: Small AI efficiency gains in high-cash-flow clinical trials yield massive impact
“Like, I'm working on, like, something, you know, in drug design or whatever to make big leaps and bounds, and small things for big cash flows can have a huge impact. So something for clinical trials could be huge, or even just picking, like, the order of rank …”
Vijay Pande Jun 28, 2024 ▶ 35:08 Grand Challenges in Healthcare AI with Vijay Pande and Julie Yoo
Jun 28, 2024 positive
Assertion Not checkable as stated
Pande: Always-on clinical trial infrastructure is impossible without AI
“Yeah, the funny thing about that idea is, I mean, it's a very exciting idea, because we could gain so much knowledge, and we could improve healthcare so much, but like, it's a ridiculous thing to imagine doing, like, without something like AI. Without AI, I do…”
Vijay Pande Jun 28, 2024 ▶ 7:50 Grand Challenges in Healthcare AI with Vijay Pande and Julie Yoo
Sep 5, 2024 bullish
Prediction Not checkable as stated
Vijay Pande: Compute costs will fall a million-fold over 20 years
“The nice thing about the exponentials is that, you know, things will go down a factor of a thousand, like, every 10 years on the Moore's Law side, and we'll continue to see that. So, a thousand, maybe in 20 years, a million, you know, a thousand times a thousa…”
Vijay Pande Sep 5, 2024 ▶ 9:59 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Sep 5, 2024 bearish
Opinion
Pande: Genomics generated less actionable signal than precision medicine expected
“And I think genomics had signal, but not as much signal as I think people were hoping for.”
Vijay Pande Sep 5, 2024 ▶ 32:49 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Sep 5, 2024 bullish
Prediction Not checkable as stated
Pande: AI adoption in medicine will progress from nursing to specialists
“We're gonna see it gradually, where first it's some bits of nursing, then more of nursing, then some bits of a GP, then maybe some bits of a specialist, and maybe certain specialists like neurology or something like that, where it's about prescribing drugs bas…”
Vijay Pande Sep 5, 2024 ▶ 29:57 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Sep 5, 2024 bullish
Prediction Not checkable as stated
Pande: Medicine will transition from a human problem to a data problem
“I think we'll get to that point where medicine will be about incorporating all this data. Data about me as a patient, data about everyone else that's like me to be able to draw the best conclusions. That's something that is just a computer problem. And that mu…”
Vijay Pande Sep 5, 2024 ▶ 24:51 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Sep 5, 2024 bullish
Prediction Not checkable as stated
Pande: Healthcare service providers will eventually transition into AI companies
“Well, you can imagine a services company that's providing some sort of healthcare service. It's training AI with its workers. And then the easy things, which are probably the boring things anyways, AI starts to do. And then the more interesting, complicated th…”
Vijay Pande Sep 5, 2024 ▶ 22:36 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Sep 5, 2024 bullish
Prediction Not checkable as stated
Pande: Healthcare AI will transition to real-time generated training data
“The alternative, which I think is going to happen instead, is that we're going to see data generated by for AI right now.”
Vijay Pande Sep 5, 2024 ▶ 21:04 Implementation, Data, Impact of Healthcare AI with Julie and Vijay
Oct 3, 2024
Assertion Open · timeframe Oct 2025
Pande: 80% of late-stage drug failures stem from flawed biology
“What is it, like, 80% of drugs fail in phase two or three in trials, and that's not because it's toxic, it's because we screwed up the biology.”
Vijay Pande Oct 3, 2024 ▶ 18:26 AI at the Intersection of Bio | Vijay Pande, Surya Ganguli & Bowen Liu
Oct 3, 2024 positive
Prediction Held up
Pande: AI digital human models will enter clinical practice in 10 years
“And this could easily take 10 years before we start putting these things into the clinic. But I think it will happen, 10 years, a lot can happen in 10 years.”
Vijay Pande Oct 3, 2024 ▶ 27:57 AI at the Intersection of Bio | Vijay Pande, Surya Ganguli & Bowen Liu
May 30, 2025 bullish
Assertion Not checkable as stated
Pande: Multiple startups are vying to become trillion-dollar consumer health giants
“And I think we've seen a lot of companies that are, I think very much vying to be that a trillion dollar biggest company in the world, but obviously we're not there yet. This is just early stages.”
Vijay Pande May 30, 2025 ▶ 0:48 Hey Tech, Come to Healthcare
May 30, 2025 positive
Insight
Pande: AI-driven behavioral change can tackle the social determinants of mortality
“I think these so-called social determinants of healthcare that are outside of the traditional healthcare system Is actually a large fraction of what leads to mortality and morbidity. And so, AI being able to do behavioral change is such an easy one.”
Vijay Pande May 30, 2025 ▶ 39:34 Hey Tech, Come to Healthcare
May 30, 2025 bullish
Prediction Not checkable as stated
Pande: Healthcare will produce Jensen Huang-level tech founders within a decade
“I think, you know, I hope that maybe in, in 10 years we'll have you know, similar conversations with Jensen Wong's of healthcare.”
Vijay Pande May 30, 2025 ▶ 30:26 Hey Tech, Come to Healthcare
May 30, 2025 negative
Opinion
Pande: Current healthcare technology is mostly just digitized user interfaces
“So in terms of technology, I think there is technology in healthcare, but it's largely in a user interface. So like MRI is really the same MRI from like the fifties just now with on a computer display. And so that's not really tech. That's actually, I would ca…”
Vijay Pande May 30, 2025 ▶ 9:30 Hey Tech, Come to Healthcare
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