Big Themes for JPM 2026

The AI-Native Future of Healthcare Is Here Among Cautious Optimism

Written by

Luca Giani

Published on

2026 is a year of reset for biotech and healthcare. And the 2026 J.P. Morgan Healthcare Conference confirmed a shift toward selective growth, capital discipline, and evidence-based innovation. Investors are no longer rewarding experimentation for its own sake. They are backing platforms that work, scale, and produce measurable outcomes in terms of assets.

In this environment, the trend is clear. Biotech and healthcare are no longer becoming AI-enabled. They must be AI-native.

AI is no longer a feature layered onto existing systems. It is the system. It is reshaping how drugs are discovered, how clinical trials are run, how disease is predicted, how care is delivered, and how outcomes are measured.

This actively shapes how we deploy capital in Alumni Ventures’ Healthcare Fund, which invests in AI-native biotech, digital health, and healthcare infrastructure companies aligned with this shift.

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This transition is unfolding amid powerful structural forces. Pharmaceutical companies are preparing for more than $250B in patent cliffs in 2028 and 2029. M&A activity is resurging as large incumbents deploy capital to acquire innovation rather than build it internally, with over $1T in firepower available to do so.

Investors are favoring de-risked rounds, clinical proof, and a clear path to scale. Therapeutic focus is converging around oncology, neuroscience, and complex chronic disease, while obesity and metabolic health remain massive long-term markets.

Within this reset, hype has faded. Infrastructure matters. Platforms with durable assets matter. Data quality matters. And this comes with cautious optimism for more deals to pick up this year.

The companies that may define the next generation of healthcare are already emerging. They share one defining trait: AI is embedded at their core.

Below are key themes that dominated JPM 2026. Alumni Ventures is investing early in companies advancing these themes alongside leading venture firms, and individual investors can access these opportunities today through AV’s Healthcare Fund and HealthTech Syndicate investments.

1. AI × Biotech: Becoming Indispensable

In biotech, AI is no longer optional.

Drug discovery is becoming a computational problem. Biology is turning into data. And companies that cannot integrate AI into their scientific workflow are and will fall behind. The largest companies in the world, such as Lilly, are investing billions of dollars in AI and AI driven investments. 

New companies are building closed-loop systems where AI designs experiments, learns from results, and continuously improves the underlying science.

AV has recognized this trend and has invested in some of the trailblazing companies in the space:

Lila Sciences

AI-Driven Scientific Superintelligence Platform

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    Builds AI-driven “Science Factories” that autonomously generate hypotheses, run experiments, and interpret results across biology, chemistry, and materials science.
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    Incubated by the team behind Moderna, Lila is pioneering a new category in automated R&D with strong investor backing and early traction across scientific domains.
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    Co-Investors: General Catalyst, Flagship Pioneering, Collective Global, March Capital

Iambic Therapeutics

AI-Driven Drug Discovery

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    AI-powered discovery platform to design and optimize novel therapeutics, with a focus on oncology and accelerating candidates into the clinic.
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    Its initial AI-discovered therapy showed strong anti-tumor activity in clinical trials, with two additional programs entering trials in 2026. It has also secured multiple partnerships with major pharma companies.
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    Co-Investors: Sequoia, Abingworth, Mubadala, using deep learning to design novel small-molecule drugs with higher probability of clinical success

Generate Biomedicines

AI-Native Protein Design Platform

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    Builds generative AI systems to design novel proteins from first principles, enabling entirely new classes of therapeutics beyond what evolution has produced.
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    By combining large-scale generative models with experimental validation, Generate is redefining how biologics are discovered and engineered, with applications across immunology, oncology, and rare diseases.
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    Co-Investors: ARCH Venture Partners, Flagship Pioneering, Fidelity, NVIDIA

These companies are not using AI to move faster. They are using AI to do things that were previously impossible.

At JPM 2026, the divide between AI-native biotech and legacy biotech was obvious.

2. Personalized Health Is Becoming Predictive

Healthcare has historically been reactive. Patients seek care after symptoms appear. Interventions happen late. Outcomes are measured episodically.

The next frontier of healthcare is prevention, data-driven intervention and personalized therapeutics. This requires data. High quality continuous, longitudinal biological data collected often and over years, not one-off visits.

The companies leading personalized health are building platforms that collect continuous biological data and use AI to detect risk earlier, tailor interventions, and prevent disease before it manifests.

AV has invested in several category-defining companies at the center of this shift:

Oura

Continuous Biometric Intelligence Platform

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    Oura has built the most comprehensive longitudinal biometric dataset in consumer health, capturing sleep, heart rate variability, body temperature, respiratory rate, and recovery metrics at global scale.
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    By pairing high-fidelity hardware with AI-driven insights, Oura transforms raw signals into predictive health intelligence. This enables early detection of illness, personalized wellness recommendations, and population-level health insights that improve with every new user and every year of data.
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    Co-Investors: ICONIQ, Fidelity, Forerunner Ventures, Gradient Ventures

Function Health

AI-Driven Preventive Diagnostics

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    Function Health is reimagining preventive care by combining large-scale diagnostics with AI-powered interpretation. Instead of one-size-fits-all lab panels, the platform delivers individualized insights based on thousands of biomarkers tracked over time.
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    The result is a proactive health system designed to identify risk earlier and guide intervention before disease progression, shifting healthcare from episodic treatment to continuous optimization.
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    Co-Investors: Andreessen Horowitz, Menlo Ventures, FirstMark

SonderMind

Personalized Mental Health Platform

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    Mental healthcare is deeply personal, but historically under-optimized. SonderMind applies data and AI to match patients with the right providers, personalize care pathways, and improve outcomes across a fragmented system.
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    By integrating clinical data, provider performance, and patient feedback, SonderMind is building a scalable, evidence-driven mental healthcare platform designed for real-world impact.
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    Co-Investors: General Catalyst, Drive Capital, F-Prime

Whoever owns longitudinal biological data owns the future of healthcare. AI is what turns that data into foresight.

At JPM 2026, personalized health was not framed as wellness. It was framed as core healthcare infrastructure.

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3. Digital Health’s Second Act: Integration and Evidence

Digital health’s first wave was about access. The second wave is about outcomes.

Healthcare systems no longer want point solutions that live outside clinical workflows. They want platforms that integrate seamlessly, demonstrate measurable impact, and align with reimbursement models.

AI is enabling this shift from tools to systems. 

AV has invested in companies building the infrastructure layer of modern healthcare delivery:

Belong Health

Integrated Care for Complex Populations

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    Focus on high-need patient populations, combining clinical care, care coordination, and data-driven decision-making into a single integrated platform.
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    By aligning incentives across providers, payers, and patients, Belong delivers better outcomes while reducing total cost of care, exactly the type of model health systems are demanding.
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    Co-Investors: NEA, Sandbox Industries, Maverick Ventures

Honor 

Technology-Enabled Home Care Platform

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    Operational rigor, data infrastructure, and AI-driven workforce optimization brought to home-based care, one of the fastest-growing and most complex segments of healthcare.
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    The company integrates technology directly into care delivery, enabling scale, consistency, and quality across a traditionally fragmented market.
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    Co-Investors: Andreessen Horowitz, Thrive Capital, 8VC, Slow Ventures

Unlearn

AI-Powered Clinical Trials

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    Unlearn is transforming how clinical trials are run by using AI-generated digital twins: virtual representations of real patients built from historical clinical and biological data.
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    Instead of enrolling large placebo or control groups, Unlearn’s digital twins act as synthetic control arms, allowing trials to compare treated patients against statistically matched virtual patients. This dramatically reduces trial size, lowers cost, and shortens timelines, all while preserving scientific rigor and regulatory validity.
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    As drug development becomes more complex and expensive, digital twins represent a structural upgrade to clinical research itself. They enable faster, more efficient trials without compromising safety or efficacy, and are increasingly relevant across neurology, oncology, and rare disease development.
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    Co-Investors: 8VC, DCVC, Mubadala Capital

This is not about digitizing healthcare. It is about rebuilding it with intelligence embedded at the core.

At JPM 2026, digital health winners will be defined by integration, evidence, and durability.

4. Biotech is Now Geopolitical

For years, the global biotech industry has operated under a quiet assumption: that innovation flowed outward from the U.S. and Europe, and the rest of the world followed. JPM Healthcare 2026 made it unmistakably clear that this era is ending: biotech is now a geopolitical and global competitive game and Western incumbents no longer control the board.

Perhaps the most striking shift at JPM 2026 was how matter-of-factly China entered the conversation. Not as a risk footnote. Not as a low-cost outsourcing hub. But as a full-stack biotech competitor.

China is no longer “Emerging”, it has arrived, and Chinese biotechs routinely:

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    Run globally competitive oncology trials
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    Advance first-in-class or best-in-class assets
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    License programs to Big Pharma on equal footing

At JPM, this was no longer controversial, as it was a widely accepted reality. The question investors asked was no longer whether Chinese innovation matters, but how Western companies should respond. And that response is still forming.

What JPM 2026 revealed most starkly is that the traditional U.S. advantages, deep capital markets, elite science, and regulatory leadership are no longer unassailable.

Yes, the U.S. still leads. But:

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    Capital is more expensive
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    Clinical timelines are longer
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    Pricing pressure is intensifying
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    Policy uncertainty is rising

Meanwhile, other regions are optimizing for speed, cost, and scale. The result is a global biotech ecosystem that feels less hierarchical and more competitive than ever before.

One of the quiet takeaways from JPM 2026 is that biotech leadership has changed. Today’s CEO must understand not just biology and capital markets, but also international regulatory strategy, supply-chain geopolitics, cross-border data governance, and national security sensitivities around health innovation.

This is uncomfortable terrain for an industry that prides itself on science-first thinking. But it’s unavoidable.

What JPM 2026 Will Make Clear and What That Means for You

JPM 2026 was not just a conference about healthcare including AI, digital health, or biotech innovation. It was a signal that the operating environment for healthcare has fundamentally changed.

Across AI-native biotech, personalized health, digital care, and now geopolitically competitive innovation, the pattern was consistent:

The winners are not chasing trends. They are building systems. They are embedding AI at the core, not the edge. They are designed to withstand capital cycles, regulatory friction, and global competition.

What has changed is not simply how healthcare companies are built, but also it’s what they must be resilient against.

Innovation now happens in a world where:

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    Capital is more selective
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    Evidence matters earlier
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    Platforms must scale across borders
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    And scientific leadership is no longer geographically guaranteed

AI-native architecture is not just a speed advantage. It is becoming a defensive moat against cost pressure, slower incumbents, and increasingly, against global competitors operating with different constraints and incentives.

For investors, JPM 2026 reinforced a clear takeaway: the next generation of healthcare leaders will be defined yes by novelty and but even more by durability, whether technological, clinical, and strategic.

At Alumni Ventures, we are investing early in these AI-native healthcare companies through our Healthcare Fund, partnering with founders who are building enduring platforms in a more competitive, more complex global landscape.

For accredited investors looking to gain exposure to AI-native biotech, digital health, and healthcare infrastructure, the Alumni Ventures Healthcare Fund and HealthTech Syndicate offer direct access to these opportunities alongside leading venture firms.

The future of healthcare is already being built, and this is how you can invest in it too.


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