What is neuromorphic computing and why is it important?

Neuromorphic computing refers to computer hardware designed to mimic the structure and function of the human brain. Unlike traditional computing, which processes information sequentially, neuromorphic systems process information in parallel, similar to how our brains work. This makes them incredibly energy-efficient and powerful for certain tasks, especially AI applications. As artificial intelligence becomes more complex, the energy demands of traditional chips are becoming unsustainable—neuromorphic computing offers a potential solution to this growing problem.

What makes this group of stocks different from general tech stocks?

While general tech stocks might include software companies, social media platforms, and various technology services, this group specifically focuses on the hardware ecosystem needed to build brain-inspired computing systems. It includes companies that design specialized neuromorphic chips (like Intel with its Loihi chip), the foundries that manufacture these advanced chips (like TSMC), and the equipment makers that create the tools needed to produce them (like ASML). This gives you focused exposure to a specific technological revolution rather than broad tech sector exposure.

Why is there so much interest in energy-efficient AI hardware?

Training modern AI systems requires enormous computing power and energy. For example, training a single large language model can consume as much electricity as hundreds of homes use in a year and cost millions of dollars in computing resources. As AI continues to advance, this energy consumption becomes both environmentally and economically unsustainable. Neuromorphic computing, which mimics the brain's efficiency, could potentially run AI systems using a fraction of the energy, making advanced AI more accessible and sustainable.

What is a semiconductor foundry?

A semiconductor foundry is a factory that manufactures the physical silicon chips (semiconductors) designed by other companies. Companies like TSMC and GlobalFoundries are "pure-play" foundries that don't design their own chips but instead manufacture chips for companies that don't have their own manufacturing facilities (called "fabless" companies). This manufacturing requires extremely specialized equipment and clean rooms, with some advanced chips having features just a few atoms wide. As neuromorphic computing advances, these foundries become increasingly important for turning innovative designs into physical products.

What's the difference between neuromorphic chips and regular computer chips?

Regular computer chips (like those in most PCs and phones) are based on the von Neumann architecture, where memory and processing are separate, requiring constant data movement between them. This creates a bottleneck and consumes significant energy. Neuromorphic chips, by contrast, integrate memory and processing together—similar to how neurons and synapses work in the brain—allowing for parallel processing and dramatically reduced power consumption. They're specifically designed for tasks that mimic human cognition, like pattern recognition and sensory processing, making them ideal for many AI applications.

15 handpicked stocks

Neuromorphic Computing Stack

Discover companies pioneering brain-inspired computing technology that's reshaping AI hardware. These carefully selected stocks represent innovators across the semiconductor ecosystem, all focused on creating more efficient, powerful chips to meet the growing demands of artificial intelligence.

Han Tan | Market Analyst

Published on June 17

Top Picks from This Group

Here are a few of the assets in this group. Create an account to unlock the full list.

NVIDIA Corporation

NVDA

Current price

$188.95

A leader in AI and accelerated computing, providing the foundational hardware essential for developing and deploying neuromorphic technologies.

Intel Corporation

INTC

Current price

$36.46

Directly develops and researches neuromorphic processors, such as its Loihi chip series, which mimic the adaptive nature of the human brain.

Taiwan Semiconductor Manufacturing Co.

TSM

Current price

$287.87

As the world's leading semiconductor foundry, it manufactures the advanced, power-efficient chips designed by most neuromorphic hardware companies.

ASML Holding NV

ASML

Current price

$1,029.75

Micron Technology Inc.

Current price

$182.33

Advanced Micro Devices, Inc.

AMD

Current price

$170.56

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12 Month Growth Potential

Use the growth calculator to see how much investing in these assets could return over one year, based on aggregated analyst sentiment provided by Refinitive Ltd.

If you invested across these assets:

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In 12 months it might be worth:

$1,000.00

+11.05%

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About This Group of Stocks

Our Expert Thinking

The future of AI requires a fundamental shift in hardware. Traditional computing can't sustainably support AI's massive energy demands. Neuromorphic technology addresses this by mimicking the brain's efficiency, creating a powerful investment opportunity as companies race to build more sustainable AI infrastructure.

What You Need to Know

This collection represents the entire neuromorphic value chain—from chip designers and manufacturers to equipment makers and memory providers. The portfolio balances established tech giants with specialized players, capturing both immediate market leaders and companies developing tomorrow's breakthrough technologies.

Why These Stocks

These companies were selected based on their critical roles in developing or enabling neuromorphic computing. Each represents an essential piece of the ecosystem needed to advance brain-inspired technology, from research pioneers like Intel with its Loihi chip to foundries like TSMC that manufacture these complex processors.

Group Performance Snapshot

11.05%

Average 12 Month Profit

On average, analysts expect assets in this group to grow 11.05% over the next year.

13 of 15

Stocks Rated Buy by Analysts

13 of 15 assets in this group are rated Buy by professional analysts.

15.1% vs 4%

Group Growth vs Bank interest

This group averaged a 15.1% return last month, beating the typical 4% bank rate.

Source: Analyst sentiment is provided by Refinitiv Ltd, a global leader in financial market data with over 40k business clients. Refinitiv Ltd is an independent third party to Nemo. This is not advice.

Why You'll Want to Watch These Stocks

💡

The AI Power Crisis Solution

As AI models grow exponentially larger, their energy demands become unsustainable. These companies are racing to solve this critical bottleneck with brain-inspired chips that could deliver 1000x greater efficiency.

🚀

Early in a Massive Shift

Neuromorphic computing isn't just another tech trend—it's a fundamental redesign of computer architecture that hasn't changed in decades. You're looking at the companies leading a once-in-a-generation hardware revolution.

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The Complete Value Chain

Most tech investments focus on a single company or sector. This carefully curated group gives you exposure to the entire neuromorphic ecosystem—from chip designers and foundries to equipment makers and memory providers.

Get the full story on this Basket. Read our detailed article on its risks and potential.

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