Cybersecurity – CB Insights Research https://www.cbinsights.com/research Thu, 23 Jan 2025 22:46:44 +0000 en-US hourly 1 Critical infrastructure is under attack: How operational technology (OT) security platforms are helping companies better prepare https://www.cbinsights.com/research/critical-infrastructure-cyberattacks-operational-technology-security-platforms/ Thu, 23 Jan 2025 22:42:17 +0000 https://www.cbinsights.com/research/?p=172647 Cyberattacks on critical infrastructure sectors — those considered vital to a country’s security and economy, such as healthcare, telecommunications, and utilities — pose a significant threat to national and economic security. These attacks can inflict damages costing billions of dollars. …

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Cyberattacks on critical infrastructure sectors — those considered vital to a country’s security and economy, such as healthcare, telecommunications, and utilities — pose a significant threat to national and economic security.

These attacks can inflict damages costing billions of dollars. Since 2017, every critical infrastructure cyberattack causing an estimated $1B+ in damages has affected the healthcare sector in some capacity, highlighting its particular vulnerability to digital threats.

Massive cyberattacks converge on healthcare: The estimated cost of the largest global infrastructure cyberattacks in terms of reported financial impact since 2017

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Software-defined vehicles are changing how cars are made — automakers will need to become tech companies to keep up with the competition https://www.cbinsights.com/research/software-defined-vehicle-auto-market-shifts/ Thu, 14 Nov 2024 14:56:49 +0000 https://www.cbinsights.com/research/?p=172087 The shift to software-defined vehicles (SDVs) — which use software instead of mechanical hardware to manage vehicle operations and features — marks a significant evolution in the automotive industry, driven by consumer demand for more connected and personalized vehicles, as …

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The shift to software-defined vehicles (SDVs) — which use software instead of mechanical hardware to manage vehicle operations and features — marks a significant evolution in the automotive industry, driven by consumer demand for more connected and personalized vehicles, as well as advances in autonomous driving capabilities.

By 2029, SDVs could account for as much as 90% of auto production, up from just 3% in 2021, per Morgan Stanley. However, the transition comes with steep challenges, such as the technical complexity involved and the need for strong cybersecurity measures to protect connected vehicles.

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The AI data center value chain: 12 high-momentum technologies powering the future of AI https://www.cbinsights.com/research/ai-data-center-value-chain-technologies/ Thu, 07 Nov 2024 16:49:59 +0000 https://www.cbinsights.com/research/?p=171975 The AI surge is resulting in a massive data center buildout, with US companies set to spend over $1T on this infrastructure in the coming years, per Goldman Sachs estimates. Big tech players Amazon, Google, Meta, and Microsoft spent $52.8B …

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The AI surge is resulting in a massive data center buildout, with US companies set to spend over $1T on this infrastructure in the coming years, per Goldman Sachs estimates. Big tech players Amazon, Google, Meta, and Microsoft spent $52.8B alone on capex in Q2’24, up 60% year-over-year thanks to AI. 

This spending is creating opportunities for growth across the AI data center value chain.

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3 trends to watch in the hot AI security market https://www.cbinsights.com/research/ai-security-trends-2024/ Tue, 08 Oct 2024 20:47:38 +0000 https://www.cbinsights.com/research/?p=171428 What you need to know: AI security is gaining importance as AI applications and threats grow. As generative AI matures, expect continued market growth and investment. Corporate VCs are actively investing in AI security startups, suggesting AI security is a …

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What you need to know:

  • AI security is gaining importance as AI applications and threats grow. As generative AI matures, expect continued market growth and investment.
  • Corporate VCs are actively investing in AI security startups, suggesting AI security is a priority for large enterprises as they look to address potential risks in AI development and deployment.
  • While exit activity in AI security has been limited so far, recent acquisitions and rising corporate interest indicate more M&A is likely on the horizon. High-potential startups like Lakera and Harmonic may be attractive acquisition targets.

One of the most notable cybersecurity categories at the moment is AI security.

Startups in the space have raised just over $350M across 21 deals YTD (as of 10/7/2024). This marks a big funding increase compared to prior years and has been driven almost entirely by early-stage activity

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Generative AI is upending old cybersecurity assumptions — here are the emerging themes and players to watch https://www.cbinsights.com/research/cybersecurity-startups-generative-ai-adoption/ Mon, 19 Aug 2024 21:16:41 +0000 https://www.cbinsights.com/research/?p=170438 The rapid rise of generative AI has driven a parallel increase in security vulnerabilities, making it a top priority for executives.   As new, hard-to-predict threats emerge from the nascent genAI space, so too do startups working on a broad range …

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The rapid rise of generative AI has driven a parallel increase in security vulnerabilities, making it a top priority for executives.  

As new, hard-to-predict threats emerge from the nascent genAI space, so too do startups working on a broad range of novel cybersecurity solutions — some of which protect against genAI risks, while others use genAI to build new defenses. 

But among these young companies, which are building the tech solutions that could eventually grow into their own cybersecurity markets? 

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Analyzing Cisco’s growth strategy: How the networking giant is betting on emerging infrastructure in AI and cybersecurity https://www.cbinsights.com/research/cisco-strategy-map-partnerships-investments-acquisitions/ Wed, 14 Aug 2024 17:44:35 +0000 https://www.cbinsights.com/research/?p=170314 Cisco is getting behind AI in a big way. For the networking leader, AI forms the crux of a multi-pronged strategy to steer away from pure hardware toward services and software, which offer expanded revenue streams. Cisco is investing in …

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Cisco is getting behind AI in a big way.

For the networking leader, AI forms the crux of a multi-pronged strategy to steer away from pure hardware toward services and software, which offer expanded revenue streams. Cisco is investing in pure-play AI infrastructure startups, forming AI partnerships, and embedding AI in its products.

Yet Cisco is going one step further by embracing an approach to AI computing centered on Ethernet and networking fabrics. These technologies could help handle the scale the speed demanded by data- and compute-intensive AI workloads. To this end, Cisco has partnered with chip leaders like Nvidia to help businesses manage AI clusters and deployments more easily. 

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Cybersecurity in 6 charts: Wiz’s mega-round buoys funding in the first half of the year https://www.cbinsights.com/research/cybersecurity-market-funding-exits-h1-2024/ Wed, 14 Aug 2024 17:31:39 +0000 https://www.cbinsights.com/research/?p=170346 One of the biggest funding stories so far this year is cloud security startup Wiz. In May, the company raised $1B at a $12B valuation — the largest cybersecurity equity funding round so far this year, driving quarterly equity funding …

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One of the biggest funding stories so far this year is cloud security startup Wiz. In May, the company raised $1B at a $12B valuation — the largest cybersecurity equity funding round so far this year, driving quarterly equity funding to its highest level since Q2’22.

Wiz also considered a $23B acquisition by Google, before walking away from the offer in July with plans to pursue an IPO. The news comes alongside rising cyber consolidation as cyber leaders look to keep up with an evolving attack surface, with M&A activity up 14% quarter-over-quarter (QoQ).

We break down the cybersecurity landscape in H1’24 across funding trends, mega-rounds, exits, and more using CB Insights data

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Future of the factory: The emerging technologies defining next-generation manufacturing https://www.cbinsights.com/research/future-of-the-factory-manufacturing/ Tue, 06 Aug 2024 22:36:04 +0000 https://www.cbinsights.com/research/?p=170146 The factory of tomorrow will look very different from the factory of today, driven by advances in artificial intelligence, automation, computing power, and connectivity.  Humans will still play a crucial role — but instead of assembling parts or operating machinery, they …

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The factory of tomorrow will look very different from the factory of today, driven by advances in artificial intelligence, automation, computing power, and connectivity. 

Humans will still play a crucial role — but instead of assembling parts or operating machinery, they will maintain robots and keep them running.

In these future factories, robots coordinate in unison, completing work automatically — without breaks, every hour of the day — to get products out the door. 

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Future of the workforce: How AI agents will transform enterprise workflows https://www.cbinsights.com/research/report/future-workforce-ai-agents/ Wed, 31 Jul 2024 20:35:51 +0000 https://www.cbinsights.com/research/?post_type=report&p=170049 Prefer to listen in? Check out our discussion of the report here:  An empowered digital workforce would reshape industries as we know them. The implications would be enormous, changing how companies hire and scale, as well as what they can …

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Prefer to listen in? Check out our discussion of the report here: 



An empowered digital workforce would reshape industries as we know them. The implications would be enormous, changing how companies hire and scale, as well as what they can achieve with a small headcount. 

That future isn’t too far off. 

The idea of autonomous AI agents — LLM-powered bots that can independently reason and execute tasks — caught on like wildfire in 2023, marking an important evolution beyond chatbots and copilots. 

OpenAI CEO Sam Altman has described agents as “AI’s killer function” as recently as May 2024.  

While much of the tech remains limited in its ability to execute tasks reliably, use cases are gaining traction in horizontal enterprise applications like customer support, sales, and engineering.

We mined CB Insights startup, financing, business model, and buyer interview data to map the evolving landscape and analyze its future. 

In the 28-page report, we cover: 

  • The state of AI agents: Investment is surging to companies in the space, but limitations — most notably, agent reliability — remain. 
  • Leading horizontal applications and impacts: The landscape of VC-backed agent startups is dominated by a focus on horizontal applications — across sales, customer support, and other enterprise and general productivity workflows.
  • Emerging industry applications and opportunities: While few agentic companies focus on single industries, companies are emerging to target workflows across financial services, industrials, and more. 

Download the full report to get all of the data and analysis.

THE FUTURE OF THE WORKFORCE

Get the free report to see how AI agents are tackling enterprise workflows across industries.

AI agents tackling the future of enterprise workflows

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Analyzing In-Q-Tel’s investment strategy: Where the global security investor is betting to enhance the national security of the US and its allies https://www.cbinsights.com/research/in-q-tel-iqt-investment-strategy/ Fri, 26 Jul 2024 21:08:18 +0000 https://www.cbinsights.com/research/?p=169951 In-Q-Tel (IQT) is a non-profit strategic intelligence and defense investor that focuses on technologies relevant to national security. It helps its government partners, ranging from the US Space Force to the National Security Agency (NSA), implement these technologies. Beyond relevance …

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In-Q-Tel (IQT) is a non-profit strategic intelligence and defense investor that focuses on technologies relevant to national security. It helps its government partners, ranging from the US Space Force to the National Security Agency (NSA), implement these technologies.

Beyond relevance to government agencies, IQT’s investment activity has historically pointed to next-gen technologies that have the potential to be developed for use beyond the public sector.

IQT has participated in over 50 disclosed deals since the beginning of 2022, with many of its investments falling into areas categorized as “deep tech” — cutting-edge technologies rooted in scientific or engineering advances, such as biotech and quantum computing.

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Here’s how much executives are paying for LLM security — and who they’re buying from https://www.cbinsights.com/research/llm-security-pricing/ Wed, 22 May 2024 17:45:56 +0000 https://www.cbinsights.com/research/?p=169016 Enterprises deploying large language models (LLMs) are moving to secure their AI applications against emerging cybersecurity threats.  These threats include data poisoning (corrupting or modifying training data to compromise the model), jailbreaking (tricking the LLM into producing malicious outputs that …

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Enterprises deploying large language models (LLMs) are moving to secure their AI applications against emerging cybersecurity threats. 

These threats include data poisoning (corrupting or modifying training data to compromise the model), jailbreaking (tricking the LLM into producing malicious outputs that bypass safety protocols), and prompt injection (manipulating the input prompt to override the LLM’s original instructions).

Companies offering generative AI-powered solutions face high stakes, as security incidents could lead to compromised AI models, sensitive data loss, or reputational damage. A notable example occurred when Samsung banned use of generative AI tools after employees disclosed meeting notes and proprietary code to OpenAI’s ChatGPT last year.

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Midyear Tech Outlook: Where Industry Activity is Heating Up https://www.cbinsights.com/research/briefing/webinar-midyear-tech-trends-2024/ Mon, 13 May 2024 19:25:51 +0000 https://www.cbinsights.com/research/?post_type=briefing&p=168972 The post Midyear Tech Outlook: Where Industry Activity is Heating Up appeared first on CB Insights Research.

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Humanoids and industrial cybersecurity are driving a surge in advanced manufacturing funding https://www.cbinsights.com/research/advanced-manufacturing-tech-trends-q1-2024/ Thu, 25 Apr 2024 21:16:53 +0000 https://www.cbinsights.com/research/?p=168695 Advanced manufacturing funding soared in Q1’24, rebounding 47% QoQ to reach $2.2B. Driving the upswing: Humanoid robot funding has reached a record annual level just 4 months into the year, while investment in the operational technology (OT) security tools that …

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Advanced manufacturing funding soared in Q1’24, rebounding 47% QoQ to reach $2.2B.

Driving the upswing: Humanoid robot funding has reached a record annual level just 4 months into the year, while investment in the operational technology (OT) security tools that can help protect them has already outpaced the previous 2 years combined.

Despite the gains, sector-wide deal count fell to its lowest quarterly level since 2016. This mirrors the broader pullback in venture dealmaking globally

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Analyzing Boeing’s high-stakes bets to recover from crisis and reimagine aviation with emerging tech https://www.cbinsights.com/research/boeing-strategy-map-investments-partnerships-acquisitions/ Tue, 16 Apr 2024 17:16:50 +0000 https://www.cbinsights.com/research/?p=168412 Dark clouds loom over Boeing. The company has faced multiple high-profile incidents over the past 6 years — including crashes involving its planes and a fuselage blowout. This series of events has resulted in a decline in consumer trust, aggravated airlines, and lost sales to rival Airbus. Amid …

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Dark clouds loom over Boeing.

The company has faced multiple high-profile incidents over the past 6 years — including crashes involving its planes and a fuselage blowout. This series of events has resulted in a decline in consumer trust, aggravated airlines, and lost sales to rival Airbus.

Amid these challenges, Boeing has shaken up its corporate leadership and moved to improve its manufacturing quality. For instance, the company is exploring a reintegration with Spirit AeroSystems to help address production flaws.

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The grid tech market map: The companies tackling the growing need for reliable electricity https://www.cbinsights.com/research/grid-tech-market-map/ Thu, 28 Mar 2024 20:34:44 +0000 https://www.cbinsights.com/research/?p=167478 There are significant risks ahead for the electrical grid. Threats to grid stability are escalating due to more extreme weather events and sophisticated cyber attacks. Increasing electricity demand due to data centers and electric vehicles exacerbates these challenges, while the global …

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There are significant risks ahead for the electrical grid.

Threats to grid stability are escalating due to more extreme weather events and sophisticated cyber attacks. Increasing electricity demand due to data centers and electric vehicles exacerbates these challenges, while the global push toward sustainable — yet intermittent — power sources like solar and wind adds further complexities.

There is an urgent need for more power generation diversity and delivery system reliability, as exemplified by incidents like the 2021 Texas freeze and the 2022 California heatwave.

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Quantum computing is a venture bright spot — we break down its recent funding surge in 5 charts https://www.cbinsights.com/research/quantum-computing-funding-deal-trends-2023/ Mon, 25 Mar 2024 14:36:04 +0000 https://www.cbinsights.com/research/?p=168070 Quantum computing is becoming an investor darling. Funding to the space set a new record in 2023 — bucking the broader decrease in venture funding for the second year in a row.   While still a nascent technology, startups are …

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Quantum computing is becoming an investor darling.

Funding to the space set a new record in 2023 — bucking the broader decrease in venture funding for the second year in a row.  

While still a nascent technology, startups are pursuing a broad range of potential use cases for quantum computing (which process information in a fundamentally different way to typical computers) across numerous industries — from training AI models more efficiently to simulating otherwise hard-to-model chemical reactions to quickly solving complex logistics problems, among many others.

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The hardware security market map https://www.cbinsights.com/research/hardware-security-market-map/ Tue, 20 Feb 2024 17:20:22 +0000 https://www.cbinsights.com/research/?p=167098 Threats to company hardware — e.g., servers, chips, and hard drives — abound. For example, some attackers are creating counterfeit hardware that companies are incorporating into their IT infrastructures. These devices often contain backdoors that can be exploited to access …

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Threats to company hardware — e.g., servers, chips, and hard drives — abound.

For example, some attackers are creating counterfeit hardware that companies are incorporating into their IT infrastructures. These devices often contain backdoors that can be exploited to access company systems. Attackers are also finding ways to modify existing devices to gain unauthorized access. Meanwhile, elements like outdated password practices and firmware-level exploits are introducing additional vulnerabilities.

These hardware attacks can be incredibly damaging.

Compromised hardware can undermine all other cybersecurity defenses in place, granting cybercriminals direct access to sensitive information. Hardware attacks can also allow attackers to gain direct control of a device and even those connected to it in some cases, putting entire systems at risk of infiltration and disruption.

Meanwhile, the risks facing company hardware are intensifying with the development of new technologies. For example, quantum computers could eventually become capable of cracking some types of encryption in a fraction of the time it would take a conventional computer — complicating everyday challenges like user verification, access control, handling data, and more.

As a result, companies are turning to hardware security solutions to protect their physical devices and prevent unauthorized access to enterprise systems.

In the market map below, we identify 144 hardware security vendors operating across 15 categories.

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Hardware security market map

Note: This map includes public companies, private startups, and exited companies that continue to operate independently. It is not intended to be exhaustive of the space and categories are not mutually exclusive.

Key takeaways

  1. Hardware security markets are in varying stages of development. For example, post-quantum cryptography saw an influx of early-stage investment activity last year, while the hardware security modules market is dominated by more legacy firms.
  2. More industries — from manufacturing to automotive — are embracing connected products, bringing internet of things (IoT) security front and center. Among highlighted markets, IoT security has seen the most equity deals over the past year (15 deals).
  3. Access control is becoming more central to hardware security. Companies are increasingly moving IP assets and computing operations to the cloud, which is creating a new set of security challenges. Consequently, several different markets are now focused on managing user credentials and permissions for cloud applications to uphold hardware security — e.g., enterprise key management, passwordless authentication tools, and biometric identity.

Market descriptions

Enterprise key management

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6 cybersecurity markets gaining momentum in 2024 https://www.cbinsights.com/research/cybersecurity-market-momentum-2024/ Mon, 05 Feb 2024 18:53:33 +0000 https://www.cbinsights.com/research/?p=166769 The threat of AI-enabled attacks looms large over businesses. As AI increases the frequency and sophistication of cyber threats, investors are looking to emerging cybersecurity solutions to help enterprises prevent costly breaches. Advancements in generative AI are also carving out …

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The threat of AI-enabled attacks looms large over businesses.

As AI increases the frequency and sophistication of cyber threats, investors are looking to emerging cybersecurity solutions to help enterprises prevent costly breaches. Advancements in generative AI are also carving out new cybersecurity needs, requiring companies to protect their data, models, and how employees use third-party tools.

Regulation from oversight bodies — like the SEC’s new rules governing cyber risk management and incident disclosure — is also a key driver for investors backing cybersecurity startups.

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Cybersecurity in 8 charts: Funding is rebounding from its mid-year slump https://www.cbinsights.com/research/cybersecurity-tech-trends-q3-2023/ Mon, 11 Dec 2023 21:59:45 +0000 https://www.cbinsights.com/research/?p=164950 Cybersecurity funding rose while deal count largely remained flat QoQ in Q3’23. Despite the increase, cybersecurity startups secured just $5.7B in the first 3 quarters of 2023, down 58% from the same period in 2022. While cybersecurity M&A exits declined …

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Cybersecurity funding rose while deal count largely remained flat QoQ in Q3’23.

Despite the increase, cybersecurity startups secured just $5.7B in the first 3 quarters of 2023, down 58% from the same period in 2022.

While cybersecurity M&A exits declined in Q3’23, the sector saw one of its largest M&A deals to date: Cisco acquired Splunk for $28B to beef up its AI capabilities.

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Why identity and access management is critical as enterprises move toward zero trust https://www.cbinsights.com/research/identity-access-management-iam-zero-trust/ Mon, 11 Dec 2023 19:42:52 +0000 https://www.cbinsights.com/research/?p=164837 Employees represent one of the greatest cyber risks for businesses. Nearly 75% of cyberattacks involve the element of human error, which includes compromised credentials and privilege abuses, according to Verizon.  To prevent and defend themselves against these security vulnerabilities, enterprises …

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Employees represent one of the greatest cyber risks for businesses. Nearly 75% of cyberattacks involve the element of human error, which includes compromised credentials and privilege abuses, according to Verizon. 

To prevent and defend themselves against these security vulnerabilities, enterprises are increasingly adopting identity & access management (IAM) solutions, which ensure that the right individuals have access to the right resources at the right time.

IAM solutions are foundational to a zero-trust cybersecurity framework, where each entity is authenticated before being granted permission to corporate resources. More organizations are moving toward this standard as a proactive security measure. Last year, for instance, the US federal government advised all agencies to adopt a zero-trust model by fiscal year 2024. 

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The endpoint security market map https://www.cbinsights.com/research/endpoint-security-market-map/ Fri, 03 Nov 2023 17:59:06 +0000 https://www.cbinsights.com/research/?p=164377 With the rise of remote workforces, endpoint security — protecting devices used in the workplace, ranging from laptops, tablets, and smartphones to IoT products — has become a big topic for enterprises. Beyond employee devices, the growing number of connected …

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With the rise of remote workforces, endpoint security — protecting devices used in the workplace, ranging from laptops, tablets, and smartphones to IoT products — has become a big topic for enterprises.

Beyond employee devices, the growing number of connected products across industries like manufacturing and healthcare is driving the need for stronger endpoint security solutions.

But tackling endpoint security is a bigger task than just securing devices — users themselves also pose a risk. According to Verizon, nearly 75% of cyberattacks involve an element of human error. To help counter this, vendors are springing up in tech markets like enterprise password managers and security awareness training that aim to reduce employees’ vulnerability.

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The state of cybersecurity in 5 charts https://www.cbinsights.com/research/cybersecurity-market-funding-exits/ Thu, 28 Sep 2023 21:07:45 +0000 https://www.cbinsights.com/research/?p=163367 The cybersecurity space is starting to see some positive momentum. For the first time in over a year, quarterly deal activity showed positive gains quarter-over-quarter (QoQ) in Q2’23. This is even more significant in the context of the broader venture …

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The cybersecurity space is starting to see some positive momentum.

For the first time in over a year, quarterly deal activity showed positive gains quarter-over-quarter (QoQ) in Q2’23. This is even more significant in the context of the broader venture market, which saw deal volume decline over the same time period. 

Another bright spot in the quarter was M&A exits, which jumped as enterprise tech behemoths snapped up cybersecurity startups to expand their capabilities.

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The data security market map https://www.cbinsights.com/research/data-security-market-map/ Wed, 06 Sep 2023 20:42:29 +0000 https://www.cbinsights.com/research/?p=162934 Enterprises face threats to their data on all sides, from employee errors inside the business to outside hackers exploiting system vulnerabilities. The price is substantial and growing. Data breaches now cost nearly $4.5M on average, up 15% over the last …

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Enterprises face threats to their data on all sides, from employee errors inside the business to outside hackers exploiting system vulnerabilities.

The price is substantial and growing. Data breaches now cost nearly $4.5M on average, up 15% over the last 3 years, according to a recent IBM report.

At the same time, regulations such as HIPAA in healthcare, Payment Card Industry (PCI) standards, and the EU’s GDPR impose hefty fines for companies that do not secure their data properly.

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The industrial internet of things (IIoT) market map https://www.cbinsights.com/research/industrial-internet-of-things-iiot-market-map/ Wed, 16 Aug 2023 23:05:36 +0000 https://www.cbinsights.com/research/?p=162403 At the heart of “Industry 4.0” — the latest wave of manufacturing digitization — lies the industrial internet of things (IIoT), an interconnected system of sensors, instruments, and other devices that merges automation and artificial intelligence to power smart factories and …

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At the heart of “Industry 4.0” — the latest wave of manufacturing digitization — lies the industrial internet of things (IIoT), an interconnected system of sensors, instruments, and other devices that merges automation and artificial intelligence to power smart factories and process plants.

This system not only enables industrial companies to collect data but also helps them analyze it to boost efficiency and sustainability. These functionalities are particularly notable for manufacturing plants given that vast quantities of their data typically go unused

In the market map below, we identify 112 IIoT vendors operating across 11 categories.

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How are enterprises making cloud security purchasing decisions? https://www.cbinsights.com/research/cloud-security-buyer-perspectives/ Tue, 15 Aug 2023 20:12:25 +0000 https://www.cbinsights.com/research/?p=162555 News emerged last month that Orca Security is suing its cloud security rival Wiz for patent infringement. Orca claims Wiz copied its product.  Wiz landed a $10B valuation in February just 3 years after its founding. Orca was last valued …

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News emerged last month that Orca Security is suing its cloud security rival Wiz for patent infringement. Orca claims Wiz copied its product. 

Wiz landed a $10B valuation in February just 3 years after its founding. Orca was last valued at $1.8B in 2021. 

Both are part of a group of cybersecurity startups — like Aqua Security and Lacework — that have grown rapidly with the cloud computing wave. 

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