Saudi Arabia's Startup Boom: Why Global Capital Is Flowing into the Kingdom

Aug 4, 2026

Kholoud Hussein 

 

From fintech unicorns to AI-powered startups, Saudi Arabia is rapidly transforming from an emerging startup ecosystem into one of the world's fastest-growing venture capital destinations. Backed by Vision 2030, government reforms, sovereign capital and an increasingly sophisticated entrepreneurial ecosystem, the Kingdom is now attracting global investors at an unprecedented pace.

For decades, global investors associated Saudi Arabia with oil, infrastructure, and large-scale government projects. Today, that perception is changing rapidly. International venture capital firms, sovereign wealth funds, family offices, and institutional investors are increasingly looking beyond traditional sectors and directing billions of dollars toward Saudi startups, convinced that the Kingdom is entering a new era of innovation-led growth.

The shift is neither accidental nor temporary. It reflects years of structural reforms under Vision 2030, an expanding digital economy, a young and tech-savvy population, and an ambitious government determined to position Saudi Arabia as the innovation hub of the Middle East.

The numbers tell a compelling story.

According to the latest Saudi Venture Capital Report by MAGNiTT, sponsored by Saudi Venture Capital Company (SVC), Saudi startups secured $1.72 billion in venture capital funding across 257 investment deals during 2025—the highest annual funding ever recorded by a single country in the MENA region. Saudi Arabia also became the region's largest VC market in both capital deployed and transaction volume, accounting for nearly half of all venture capital invested across the Middle East and North Africa. More importantly, the investor base became its most international to date, reflecting growing confidence among global funds in the scalability of Saudi startups. 

Those figures are significant not only because they represent record-breaking capital inflows, but because they highlight the evolution of Saudi Arabia from an emerging ecosystem into a mature investment destination. Unlike previous years, when venture activity depended heavily on a handful of large funding rounds, capital in 2025 was distributed across a much broader range of startups and growth stages, suggesting that the ecosystem is developing greater depth and resilience. 

A Market Too Big to Ignore

International investors are increasingly attracted to Saudi Arabia for one fundamental reason: market opportunity.

With a population exceeding 35 million, one of the highest smartphone penetration rates globally, and a digital-first consumer base, Saudi Arabia offers startups immediate access to one of the largest and wealthiest domestic markets in the region. Unlike smaller Gulf economies, founders can achieve significant scale within Saudi Arabia before expanding internationally.

The Kingdom's digital transformation has further accelerated this momentum. Government-led initiatives in digital infrastructure, cloud computing, artificial intelligence, fintech regulation, logistics, and e-commerce have created fertile ground for startups capable of solving real market problems.

Officials have repeatedly emphasized that entrepreneurship has become a strategic pillar of economic diversification. Through organizations such as Monsha'at, SVC, the Public Investment Fund (PIF), and various accelerator programs, policymakers have worked to remove barriers to business creation while increasing access to capital throughout the startup lifecycle.

The results are becoming increasingly visible. Saudi Arabia is no longer competing simply as the Gulf's largest economy; it is competing to become one of the world's most attractive destinations for venture capital.

Government Capital Is Crowding In Private Capital

One of the defining characteristics of Saudi Arabia's startup success is that public investment has encouraged—not replaced—private investment.

Instead of directly funding every startup, government-backed institutions have focused on building an ecosystem capable of attracting domestic and international investors alike.

Saudi Venture Capital Company (SVC), established under the National Development Fund ecosystem, has become one of the Kingdom's most influential market enablers by investing through venture capital funds, private equity vehicles, venture debt, and direct financing initiatives. Its fund-of-funds model has significantly expanded the availability of growth capital while encouraging leading global investors to participate alongside Saudi institutions.

This catalytic approach has changed investor perceptions.

Rather than viewing Saudi Arabia as a government-driven market, international investors increasingly see an ecosystem supported by strong institutions, clear regulations, and improving exit opportunities.

MAGNiTT's latest analysis highlights that investor participation expanded dramatically during 2025, with international funds accounting for a growing share of venture transactions. The report notes that this broader investor base reflects rising confidence in the Kingdom's regulatory environment, startup quality, and long-term growth prospects. 

Global Funds Are Following the Winners

Perhaps the strongest signal of Saudi Arabia's investment maturity is the calibre of international investors now participating in funding rounds.

Major global firms—including Wellington Management, Blue Pool Capital, and several international growth funds—have joined financing rounds for Saudi startups, particularly in fintech and digital commerce. Their participation demonstrates that Saudi companies are no longer relying solely on local capital but are successfully competing for investment on a global stage. 

Delivery and quick-commerce platform Ninja secured one of the region's largest startup funding rounds, while fintech leader Tabby raised another mega-round that attracted international investors. Digital payments platform HALA also completed a major financing round, highlighting growing investor appetite for Saudi fintech infrastructure. Together, these deals have helped reshape international perceptions of the Kingdom's startup ecosystem—from a promising emerging market to one capable of producing regional category leaders. 

Yet perhaps the most encouraging development is that Saudi Arabia's growth story is no longer dependent on mega-deals alone. Funding activity has expanded across seed, Series A, and growth-stage investments, creating a healthier pipeline of companies capable of becoming the next generation of regional champions.

Where Global Capital Is Flowing—and Why

If the first phase of Saudi Arabia's startup journey was about proving the market's potential, the next phase is about identifying the sectors capable of generating regional champions and globally competitive companies. Investors are no longer asking whether Saudi Arabia has promising startups—they are asking which industries will produce the Kingdom's next unicorns.

The answer, increasingly, lies in sectors that align with both the Kingdom's structural economic transformation and global technology trends.

Fintech: The Cornerstone of Saudi Venture Capital

No sector has attracted more investor attention than fintech. As Saudi Arabia accelerates its transition toward a cashless economy, demand for digital payments, embedded finance, lending platforms, wealth management, and banking infrastructure continues to rise.

According to MAGNiTT and Saudi Venture Capital Company (SVC), fintech remained the Kingdom's largest venture capital recipient in 2025, accounting for more than $500 million in funding across dozens of transactions. The sector benefited from supportive regulation by the Saudi Central Bank and the Capital Market Authority, both of which have expanded regulatory sandboxes and licensing frameworks to encourage innovation.

Investors view Saudi fintech as more than a domestic opportunity. With financial inclusion expanding across the GCC and digital banking becoming mainstream, Saudi startups are increasingly developing solutions that can be exported throughout the region.

Among the most prominent examples is Tabby, whose latest funding round attracted leading international investors and pushed its valuation above the billion-dollar mark. While headquartered in the Gulf, the company's continued expansion in Saudi Arabia reflects the Kingdom's importance as the region's largest consumer market.

Digital payments platform HALA has also emerged as a strong example of investor confidence in Saudi financial infrastructure, while newer startups specializing in SME financing, accounting automation, payroll, and embedded finance are attracting increasing attention from regional and international funds.

AI Is Becoming the Next Investment Frontier

If fintech dominated the previous wave of venture investment, artificial intelligence (AI) is expected to define the next.

Saudi Arabia has made AI a national priority through its broader digital transformation agenda. Significant government investment in cloud infrastructure, data centers, semiconductor partnerships, and AI research has created an environment where startups can commercialize AI applications at scale.

International investors increasingly view Saudi Arabia not only as a market for AI adoption but also as a place where AI companies can be built.

Rather than funding generic AI businesses, investors are focusing on startups that apply artificial intelligence to real economic sectors, including healthcare, logistics, education, legal technology, financial services, and industrial operations.

This reflects a broader global trend: venture capital is shifting away from standalone AI models toward companies that embed AI into industry-specific products capable of generating recurring revenues.

Industry observers expect AI to become one of Saudi Arabia's fastest-growing venture categories over the next five years, particularly as enterprise adoption accelerates across both government and private sectors.

Enterprise Software Is Quietly Becoming a Powerhouse

While fintech captures headlines, enterprise software—often delivered through Software-as-a-Service (SaaS) platforms—is steadily becoming one of Saudi Arabia's most attractive investment opportunities.

Businesses across the Kingdom are digitizing operations at an unprecedented pace, creating strong demand for cloud-based accounting systems, HR platforms, procurement software, cybersecurity solutions, compliance tools, customer relationship management systems, and workflow automation.

Unlike consumer applications, enterprise software offers predictable subscription revenues, high customer retention, and scalable business models—all characteristics highly valued by venture investors.

Saudi Arabia's ambitious digitalization of both public and private sectors provides an expanding customer base for these companies, while GCC expansion offers additional growth opportunities without requiring major product adaptation.

Healthcare Innovation Moves Into Focus

Healthcare is another sector rapidly climbing investors' priority lists.

An ageing population, increasing healthcare expenditure, and growing demand for digital medical services have accelerated investment into healthtech startups offering telemedicine, AI diagnostics, digital pharmacies, hospital management systems, and preventive care solutions.

Vision 2030's emphasis on improving healthcare quality while increasing private-sector participation has created favorable conditions for entrepreneurs addressing long-standing challenges in healthcare delivery.

Global investors increasingly recognize that healthtech represents not only a commercial opportunity but also a strategic sector aligned with government priorities.

Logistics and Supply Chain Technology

Saudi Arabia's ambition to become a global logistics hub is also reshaping venture investment.

Massive infrastructure projects—including ports, airports, industrial zones, and logistics corridors—are creating demand for technology solutions capable of improving supply-chain efficiency.

Startups developing warehouse automation, freight technology, route optimization, inventory management, and cross-border commerce platforms are benefiting from this transformation.

Investors see logistics technology as one of the sectors with the strongest long-term potential, particularly as Saudi Arabia seeks to position itself as a gateway connecting Asia, Europe, and Africa.

Climate Technology Is Beginning to Attract Institutional Capital

Although still in its early stages compared with fintech and AI, climate technology is emerging as an increasingly important investment theme.

Saudi Arabia's commitments to sustainability, renewable energy, and carbon reduction are opening opportunities for startups specializing in clean energy, water management, waste recycling, smart agriculture, energy efficiency, and environmental monitoring.

Global institutional investors, many of whom now allocate capital according to environmental, social, and governance (ESG) principles, are expected to increase exposure to climate-focused Saudi startups as the market matures.

Analysts believe climate technology could become one of the Kingdom's fastest-growing venture sectors during the second half of this decade.

Investors Are Backing Ecosystems

Perhaps the most notable change is that international investors are no longer evaluating Saudi startups in isolation. Instead, they are investing in an ecosystem that has become increasingly interconnected.

The Kingdom now offers founders access to accelerators, incubators, venture studios, sovereign-backed investment vehicles, corporate innovation programs, university research centers, and specialized entrepreneurship initiatives.

Organizations such as Monsha'at, Saudi Venture Capital Company (SVC), Sanabil Investments, and leading private VC firms—including STV, Raed Ventures, and Impact46—have helped build a financing continuum that supports companies from idea stage through late-stage expansion.

This ecosystem reduces investment risk. International funds entering Saudi Arabia today find not only ambitious founders but also stronger governance, deeper pools of local capital, more experienced management teams, and an increasingly active network of strategic partners.

As a result, many global investors are shifting from opportunistic participation in individual funding rounds to establishing long-term investment strategies focused on Saudi Arabia.

The remarkable growth of Saudi Arabia's startup ecosystem is not merely the result of larger funding rounds or more active venture capital firms. It reflects a fundamental shift in how international investors perceive the Kingdom. Saudi Arabia is no longer viewed as an emerging opportunity on the fringes of global venture capital—it is increasingly regarded as a strategic market with the potential to produce the Middle East's next generation of technology champions.

This confidence is being reinforced by a combination of demographic strength, regulatory reform, sovereign backing, and a growing pipeline of experienced entrepreneurs who have already demonstrated their ability to build and scale successful businesses.

The Rise of a Second Generation of Founders

One of the clearest indicators of a maturing startup ecosystem is the emergence of repeat entrepreneurs. In the early years of Saudi venture capital, much of the market consisted of first-time founders navigating unfamiliar territory. Today, a growing number of entrepreneurs are launching second or third ventures after successful exits or leadership roles in high-growth companies.

For investors, this significantly reduces execution risk.

Founders with prior experience typically possess stronger operational discipline, deeper industry networks, and a better understanding of fundraising, governance, and scaling. Many have also attracted senior executives from established technology companies, strengthening the overall quality of startup leadership across the Kingdom.

This evolution mirrors the development of mature ecosystems such as Silicon Valley, London, and Singapore, where experienced founders have repeatedly launched successful businesses and mentored the next generation of entrepreneurs.

Government Reforms Have Reduced Investment Risk

Another reason international capital is flowing into Saudi Arabia is the country's increasingly investor-friendly regulatory environment.

Over the past several years, the Kingdom has introduced reforms aimed at simplifying company formation, strengthening intellectual property protections, improving bankruptcy procedures, expanding digital government services, and modernizing commercial legislation. These initiatives have made it easier for both entrepreneurs and investors to establish and grow businesses.

Regulators have also introduced sector-specific frameworks that encourage innovation while providing greater legal certainty. In fintech, for example, regulatory sandboxes have enabled startups to test new financial products under the supervision of the Saudi Central Bank (SAMA) and the Capital Market Authority (CMA). Similar regulatory support is emerging in areas such as digital health, mobility, and artificial intelligence.

For international investors, these reforms reduce one of the most significant barriers to entering emerging markets: regulatory uncertainty.

Sovereign Capital Is Catalyzing Private Investment

Perhaps the most distinctive feature of Saudi Arabia's venture ecosystem is the role played by sovereign-backed institutions in mobilizing private capital.

Rather than dominating the market, entities such as the Public Investment Fund (PIF), Saudi Venture Capital Company (SVC), Jada Fund of Funds, and Sanabil Investments have focused on building a sustainable investment ecosystem. Their strategy has been to act as cornerstone investors, encouraging private venture capital firms to deploy larger amounts of capital while attracting international co-investors.

This approach has created a multiplier effect.

According to SVC, every riyal committed through its investment programs is intended to crowd in additional private-sector funding, expanding the overall pool of capital available to startups. By strengthening local venture funds and supporting international partnerships, these institutions have helped create a more resilient financing environment that extends beyond government resources.

The result is an ecosystem where sovereign capital provides confidence, while private investors drive competition, specialization, and commercial discipline.

Saudi Arabia Is Becoming the GCC's Launchpad

Historically, many startups viewed Saudi Arabia as a market to enter only after establishing themselves elsewhere in the Gulf. That dynamic has shifted dramatically.

Today, an increasing number of founders are designing their businesses around Saudi Arabia from the outset, using the Kingdom as their primary market before expanding across the GCC.

Several factors explain this change.

Saudi Arabia's large population, high consumer spending, expanding digital economy, and strong government support provide startups with an opportunity to achieve meaningful scale domestically. Once successful in Saudi Arabia, businesses can leverage that experience to enter neighboring markets such as the United Arab Emirates, Kuwait, Bahrain, Oman, and Qatar.

For investors, this creates a compelling value proposition: portfolio companies can validate their products in one of the region's largest markets before pursuing regional expansion.

The Next Wave of Capital

While venture capital investment reached record levels in 2025, most analysts believe the market is still in the early stages of its growth cycle.

Industry forecasts suggest that annual venture funding could continue rising steadily over the remainder of the decade, supported by increasing participation from global institutional investors, sovereign wealth funds, corporate venture capital arms, and family offices.

Several structural trends are expected to fuel this expansion:

  • Greater adoption of artificial intelligence across industries. 
  • Accelerated digitalization of financial services. 
  • Expansion of enterprise software solutions. 
  • Growth in healthcare innovation. 
  • Increased investment in climate technologies and renewable energy. 
  • Continued development of logistics and supply-chain technology. 
  • Rising demand for cybersecurity solutions. 
  • The commercialization of deep-tech research emerging from Saudi universities and innovation centers. 

Some analysts also expect new sectors—such as robotics, space technology, semiconductor design, and advanced manufacturing—to begin attracting meaningful venture capital before the end of the decade, particularly as the Kingdom continues investing heavily in research and industrial diversification.

What Investors Want Has Changed

Global investors are also becoming more selective.

The era of funding growth at any cost has largely given way to an emphasis on sustainable business models, profitability, and capital efficiency. International venture firms increasingly seek startups with clear revenue models, disciplined spending, and strong corporate governance.

Saudi startups appear well positioned for this environment.

Many have been built during a period characterized by tighter capital markets, forcing founders to prioritize operational efficiency from the outset. Investors often view this as an advantage compared with startups that expanded rapidly during periods of abundant global liquidity.

Increasingly, the question for investors is no longer whether Saudi Arabia can produce successful startups—it is which companies will emerge as the Kingdom's next regional and global leaders.

Can Saudi Arabia Become the Region's Startup Capital by 2030?

Saudi Arabia's startup story is no longer defined by isolated success stories or record-breaking funding rounds. Instead, it has evolved into a broader economic transformation that is reshaping the Kingdom's position in the global innovation economy. The question facing investors today is not whether Saudi Arabia will remain an attractive venture capital destination, but whether it can sustain this momentum and emerge as one of the world's leading startup ecosystems by the end of the decade.

Increasingly, market participants believe the answer is yes.

An Ecosystem Reaching Critical Mass

One of the defining characteristics of successful startup ecosystems is the ability to generate a self-reinforcing cycle of entrepreneurship. Founders build companies, successful exits create wealth, experienced entrepreneurs become angel investors or venture capitalists, and a new generation of startups benefits from both capital and expertise.

Saudi Arabia is beginning to exhibit many of these characteristics.

The Kingdom now hosts hundreds of active startups across fintech, enterprise software, healthtech, logistics, e-commerce, AI, gaming, and climate technology. More importantly, the supporting infrastructure has matured considerably. Venture capital funds, accelerators, incubators, government initiatives, universities, corporate innovation programs, and regulatory sandboxes are increasingly interconnected, creating an ecosystem capable of supporting startups from ideation through regional expansion.

This institutional maturity has become one of Saudi Arabia's greatest competitive advantages.

According to Saudi Venture Capital Company (SVC), the Kingdom ranked first in the MENA region for venture capital funding in 2025, attracting $1.72 billion across 257 deals, equivalent to approximately 45% of all venture capital deployed across the region. The report also highlighted that Saudi Arabia led MENA in both investment value and transaction volume, reflecting the breadth of activity rather than reliance on a handful of mega-rounds.

Officials See Entrepreneurship as an Economic Imperative

Saudi policymakers increasingly view startups as a strategic pillar of economic diversification rather than a niche segment of the private sector.

Officials at SVC have consistently emphasized that expanding access to venture capital is essential to increasing private-sector participation, supporting innovation, and creating high-value employment opportunities. The organization has also highlighted the importance of developing a complete financing ecosystem that supports startups across every stage of growth—from seed funding to late-stage expansion.

Similarly, Monsha'at, the Kingdom's Small and Medium Enterprises General Authority, continues to position entrepreneurship at the center of Vision 2030. Through accelerator programs, entrepreneurial support services, training initiatives, and partnerships with local and international investors, the authority aims to increase the contribution of SMEs to GDP while strengthening Saudi Arabia's competitiveness as a regional innovation hub.

These initiatives are complemented by broader government investments in digital infrastructure, artificial intelligence, cloud computing, advanced manufacturing, and logistics—all of which expand the addressable market for technology startups.

Global Investors Are Looking Beyond Fintech

Although fintech remains the dominant venture capital sector, investor interest is becoming increasingly diversified.

Artificial intelligence is widely expected to become the next major investment wave, particularly following Saudi Arabia's commitment to becoming a global AI leader. Startups applying AI to enterprise software, healthcare, education, logistics, financial services, and industrial automation are expected to attract growing interest from both regional and international investors.

Climate technology is another sector gaining momentum. As the Kingdom advances its sustainability agenda under the Saudi Green Initiative and expands renewable energy investments, venture capital is expected to flow toward startups specializing in clean energy, carbon management, water technologies, circular economy solutions, and sustainable agriculture.

Healthcare innovation, cybersecurity, logistics technology, and deep-tech ventures are also forecast to attract increasing levels of investment as digital transformation accelerates across the economy.

Market observers increasingly argue that Saudi Arabia's future venture capital landscape will be more balanced, with multiple high-growth sectors contributing to ecosystem expansion rather than a single dominant industry.

The Exit Challenge—and Opportunity

Despite the remarkable progress, one challenge continues to shape investor conversations: exits.

For venture capital firms, successful exits—whether through acquisitions, mergers, or public listings—are critical to recycling capital into new startups. While Saudi Arabia has witnessed several high-profile acquisitions and IPOs in recent years, many investors believe the next stage of ecosystem maturity will depend on increasing the frequency and scale of these liquidity events.

Encouragingly, several developments suggest that the outlook is improving.

The expansion of the Saudi capital market, growing corporate appetite for acquisitions, and increasing participation from private equity firms are expected to create more exit opportunities for venture-backed companies over the coming years. If this trend continues, it could further accelerate international investor participation by demonstrating clear pathways to returns.

A Regional Hub with Global Ambitions

Saudi Arabia's ambition extends beyond becoming the largest startup market in the Middle East. Increasingly, policymakers and investors envision the Kingdom as a global innovation hub capable of attracting entrepreneurs, talent, and capital from around the world.

Major initiatives such as NEOM, The Garage, King Abdullah University of Science and Technology (KAUST), and a growing network of venture studios and innovation districts are designed to strengthen research commercialization, attract international entrepreneurs, and foster collaboration between academia, government, and the private sector.

Combined with continued investments from sovereign institutions, these initiatives are expected to enhance Saudi Arabia's competitiveness against established innovation centers in Europe, Asia, and North America.

While forecasting venture capital flows is inherently uncertain, the underlying fundamentals suggest that Saudi Arabia's startup ecosystem is positioned for sustained expansion.

A large domestic market, supportive public policy, sophisticated institutional investors, improving regulatory frameworks, and a growing pool of experienced entrepreneurs provide a strong foundation for future growth. As more international funds establish dedicated MENA strategies—and increasingly view Saudi Arabia as the region's anchor market—the Kingdom is likely to capture an even larger share of global venture capital directed toward emerging markets.

The coming years will undoubtedly present challenges. Global economic volatility, shifting monetary policy, geopolitical developments, and increased competition for capital will continue to influence investment decisions. Yet the resilience demonstrated by Saudi Arabia's startup ecosystem during periods of global uncertainty has strengthened investor confidence rather than weakened it.

To conclude, just a decade ago, Saudi Arabia was largely absent from conversations about global venture capital. Today, it stands at the center of the Middle East's innovation economy, attracting record levels of investment and producing startups capable of competing on a regional—and increasingly international—stage.

The Kingdom's transformation is being driven by more than capital. It reflects a deliberate strategy to build an ecosystem where entrepreneurs, investors, regulators, universities, and corporations work together to create long-term economic value.

For global investors, Saudi Arabia is no longer simply a promising frontier market. It is becoming a strategic destination where scale, policy support, technological adoption, and entrepreneurial ambition converge.

If the current trajectory continues, the next decade may not simply be remembered as the period when Saudi Arabia became the Middle East's largest startup ecosystem—it may be remembered as the decade when the Kingdom emerged as one of the world's most influential centers for innovation and venture capital.

 

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Latest Experts Thoughts

Synthetic Data vs AI Hallucination: What’s the Difference?

Ghada Ismail

 

As artificial intelligence becomes increasingly embedded in business, not everything an AI system generates should be taken at face value.

Two concepts often create confusion in this context: synthetic data and AI hallucination. Both involve information generated by AI rather than directly collected from the real world, but their roles could not be more different.

One is a tool that can help businesses overcome data limitations. The other is a reliability problem that can undermine trust in AI systems.

 

What Is Synthetic Data?

Synthetic data is artificially generated information designed to replicate the characteristics and patterns of real-world data.

Instead of collecting thousands of real customer transactions, for example, a startup could generate synthetic transactions that mimic realistic purchasing behavior. Similarly, an AI developer could create synthetic images, customer profiles or financial scenarios to train and test an AI model.

This can be particularly valuable for startups that lack access to large datasets or operate in areas where data is sensitive.

Synthetic data can help companies reduce data-collection costs, accelerate AI development and limit exposure to sensitive information. It can also allow developers to test AI systems across scenarios that may be difficult or expensive to reproduce in the real world.

However, synthetic data is only useful when it is representative and properly validated. Poor-quality synthetic datasets can reproduce errors, biases or unrealistic patterns.

 

What Is AI Hallucination?

AI hallucination is something very different.

It occurs when an AI model generates information that sounds convincing but is factually incorrect, unsupported, or completely fabricated.

An AI chatbot, for instance, might invent a statistic, cite a research paper that does not exist, or provide an incorrect explanation with complete confidence.

Hallucinations can occur because generative AI models are designed to predict and generate likely sequences of information. They do not automatically distinguish between what is true and what merely appears plausible.

For businesses, this can become a serious issue. An inaccurate AI-generated answer may be inconvenient in a consumer application but potentially damaging in areas such as financial services, healthcare, legal technology or enterprise decision-making.

 

Synthetic Data vs AI Hallucination

The simplest way to distinguish the two is intention and purpose.

Synthetic data is deliberately created. AI hallucination is an unintended output.

Synthetic data is generated for a specific purpose, such as training, testing, or simulating scenarios. It can be reviewed, measured, and validated before being used.

Hallucinations, by contrast, emerge during an AI system's operation and need to be detected, corrected, or prevented.

In other words, synthetic data can be an AI development asset, while hallucination is an AI reliability risk.

 

Why Does This Matter for Startups?

The distinction is especially important for startups building AI products.

Early-stage companies often face limited access to high-quality data. Synthetic data can provide a way to experiment and develop models without relying exclusively on costly or sensitive real-world datasets.

At the same time, startups must ensure that their AI products do not generate unreliable information. A hallucination can quickly erode customer confidence, particularly when an AI product is being used to make business or financial decisions.

Importantly, synthetic data does not automatically cause hallucinations. However, if synthetic datasets are poorly designed or contain unrealistic patterns, they can affect the quality of the models trained on them.

That makes data validation, testing, and human oversight critical throughout the AI development process.

 

One Is a Tool, the Other Is a Risk

Synthetic data and AI hallucination may both involve AI-generated information, but treating them as interchangeable misses a crucial distinction.

Synthetic data can help startups solve one of AI's biggest challenges: access to useful, scalable, and privacy-conscious data.

Hallucinations represent another challenge: ensuring that AI systems remain accurate and trustworthy.

As businesses move beyond experimenting with AI and begin deploying it in real-world operations, knowing the difference between data that was intentionally generated and information that was unintentionally invented will become increasingly important.

Beyond the peak: How high-water marks keep performance fees fair

Noha Gad

 

In the investment management world, it is common for fund managers to earn a performance fee when they generate strong profits for their clients, but this arrangement can create an unfair situation if those gains are later lost and then partially recovered. Without additional safeguards, a manager could collect a performance fee during a good year, see the portfolio value drop sharply in the following year, and then earn another performance fee simply by bringing the fund back to its earlier level even though investors have not truly benefited from any new gains.

The high-water mark is a widely used rule in hedge funds and other managed investment products that prevents this outcome by linking performance fees to real, additional value creation rather than temporary swings in portfolio value. This rule sets the highest value that the fund has ever reached as a benchmark, allowing managers to charge a performance fee only on profits that rise above that previous peak.

 

What is meant by a high-water mark?

This term refers to the highest level that a body of water reaches, but metaphorically, it refers to the peak value of an investment fund or the highest point of achievement.

In the business realm, the high-water mark is a benchmark investment funds use to ensure investors only pay performance fees when a fund’s value reaches a new peak. It ensures that investors do not have to pay performance fees for poor performance, but, more importantly, guarantees that investors do not pay performance-based fees twice for the same amount of performance.

For asset management companies, including a high-water mark in their fee structure can be a strong signal of fairness and alignment with investors, ultimately contributing to attracting and retaining capital in a competitive market.

From a managerial perspective, the high-water mark encourages a focus on sustainable, long-term performance rather than short-term increases that might be followed by sharp declines. As performance fees are only available after the fund exceeds its highest historical value, managers have a clear incentive to avoid strategies that generate volatile returns with large drawdowns.

 

Why do high-water marks matter?

High-water marks are widely viewed as a key investor protection in hedge funds and other performance-fee-based investment structures, and they bring several clear advantages for both investors and fund managers. This includes:

  • Protecting investors from paying twice for the same gains.
  • Aligning manager incentives with genuine outperformance.
  • Promoting more disciplined risk management.
  • Supporting long-term thinking over short-term spikes.
  • Enhancing trust and credibility with investors.
  • Encouraging clearer communication about performance.

 

In conclusion, the high-water mark is more than a technical fee detail; it is a core element of fair and transparent performance-based compensation in investment management. Setting the fund’s highest historical value as the threshold for performance fees ensures that managers are rewarded only for creating new gains, not for recovering past losses or simply returning to earlier levels.

For investors, this structure provides a clear safeguard against paying twice for the same performance and helps align the manager’s interests with their own long-term outcomes. For managers and firms, it encourages more disciplined risk-taking, supports a focus on sustainable growth, and can strengthen trust and credibility in a competitive market.

World Entrepreneurs Day: Saudi Arabia’s Entrepreneurial Rise Enters a New Phase

Ghada Ismail

 

Every entrepreneur starts with an idea, but an economy becomes truly entrepreneurial when those ideas translate into businesses, jobs, investment, and new industries.

For Saudi Arabia, that transition is becoming increasingly visible.

As the Kingdom marks World Entrepreneurs Day on 21 August 2026, entrepreneurship is no longer a marginal part of its economic diversification agenda. It has become one of the key mechanisms through which Saudi Arabia is seeking to build a more dynamic private sector, create employment opportunities and develop new sources of non-oil growth.

The latest figures suggest that this transformation is gathering momentum.

According to the Global Entrepreneurship Monitor (GEM), Saudi Arabia’s Total Early-stage Entrepreneurial Activity (TEA), which measures the proportion of people aged 18 to 64 who are either starting a business or running a new one, reached 28.9% in 2025, up from 26% in 2024. The rate has more than doubled from 12.1% in 2018, highlighting the rapid expansion of early-stage entrepreneurial activity over the past seven years.

That growth is supported by an even larger pool of potential entrepreneurs. Entrepreneurial intentions reached 48.5% in 2025, meaning nearly one in two working-age adults not already involved in entrepreneurial activity intended to start a business within the next three years.

The figures point to something broader than a startup boom: a shift in attitudes toward entrepreneurship itself.

GEM found that around nine in 10 adults in Saudi Arabia either know someone who has recently started a business, believe they have the skills and experience to do so, or see good opportunities to establish a company locally. The findings suggest that entrepreneurship is increasingly viewed not simply as an alternative to employment, but as a viable career and wealth-building path.

 

From intention to business creation

Intentions, however, only matter when they translate into businesses.

Here, Saudi Arabia's latest company formation figures provide another indication of momentum.

During the first half of 2026, 46,900 new companies were established in the Kingdom, according to the Saudi Competitiveness and Business Center. During the same six-month period, the center delivered more than 2.9 million services to businesses, registered 86,800 establishments and verified 3,500 online stores.

The numbers reflect an increasingly streamlined environment for entrepreneurs. The center now connects businesses to around 4,800 services through integration with 80 government entities, covering areas ranging from company formation and licensing to tax, zakat and commercial registration.

This infrastructure matters because entrepreneurship is shaped not only by access to capital, but also by how easy it is to turn an idea into a legally operating business.

Saudi Arabia's broader competitiveness indicators also point in the same direction. The Kingdom ranked 13th globally and third among G20 economies in the 2026 World Competitiveness Yearbook, while authorities say around 1,000 legislative, procedural and technological reforms have been implemented to improve the business environment.

 

Capital follows opportunity

The evolution of entrepreneurship can also be measured by the willingness of investors to back Saudi founders.

Saudi Arabia recorded its strongest venture capital year on record in 2025, with both funding and transaction activity reaching new highs, according to MAGNiTT. The Kingdom raised $1.72 billion across 257 venture capital deals, making it the largest venture capital market in MENA by both funding and deal activity.

The momentum continued into 2026, although the market became more selective.

MAGNiTT's H1 2026 Saudi Arabia Venture Capital Report found that funding declined 74% year on year to $219 million, while deal count fell 41% to 72 transactions. Despite the slowdown, Saudi Arabia remained one of MENA's most active venture markets, although its share of regional funding fell sharply from 49% in H1 2025 to 16% in H1 2026.

The changing funding landscape is important. A mature ecosystem is not necessarily one where funding rises every year. It is one where investors increasingly distinguish between scalable businesses, sustainable business models and companies that can generate long-term value.

 

The next challenge: building companies that last

Saudi Arabia's entrepreneurial story, therefore, is no longer simply about how many companies are being created.

The more important question is how many can survive, scale, and become major employers or regional businesses.

This is particularly relevant because GEM found that while the percentage of adults starting or running new businesses reached 28.9% in 2025, established business ownership fell to around one in eight adults, compared with around one in five a year earlier.

The gap highlights the next stage of Saudi Arabia's entrepreneurial journey: turning a high volume of early-stage activity into businesses that survive, scale and contribute to long-term economic growth.

Creating a company is only the first milestone. Entrepreneurs need access to follow-on funding, skilled talent, customers, technology and international markets if startups are to progress from early-stage ventures into durable businesses.

There are encouraging signs. Four in five Saudi new entrepreneurs surveyed by GEM anticipated employing more than five additional people within five years, pointing to strong growth and employment ambitions among the country's emerging business owners. At the same time, digital technology is becoming increasingly central to how these entrepreneurs reach customers and grow, with a similar proportion expecting to use more digital technology to sell their products in the following six months.

For World Entrepreneurs Day 2026, this may be the most important story behind the numbers.

Saudi Arabia is not simply producing more entrepreneurs. It is building the infrastructure, capital markets and institutional environment around them.

The Kingdom's next entrepreneurial chapter will be measured not only by the number of startups founded, but by the number that scale from local ideas into national champions, regional platforms and global companies.

That is where the real economic impact of Saudi entrepreneurship will ultimately be decided.

What Running Our Own AI and GPU Stack Taught Us About Managing Agentic AI

By: Ahmed Rashad, Sr. AI Specialist, Middle East & Africa at Nutanix

 

Have you seen this film before? A new technology arrives, powerful and effortlessly accessible. Departments spin up projects with minimal oversight from IT or finance. The first efforts reproduce old ways of working, and then somebody rethinks the workflow entirely, and the pace picks up. Then the invoice arrives, and the organization discovers it must bring things under control without cutting off access, because access is now how the work gets done.

 

That was the cloud, twenty years ago. It is gen AI today, on fast forward. What took cloud most of a decade is taking enterprises about eighteen months.

 

We watch this from two seats. We run our own AI workloads on our own GPUs, so we have made these mistakes with our own money. We also sit alongside a great many organizations making them at the same time, in different industries and under different regulatory regimes. The striking thing is how little the story varies.

 

Everyone’s first question is the wrong one

It is almost always “which model?”, and it is the question that matters least, because the answer changes every quarter.

 

The question that survives contact with production is what a unit of work costs. Not cost per token, but cost per resolved support ticket, per merged pull request, per document retrieved. The unit price keeps falling while total spend keeps climbing, because cheaper inference simply means more inference. Jevons would have recognized it immediately.

 

The same discipline applies to the benefit side. Where organizations measure carefully, the gains tend to land in a recognizable range: on the order of 10 to 15 percent for support teams, and 20 to 25 percent in feature delivery velocity for engineering teams. Those numbers are only worth quoting when they have been instrumented beforehand, against a baseline captured before deployment. Worth knowing: a randomized trial by METR found that experienced developers completed real tasks 19 percent slower with AI tools, while believing they had been 20 percent faster. If you cannot say how you measured, you have a feeling rather than a result.

 

Agents are not chatbots, and they do not fail like chatbots

This is the shift most organizations are unprepared for. A person using an assistant makes a request and receives an answer, and both the cost and the blast radius are bounded by their attention. An agent decides for itself how many steps to take, which systems to touch, and what to do with whatever it finds. The same instruction on a different day produces a different number of tool calls, a different bill, and a different set of side effects.

 

Which means the controls that work are the ones you would apply to a new joiner with production access, not the ones you would apply to software licenses. An identity for every agent, distinct from the human who launched it. Permissions scoped to each tool and each system, because MCP support is table stakes now, but speaking MCP and letting you grant

an agent read access there and write access nowhere are very different things. Budget ceilings that are enforced rather than alerted on. Traces detailed enough to reconstruct why an agent took eleven steps rather than three. And a human gate on anything irreversible.

 

The organizations getting this right have arrived at the same architectural conclusion independently. Those decisions cannot live inside each application. They belong at a single point that every agent’s requests pass through, so that policy, spend and audit are answered once for the whole estate rather than reimplemented project by project.

 

Running inference in production is a different discipline from running a pilot

A demo needs one model to work once. Production needs many models to work continuously, at predictable cost, while the field moves underneath you. Every organization we work with has replaced a model in production faster than it expected to, whether because of a cheaper open weight release, a regulatory constraint, or a change in vendor pricing. The ones who suffered were those who had welded a specific model to a specific location and a specific set of applications.

 

Flexibility here is not a luxury; it is the whole game: serving different models for different tasks, sizing endpoints to demand, and sharing GPUs across workloads through partitioning and scheduling rather than dedicating them. And, unfashionably, batch. Document classification, index rebuilds and evaluation runs do not care whether they complete at 14:00 or at 04:00. Defer them, and interactive workloads get the daytime capacity they need. Banks ran on this logic throughout the mainframe era. It was never wrong. It merely stopped being necessary when compute was cheap.

 

Location is becoming a variable, not a decision

Public cloud wins on speed and on access to the newest hardware. Other forces push the opposite way. Data residency and sovereignty requirements are no longer a compliance checkbox to be satisfied at the end of a project. For a growing number of organizations, they determine which workloads can exist at all, and where. Add data gravity, latency to customers, and the economics of sustained utilization, and owned or collocated infrastructure starts to look like the sensible home for a meaningful share of inference.

 

Meanwhile, a new class of specialized GPU providers has appeared, and some of the organizations we work with are becoming those providers themselves, turning regional advantage and spare capacity into a business of their own.

 

Nobody gets this allocation right at the first attempt. What matters is that getting it wrong stays cheap to correct: that a workload can move between owned, rented and regional infrastructure without being rewritten, and that governance follows it when it moves.

 

Do not build a walled garden

The temptation is to stand AI up as a separate estate, with its own tooling, its own rules and its own team, deliberately quarantined from everything else. There are two problems with that.

 

The first is that agents produce nothing of value until they can reach the systems and the data where your business actually runs. A wall built for safety very often becomes the reason a promising pilot never becomes production. The capability works. It simply is not allowed near anything that matters.

 

The second is the arithmetic of running everything twice. Two sets of policies, two audit trails, two places to look during an incident, and two opportunities for them to contradict each other, while the people who understand your controls best sit on the far side of the wall from the workloads that need them most.

 

The organizations moving fastest treat AI as a workload like any other, subject to the same access model, the same operational discipline and the same teams, with the controls that are specific to AI layered on top rather than rebuilt alongside.

 

Where that leaves us

There is no magic bullet for a technology moving this fast, and anyone selling one is selling something else. But the discipline transfers even when the tools do not. Measure cost per unit of work. Instrument your claims before you repeat them. Give agents identities, budgets and boundaries, enforced in one place. Keep models and workloads free to move. And govern all of it with your estate rather than beside it.

 

The film is on fast forward, and none of us gets to slow it down. But you can learn the genre well enough to see the twists coming, and avoid being the character who loses the plot.

What Is an Entrepreneur-in-Residence (EIR)?

Ghada Ismail

 

Starting a company usually means dealing with uncertainty from day one. There is no guaranteed market, no perfect product, and often no clear answer to what comes next. This is exactly where an Entrepreneur-in-Residence (EIR) can make a difference.

An EIR is an experienced entrepreneur who temporarily joins an organization such as a venture capital firm, accelerator, incubator, university, or large company. The idea is fairly simple: bring someone with real experience of building businesses into an environment where new ideas are being explored.

But an EIR is not just another adviser sitting in meetings and giving founders advice. Depending on the organization, they may be expected to find a business opportunity, test an idea, work with startups, build a product, or even create a new company.

 

So, What Does an EIR Actually Do?

There is no single job description for an Entrepreneur-in-Residence. The role can look very different from one organization to another.

At a venture capital firm, an EIR might spend time looking at new markets and technologies, meeting founders, helping portfolio companies, or developing a startup idea that the firm believes could have potential.

In other cases, the EIR may already have an idea. The organization provides access to its network, resources, funding, or expertise while the entrepreneur works on turning that idea into something viable.

 

EIR vs. Consultant: What’s the Difference?

The two roles can sound similar, but there is an important distinction. A consultant is usually brought in to solve a specific problem. They analyze the situation, provide recommendations, and move on to the next project. An EIR is generally much closer to the building process. They might spot an opportunity, test whether customers actually want the product, find potential co-founders, develop an early version of the business, and eventually launch it.

In other words, a consultant is often paid to advise, while an EIR may be expected to build.

 

Why Are Venture Capital Firms Interested in EIRs?

For VC firms, an EIR can be a way to create opportunities rather than simply wait for founders to walk through the door.

Experienced entrepreneurs often know how to recognize problems worth solving. They also understand what it takes to turn an early idea into a company. By bringing these people into the firm, investors can explore new sectors and business models from the inside.

There is another advantage: relationships.

An experienced entrepreneur usually brings a network of founders, engineers, executives, investors, and industry specialists. That network can be valuable when an idea starts moving from the whiteboard to the real world.

 

What Makes a Good EIR?

Being a successful founder is helpful, but it is not enough.

A good EIR needs to be comfortable with uncertainty. They need to know how to ask the right questions, test assumptions quickly, and recognize when an idea is not working.

Curiosity is just as important as experience. Markets change, technologies evolve, and what worked for a previous startup may not work for the next one.

Most importantly, an EIR needs to be willing to get their hands dirty. Building a company involves far more than having a good idea. It means speaking to customers, testing products, recruiting people, changing direction, and sometimes starting over.

 

To Wrap Things Up…

An Entrepreneur-in-Residence is essentially an experienced builder given the time, space, and resources to explore what could come next. For investors and organizations, it can be a way to uncover new opportunities while bringing entrepreneurial experience closer to the decision-making process. For entrepreneurs, it offers a chance to explore their next move without having to start entirely from zero.

As startup ecosystems become more sophisticated, the EIR model offers an interesting middle ground between building, investing, and exploring.