Saudi Arabia’s SME Revolution: How Small Businesses Are Becoming Engines of the Kingdom’s New Economy

Aug 11, 2026

Kholoud Hussein

 

For decades, the Saudi economy was defined by scale. Large oil companies, government spending and mega-projects shaped the Kingdom’s economic landscape, while small and medium-sized enterprises remained an important but comparatively secondary component of the private sector.

That equation is changing.

Across Riyadh, Jeddah, Dammam and the Kingdom’s emerging economic centers, a new generation of entrepreneurs is building businesses that are increasingly embedded in the infrastructure of the Saudi economy. They are developing payment systems, digitizing commerce, creating logistics networks, transforming healthcare delivery, developing artificial-intelligence applications, supporting tourism and entertainment, and providing technology to businesses that previously had limited access to sophisticated digital services.

The significance of this transformation goes well beyond the number of startups being created. Saudi Arabia is gradually building an entrepreneurial economy in which SMEs are becoming employers, technology providers, suppliers, exporters and, increasingly, investment assets in their own right.

By the end of the third quarter of 2025, the Kingdom had 1.7 million commercial registrations, while SMEs employed more than 8.4 million people, according to Monsha’at. The scale of the business base is particularly notable when compared with the roughly 429,000 SMEs recorded in 2016, according to data cited in a 2026 Saudi British Bank analysis of the National Transformation Program.

At the same time, Saudi Arabia has emerged as the Middle East and North Africa’s leading venture-capital market. Saudi startups attracted a record $1.72 billion across 257 transactions in 2025, marking a 145% increase in funding from the previous year and the highest level ever recorded for a single MENA market, according to MAGNiTT data sponsored by Saudi Venture Capital Company (SVC).

Those numbers point to a profound shift: the Kingdom is no longer simply trying to encourage people to establish businesses. It is attempting to create companies capable of scaling, attracting institutional capital, generating employment, solving structural economic gaps and eventually becoming major economic actors.

From Vision 2030 beneficiaries to economic contributors

The transformation of the SME sector has been embedded in Saudi Arabia’s economic strategy from the beginning of Vision 2030.

Monsha’at, established in 2016 to regulate, support and develop the SME sector, has been tasked with helping raise SMEs’ contribution to GDP from around 20% to 35% by 2030. The authority identifies three structural challenges—human capabilities, government bureaucracy and access to financing—as central issues that need to be addressed if smaller businesses are to become a larger force in the economy.

The target is important because it changes the definition of economic diversification.

Diversification is not simply about replacing one large source of national income with another. A genuinely diversified economy requires thousands of businesses operating across different industries, sizes and geographies. It requires suppliers supporting larger companies, technology businesses serving traditional industries, consumer companies creating new demand, and entrepreneurs transforming previously fragmented markets.

That is where SMEs become particularly important.

Large companies can invest billions of riyals in a new industrial facility or infrastructure project, but SMEs create the ecosystem around those investments. They supply services, develop specialized technologies, provide logistics, recruit talent, build software and create new business models.

In other words, the economic value of SMEs is not limited to what they produce themselves; it also lies in what they enable other companies to produce.

This multiplier effect is becoming increasingly visible in Saudi Arabia.

Building an ecosystem around entrepreneurs

Saudi Arabia's rise as a startup hub has not been driven by venture capital alone. The Kingdom has spent years building a support architecture designed to address the practical barriers that can prevent startups from reaching scale.

Monsha’at’s Business Accelerators program provides startups with workspaces, consultancy, training, financial grants and access to investor networks, with programs designed to accelerate business development over periods of three to six months.

That support has also expanded beyond technology.

Monsha’at’s Dates Business Accelerator, for example, targets the entire dates value chain—from cultivation and harvesting to processing, packaging, marketing and sales. The program has recruited more than 175 startups, delivered more than 30 workshops and programs, facilitated more than 115 deals and partnerships, and provided more than 1,000 consulting hours.

The message is significant: Saudi Arabia is not attempting to build a startup ecosystem limited to fintech and mobile applications. It is increasingly trying to use entrepreneurship to modernize traditional sectors as well.

That approach is visible in tourism, healthcare, logistics, education, entertainment, agriculture and pilgrimage services.

In October 2025, Monsha’at launched a dedicated Hajj and Umrah entrepreneurship track designed to help entrepreneurs identify opportunities in pilgrim services and develop innovative solutions to improve the visitor experience.

The approach effectively turns some of the Kingdom’s largest economic transformation programs into markets for entrepreneurs.

A new tourism destination creates demand for booking platforms, hospitality technology, transportation solutions, event companies, food businesses and digital services. Expanding healthcare infrastructure creates demand for healthtech companies and specialized service providers. Growing logistics activity creates opportunities for supply-chain technology, last-mile delivery and warehouse solutions.

The result is a powerful relationship between mega-project investment and SME formation.

Financing is becoming less of a bottleneck

For many years, financing was one of the biggest constraints facing Saudi SMEs. The problem was not necessarily a shortage of business ideas; it was the difficulty of converting those ideas into companies capable of surviving and scaling.

The financial ecosystem has changed substantially.

SVC, established in 2018, was created specifically to stimulate financing for startups and SMEs from the pre-seed stage through pre-IPO. Its investment model includes venture-capital funds, private equity, venture debt and private credit, alongside direct investments.

By the first half of 2025, SVC had backed 59 private-capital funds that supported more than 900 startups and SMEs.

The effect is broader than the capital committed by SVC itself. The organization’s role is increasingly that of a catalyst, helping attract private and institutional investors into the market and reducing some of the risk associated with investing in younger businesses.

The acceleration became particularly visible in 2025.

Saudi Arabia deployed $860 million in venture capital during the first six months of 2025, more than the entire amount invested during 2024. The number of transactions reached 114, up 31% year-on-year. E-commerce accounted for 36% of capital deployed, while fintech led by number of deals with 30 transactions.

By the end of the year, the market had reached the $1.72 billion record.

That trajectory suggests that the Kingdom's challenge is gradually changing. The question is no longer simply whether entrepreneurs can find capital. It is whether the ecosystem can produce enough investment-ready companies with sustainable revenues and regional or global growth potential to absorb the increasing pool of capital.

The startups filling the gaps

The strongest argument for the economic importance of Saudi startups comes from the problems they are solving.

Fintech is perhaps the clearest example.

Companies such as Tamara emerged from a gap between rapidly changing consumer behavior and the traditional financial system. What began as a buy-now-pay-later platform evolved into a broader financial-services business serving consumers and merchants.

In February 2025, Tamara raised $160 million in Series E financing at a valuation of $3.3 billion, demonstrating the scale of value that Saudi-born financial technology companies can create.

The company's growth is important not simply because of its valuation. It demonstrates how a startup can develop from solving a relatively narrow consumer problem into building financial infrastructure around a much larger ecosystem of merchants and customers.

The same logic applies to Lean Technologies, which has focused on financial infrastructure rather than consumer lending.

Lean provides open-banking and financial-data infrastructure that enables fintech companies and businesses to connect with bank accounts and build financial services more efficiently. Its development reflects a broader trend: Saudi startups are increasingly building the plumbing underneath the digital economy, rather than simply creating consumer-facing applications.

That distinction matters.

An application may have thousands or millions of users. Infrastructure companies can potentially enable thousands of other businesses to serve millions of users.

The economic multiplier can therefore be much larger.

The rise of B2B startups

Another major opportunity is emerging in business-to-business commerce.

Saudi Arabia's SME economy is large and increasingly sophisticated, but smaller businesses have historically faced challenges in procurement, inventory management, working capital, logistics and access to large suppliers.

This has created opportunities for B2B platforms.

Saudi startup Sary, for example, built its business around digitizing procurement and connecting businesses with suppliers. Its subsequent combination with ShopUp created SILQ Group, with the combined business raising $110 million from investors including Valar Ventures and Sanabil Investments.

The importance of companies such as Sary is not simply their own growth. B2B platforms can make thousands of smaller companies more efficient by lowering procurement costs, improving access to suppliers and bringing previously fragmented transactions onto digital platforms.

That creates another multiplier effect.

The startup becomes an economic intermediary, while its customers become more productive.

This is precisely the type of entrepreneurship that can accelerate SME productivity and help the wider private sector become more competitive.

Saudi Arabia becomes a magnet for international capital

Perhaps the most important signal that Saudi Arabia has become a genuine startup hub is the behavior of foreign investors.

International capital is increasingly entering the Kingdom not simply because of government incentives, but because investors see a combination of market size, high digital adoption, strong consumer spending, government-backed transformation programs and a growing pipeline of scalable companies.

In 2025, Saudi Arabia accounted for the largest share of venture capital investment in MENA, with international investors becoming an increasingly important part of the funding landscape. MAGNiTT data showed that the Kingdom attracted $1.72 billion across 257 deals, reinforcing its position as the region’s largest VC market for the third consecutive year.

The significance of this capital extends beyond individual funding rounds.

International investors bring networks, technology, management expertise and access to overseas markets. Their involvement can help Saudi startups move from being domestic businesses to regional companies.

That transition could become one of the defining features of the next stage of the ecosystem.

Saudi Arabia is a large market on its own, but the real opportunity for many startups lies in using the Kingdom as a launchpad into the broader GCC, MENA and, for selected technology businesses, global markets.

The government is actively encouraging this direction. In late 2025, Monsha’at took Saudi startups to international technology events including Slush in Helsinki and Web Summit Lisbon, connecting entrepreneurs with international investors, partners and innovation ecosystems.

This represents a shift in policy ambition—from bringing capital to Saudi Arabia to helping Saudi companies reach capital and customers abroad.

Artificial intelligence could redefine the next generation

If fintech and e-commerce dominated much of the Kingdom’s early startup-growth story, artificial intelligence could define its next phase.

Saudi Arabia is increasingly trying to establish itself as an AI market, infrastructure hub and development center simultaneously.

The country's startup-support infrastructure is adapting accordingly. In June 2026, Monsha’at announced the graduation of 33 AI startups from the first cohort of its AI incubator program, developed in partnership with the National Technology Development Program.

The startups operated across eight areas, including enterprise solutions, healthcare, tourism and culture, fintech, infrastructure and logistics, e-commerce and education.

This is important because AI is not being treated as an isolated technology sector. Instead, it is being positioned as a horizontal technology capable of transforming almost every part of the SME economy.

A logistics startup can use AI to optimize routes. A healthtech company can use it for diagnostics or administrative automation. A financial company can use it for fraud detection and credit assessment. A tourism business can use it for personalization and demand forecasting.

That creates the possibility of a second-order effect: AI startups do not simply become companies themselves; they can increase the productivity of thousands of other companies.

The challenge now is scaling, not starting

Saudi Arabia has made remarkable progress in creating businesses and attracting capital. But the next stage will be more difficult.

Creating a startup is relatively straightforward compared with turning it into a company capable of generating sustainable profits, employing hundreds or thousands of people, expanding internationally and returning capital to investors.

This is where the Kingdom's ecosystem will be tested.

The record $1.72 billion in venture capital investment in 2025 is impressive, but funding is not an end in itself. Capital must eventually translate into revenue, productivity, employment, exports and returns.

There are encouraging signs.

A joint 2026 report by Endeavor Saudi Arabia and SVC found that 77% of surveyed founders are considering an IPO, while 91% of those considering an IPO prefer to list on the Saudi Exchange, Tadawul. The report points to an emerging pipeline of venture-backed companies moving toward public markets.

That could prove transformative.

A mature startup ecosystem requires exits. Successful IPOs and acquisitions return money to investors, create experienced entrepreneurs and executives, generate new pools of capital, and demonstrate to the next generation of founders that building a high-growth company can produce significant economic value.

Endeavor's analysis estimates a potential pipeline of four to 12 additional venture-backed IPOs in Saudi Arabia under different scenarios. If only half of the potential listings materialize, the market capitalization represented by venture-backed public companies could increase significantly.

This could mark the beginning of a new cycle in which Saudi capital markets increasingly become part of the startup ecosystem rather than remaining a destination only for mature corporations.

Where will the next investment wave go?

The investment opportunity is also becoming broader. While fintech remains one of the strongest sectors, Saudi venture investment is increasingly flowing toward e-commerce, AI, logistics, healthcare, education, tourism and other sectors aligned with the Kingdom's diversification strategy.

In the first half of 2025, e-commerce attracted the largest share of venture capital by value, while fintech recorded the highest number of transactions.

Future capital is likely to become increasingly concentrated around businesses capable of demonstrating three characteristics: real demand, scalable economics and strategic relevance.

Artificial intelligence and deep technology are particularly well positioned. Healthcare and healthtech are likely to benefit from demographic and infrastructure changes. Tourism and entertainment will continue to create new markets as visitor numbers and domestic consumption expand. Logistics and industrial technology will benefit from the Kingdom's ambition to become a global trade and supply-chain hub.

Meanwhile, growth-stage companies are likely to attract more private equity and structured capital as they move beyond the startup phase.

The direction is already visible. SVC has expanded beyond traditional venture capital into private equity, venture debt and private credit, reflecting the growing need for financing options across different stages of company development.

This diversification of financing is critical.

A company should not have to rely on equity funding at every stage of its life. As Saudi businesses mature, debt, growth equity, private equity and eventually public markets can provide alternative sources of capital.

The next economic engine will be measured by productivity

Saudi Arabia's SME revolution should therefore not be measured only by the number of startups established or billions of dollars raised. The more important question is what these companies are doing to the structure of the economy. Are they making businesses more productive? Are they reducing transaction costs? Are they creating skilled jobs? Are they bringing women and young people into entrepreneurship? Are they developing intellectual property? Are they creating companies capable of exporting Saudi technology and services? And, ultimately, are they producing sustainable financial returns?

There are already signs of progress.

The Kingdom's entrepreneurial activity rate rose from 12.1% in 2018 to 28.9% in 2025, while entrepreneurial intentions increased from 26.8% to 48.5%, according to the Global Entrepreneurship Monitor 2025–2026 report. Saudi Arabia ranked third globally in the National Entrepreneurship Context Index and led high-income economies in entrepreneurial finance.

Those figures reveal something deeper than a rise in company registrations. They indicate a change in economic culture.

Entrepreneurship is becoming a mainstream economic pathway rather than a niche activity. Young Saudis are increasingly seeing company-building as a career, while international founders and investors are viewing the Kingdom as a market in which companies can be built at scale.

That cultural shift may ultimately prove as important as the financial incentives.

From ecosystem to economic force

Saudi Arabia's SME sector has reached an inflection point. The Kingdom now has the scale of businesses, capital, institutional infrastructure and market demand required to create a self-reinforcing entrepreneurial ecosystem. The challenge is to convert that scale into durable companies.

The government has built much of the foundation: Monsha’at has expanded support programs; SVC has helped develop private-capital markets; regulatory reforms have made it easier to establish and operate businesses; accelerators and incubators are helping companies develop; and Vision 2030 projects are creating new markets.

Private investors are now adding another layer. The record $1.72 billion in venture capital investment in 2025 shows that the market has moved beyond experimentation. International investors are entering, Saudi funds are becoming more sophisticated, and founders are beginning to think about IPOs rather than only their next funding round.

But the real measure of success will come over the next decade.

If today's startups can evolve into tomorrow's major employers, technology providers, exporters and listed companies, SMEs could become one of the most important mechanisms through which Saudi Arabia converts Vision 2030's investment cycle into a sustainable private-sector economy.

The Kingdom's transformation, in that sense, is moving from a story about building projects to building companies.

And that may be the most important economic shift of all.

The future Saudi economy will still contain major corporations and large-scale investments. But around them will increasingly sit a dense network of entrepreneurs—fintech companies supporting financial inclusion, logistics startups connecting businesses, AI companies raising productivity, healthtech ventures improving services, tourism startups creating experiences, and B2B platforms making SMEs more competitive.

 

 

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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.

High-Net-Worth Individuals: How they invest, protect capital, build legacy

Noha Gad

 

High Net Worth Individuals (HNWIs) occupy a unique space in the financial ecosystem, sitting at the intersection of private wealth and public consequence. Yet, for all their visibility in luxury markets and investment circles, their decision-making processes remain widely misunderstood. Today's HNWIs are navigating a world of increased regulatory scrutiny, shifting family dynamics, and a growing expectation to use their resources deliberately.

For many high-net-worth individuals, the central question changes once wealth has been created. Instead of focusing only on earning more, they must decide how to protect capital, diversify investments, manage risk, maintain liquidity, and pass wealth on responsibly. For example, a successful entrepreneur who has sold a business may suddenly move from having most of their wealth tied to one company to managing a large pool of investable assets. That transition requires a very different mindset, one centered on long-term planning rather than short-term growth alone.

Who is a high-net-worth individual?

A high-net-worth individual is someone with liquid assets of at least $1 million in investable or liquid assets, excluding their primary residence. Liquid assets held by HNWIs include cash and investments that can be easily liquidated or converted to cash, including stocks. These individuals need and receive tailored financial and money management services due to their net worth.

HNWI individuals may demand and can justify personalized investment management, estate planning, and tax planning services. They generally qualify for separately managed investment accounts rather than mutual funds.

These individuals may get various benefits from financial institutions. For instance, they may qualify for banking, investment, and other financial services with reduced fees, discounts, and special rates, in addition to access to special events and perks.

How do HNWIs invest?

High-net-worth individuals do not necessarily invest according to an entirely different set of financial principles. Diversification, risk management, liquidity, and long-term discipline remain important for every investor; however, the size and structure of their wealth often give HNWIs access to a broader range of opportunities.

HNWIs’ portfolios may need to support a business, preserve family wealth, generate recurring income, fund philanthropic goals, and prepare for the transfer of assets to future generations. Accordingly, investment strategy becomes less about selecting a single high-performing asset and more about building a resilient system of assets that work together.

Many HNWIs hold a core portfolio of traditional investments, including public equities, bonds, cash, and real estate. However, wealthy investors may also allocate part of their capital to private-market opportunities that are less accessible to the average investor. This includes private equity investments in established, non-listed companies; venture capital investments in startups and high-growth businesses; commercial real estate and development projects; hedge funds; and more.

Types of High-Net-Worth Individuals 

HNWIs can be divided into several different categories. Where they fall depends on how much they are worth:

  • Sub-HNWI: An individual with more than $100,000 but less than $1 million
  • Very-HNWI: An individual whose net worth is at least $1 million
  • Mid-Tier HNWI or Mid-Tier Millionaire: An individual whose net worth is between $5 million and $30 million in investable assets.
  • Ultra-HNWI: An individual who holds $30 million or more in investable assets and sits at the highest end of the standard HNWI classification framework.

Finally, the wealth of high-net-worth individuals can provide access to specialized investment opportunities, private-banking services, and sophisticated financial structures; however, it brings greater responsibility. Managing substantial wealth requires more than identifying attractive investments; it demands a clear strategy for preserving capital, maintaining liquidity, reducing concentration risk, and preparing for uncertainty.

For HNWIs, the financial journey often changes after wealth has been created. Over time, protecting that wealth becomes just as important as growing it. This often involves diversifying across asset classes and geographies, balancing liquid and long-term investments, and seeking professional support in areas such as estate planning, tax coordination, and family governance.