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NewsTopic · DizzaractMaterial4 min readDisconfirmAI Editorial

Ilman Shazhaev, Founder of Abu Dhabi AI Company Dizzaract: The True Test of a Unicorn Is Renewal at Full Price, Not Paper Valuation

In an article for Crunchbase News, Ilman Shazhaev, founder and CEO of Dizzaract, argues that the valuation threshold for AI startups should be raised to require $1 billion in sustained revenue with customers renewing at full price, rather than relying on paper valuations. He integrates the pricing pressure from a thirteenfold annual decline in AI performance costs, the switching difficulty created by workflow embedding, and the practical differences between sovereign capital and venture capital regarding localization obligations into a single capital strategy framework. He advises founders to select funding sources based on customer paths and to prioritize demonstrating small cohorts of full-price renewing customers over relying on revenue projections dependent on the next round of financing.

2026-11-09 20:00 GMT+8

In the first half of 2026, 250 companies joined the Crunchbase unicorn list, making a $1 billion valuation seem increasingly attainable. But Ilman Shazhaev, founder and CEO of the Abu Dhabi-based AI and gaming infrastructure company Dizzaract, proposed a different benchmark: what truly matters is not the valuation, but whether the company can maintain $1 billion in sustained revenue from customers who renew at full price.

His reasoning begins with the structural changes in AI performance pricing. Citing research from Epoch AI, Shazhaev notes that since 2023, the cost to achieve a fixed level of AI performance has dropped thirteenfold every year. This means companies that simply resell model access face brutal price competition—OpenRouter’s $113 million Series B illustrates that developers can already switch between different models through a shared interface. In such an environment, ARR figures alone no longer indicate defensibility.

Shazhaev believes that what is truly hard to replace is not the underlying model, but software embedded in customer approval processes, records, and daily decision-making. His test method is specific: Do customers renew at full price? Are contracts expanding? Do margins remain healthy after deducting inference costs? These three questions reduce 'revenue' from vague annualized run rates to trackable business facts.

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The most actionable part of the article lies in its discussion of capital structure. Shazhaev advocates that founders cross borders when raising funds, because local investors can simultaneously serve as market entry points. He cites the $30 million Series A for London- and Gulf-based 1001 AI as an example: U.S. venture firm Lux Capital led the investment, while Sanabil Investments, backed by Saudi Arabia's Public Investment Fund (PIF), participated. Engineers are in London, and customers are in the Gulf. While this deal itself cannot prove future retention rates, it demonstrates how capital, talent, and customers can be distributed across different maps.

More critically, he distinguishes between the differing obligations of two types of capital. Traditional venture capital and sovereign capital are often simplified into a dichotomy of 'fast money' versus 'patient capital,' but Shazhaev argues that a more practical distinction lies in the obligations attached to each check. Venture funds need to generate returns within their fund's lifespan, so they focus on commercial momentum and exit scale; sovereign capital usually asks where user data is processed, which technical capabilities remain domestic, and whether local customers can continue to rely on the service years later. Some sovereign funds even treat local development missions as evaluation criteria equal to financial returns.

He simultaneously provides important caveats: these models are not universally applicable. Many sovereign funds pursue conventional financial returns, traditional VCs can support long-cycle enterprise sales, and government-affiliated capital does not guarantee procurement contracts. Founders' actual work involves reading the fine print—governance rights, exclusivity requirements, committed commercial introductions—and then judging whether the investor's regional reach is worth those constraints.

Shazhaev concludes that the best capital strategy follows the customer path, from available product to renewal. Venture capital accelerates development and sales, provided the business model is already proven; regional strategic investors truly add value only when new markets' infrastructure and procurement rules require local expertise. He explicitly states that he would rather show investors a small batch of customers renewing at full price than present a glossy revenue forecast dependent on the next round of financing. The numbers that matter are net revenue retention, production deployment counts, and profit margins after delivery costs.

The limitation of this framework lies in the author's position of interest. Dizzaract itself is an Abu Dhabi-headquartered company, the largest game development studio in the Middle East, and an AI infrastructure provider; describing sovereign capital's localization obligations as advantages rather than constraints aligns directionally with its own financing needs. Additionally, the citation of a 13-fold decline in performance costs comes from third-party research, and the author did not independently verify the applicability of this trend to his specific sub-market. However, as a checklist for evaluating the capital structure and defensibility of AI companies, the three dimensions of full-price renewal, post-delivery profit margins, and obligation matching possess operational specificity.

Sources

  • news.crunchbase.comCrunchbase News↗
Topic

Dizzaract

阿布扎比人工智能与游戏基础设施公司 Dizzaract 的创始人兼首席执行官 Ilman Shazhaev 提出,衡量 AI 独角兽的真正标准不应是纸面估值,而是能否维持十亿美元的持续收入并让客户按原价续约。Shazhaev 指出,随着 A…

4 steps1 piecesUpdated 2026-11-10 01:28

How it got here

  1. 2025-01-17Dizzaract Games 在阿联酋阿布扎比正式推出,宣称成为中东最大的游戏开发工作室,拥有160名员工,并展示了其旗舰游戏 Farcana 及专利 AI 框架。gamesbeat.com ↗
  2. 2026-07-03TechRound 将 Dizzaract 列为 MENA 地区第34位创新公司,介绍其作为全周期 AI 和游戏开发工作室的定位,以及由 FAR Labs 和 GAMED 组成的生态系统。techround.co.uk ↗
  3. 2026-10-31Invezz 报道引用 Shazhaev 的观点,批评当前 AI 资本支出误将高使用率等同于高价值,并提出“固定能力崩溃”概念,认为硬件效率提升和开源模型追赶使服务智能的成本每年下降约十倍。talkmarkets.com ↗

What is still unsettled

  • Dizzaract 是否已实现其提出的‘十亿美元持续收入’或‘原价续约’的具体财务数据验证?
  • Shazhaev 提出的‘固定能力崩溃’理论在多大程度上被其他 AI 基础设施提供商接受或反驳?
  • Dizzaract 如何利用其在中东的主权资本联系来克服全球市场扩张中的本地化义务限制?
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