OneByZero, a Singapore-based company that spends its days deploying and managing AI systems inside other people's large enterprises, has raised a $20 million Series A led by Jungle Ventures. The round is the company's first external funding after three years of operating, and it comes with a map: nine markets to grow into, and Japan next.
The company positions itself in the layer between model providers and the enterprises that want AI but cannot risk an ungoverned prototype. Its offering centers on what it calls AI Coworkers — agentic systems built on a proprietary GenAI Factory and deployed to handle production work — with a platform named NEO acting as the control layer that provides governance and a persistent record of what every agent did.
Its focus is deliberately unglamorous: regulated sectors including financial services, telecommunications and retail, where an AI system that occasionally improvises is worse than no system at all. The company says revenue has more than doubled annually over the past three years, that its deployments have automated more than 90% of customer-facing interactions for some enterprises, and that its systems have cut the time required for complex data modernization projects by as much as 50%. All three are company-reported figures.
The new capital goes toward engineering teams across the nine markets OneByZero already operates in — Australia, India, Indonesia, Malaysia, the Philippines, Singapore, Thailand, the United States and Vietnam — plus a new team in Japan. It also plans to move into conglomerates, healthcare and the public sector, and to build industry-specific templates, including tooling that lets enterprises construct AI applications on open-weight and smaller language models rather than exclusively on frontier APIs.
"Every enterprise can now get access to powerful AI," CEO and co-founder Niket Vaidya said in the announcement. "The value comes when it runs inside the systems that run the business, under the company's own rules, and gets better every week."
The round lands in a Southeast Asian funding market that is recovering unevenly. Data from Kickstart Ventures and DealStreetAsia shows venture funding for the region's startups jumped to $7.25 billion across 217 deals in the first half of 2026, up from $3.5 billion in the second half of 2025 — but the total deal count fell 7% to a multi-year low, and the recovery was driven largely by a single $4.5 billion Series C for Singapore-based DayOne. Strip that deal out and regional funding fell 21% half-on-half.
Against that backdrop, OneByZero's pitch is that the scarce commodity is no longer model access but the operational discipline to run agents inside banks and telcos — permissions, audit trails, rollback, and a record of every action. If that thesis holds, the deployment-and-governance layer could become a durable category of its own in Asian enterprise software, with or without frontier-model drama.
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