OneByZero Raises $20M Series A to Scale Governed Enterprise AI Across APAC

OneByZero has raised a $20 million Series A led by Jungle Ventures, giving the Singapore-headquartered enterprise AI company its first external capital after building the business without institutional funding.

The company plans to use the financing to deepen its forward-deployed engineering teams, expand its NEO governance and orchestration platform, and grow across Asia and the Middle East. It currently operates in nine markets and is opening Japan as its next major geography.

The round at a glance

• Amount: $20 million
• Stage: Series A
• Lead investor: Jungle Ventures
• Previous external funding: None disclosed
• Headquarters: Singapore
• Focus: Enterprise AI deployment, data modernization and AI governance
• Expansion priority: Japan, alongside deeper coverage in existing Asian and Middle Eastern markets

This is a notable Series A because OneByZero is not pitching another general-purpose model. It is selling the less glamorous work required to make AI operate inside large companies: connecting fragmented data, redesigning workflows, setting controls and maintaining systems after launch.

What OneByZero actually sells

OneByZero combines forward-deployed engineering with proprietary software. Its teams work inside customer environments to identify use cases, connect enterprise systems and move AI applications into production. NEO, its platform, is intended to provide orchestration, governance and reusable components across those deployments.

That hybrid model addresses a genuine enterprise problem. Many organizations can test a model or build a chatbot, but production deployment requires data permissions, monitoring, security, auditability and integration with existing systems. These requirements are particularly important in regulated industries and across markets with different data-residency rules.

The trade-off is economic. Services-heavy implementations can grow revenue quickly, but they may not produce software-like margins. The central question for investors is whether NEO makes each deployment faster and more repeatable—or whether growth continues to depend on adding expensive engineering teams.

Company-reported traction

OneByZero says its revenue has more than doubled annually for the past three years. It also says customers have achieved more than 90% automation in some customer-facing interactions and cut data-modernization timelines by more than half.

Those figures are company claims rather than audited benchmarks, and outcomes will vary by customer and workflow. Still, the decision to raise outside capital only after reaching multi-market operations gives the company a different risk profile from a pre-revenue AI infrastructure startup.

OneByZero has also announced a strategic collaboration with Amazon Web Services. Building on AWS can shorten enterprise procurement and provide access to security, infrastructure and model services already approved by customers. It can also create platform dependence, so the durability of OneByZero’s value will rest on its own deployment methods, governance layer and domain knowledge.

Why APAC is a distinct enterprise-AI market

The Asia-Pacific region is not a single market. A rollout spanning Singapore, India, Indonesia, the Gulf states and Japan must account for different languages, regulations, cloud preferences and legacy systems. That complexity creates room for a regionally experienced deployment company, even when global consultancies and cloud providers offer similar services.

Japan is a particularly demanding test. Large enterprises have significant modernization budgets and acute labour constraints, but procurement cycles can be long and localization expectations high. A successful Japanese expansion would validate OneByZero’s ability to turn a project-led model into a repeatable regional platform.

Competitive landscape

OneByZero competes with several categories rather than one direct rival:

• global systems integrators such as Accenture and Deloitte;
• cloud professional-services teams, including AWS;
• data and AI platforms such as Palantir;
• regional consulting and implementation firms; and
• internal enterprise AI teams building workflows themselves.

Large incumbents have established procurement relationships and broad staffing capacity. OneByZero’s opportunity is to move faster, specialize more deeply in production AI and use NEO to preserve knowledge that would otherwise remain inside individual consulting projects.

How to judge the Series A

The financing should give OneByZero room to hire ahead of demand, but headcount alone will not prove the model. The most important indicators are:

1. the percentage of revenue that is recurring or platform-linked;
2. deployment time and engineering hours per customer;
3. gross margin as the company enters more markets;
4. customer concentration and renewal rates;
5. adoption of NEO across multiple use cases within the same customer; and
6. the cost and pace of the Japan launch.

If NEO turns bespoke deployments into reusable infrastructure, OneByZero could occupy a valuable layer between foundation models and enterprise operations. If each customer remains a largely custom engagement, it may look more like a fast-growing consultancy than a scalable software platform.

The $20 million Series A therefore funds more than geographic expansion. It finances a test of whether a services-assisted AI business can convert regional execution expertise into durable product economics.