OneByZero raises $20m Series A from Jungle Ventures to scale enterprise AI in APAC

OneByZero is not building a new frontier model, it is building the scaffolding that gets AI into the guts of big companies across APAC. Its forward deployed engineering model looks a lot like the early Palantir or Anduril playbook, but applied to general purpose and domain specific AI agents that live inside ERP, CRM and operational systems. The fresh capital will let it plant those teams in more markets and industries, including Japan.

For the race to AGI, this is another sign that deployment and control layers are professionalising faster than many expected. If OneByZero succeeds, a growing share of frontier model usage in the region will be mediated through its NEO platform and AI coworkers. That gives it leverage over which models get used, how they are orchestrated and what safety or governance policies actually get implemented in production.

It also raises the bar for other enterprise AI consultancies and regional SIs. Off the shelf copilots will struggle to compete with a team that can sit inside a bank in Jakarta, a telco in Manila and a conglomerate in Mumbai with reusable components and battle tested governance patterns. Expect more capital to chase this deployment layer as enterprises move from pilots to system level AI adoption.