The right environments
Factory automation and robotics, advanced materials and chemicals, energy and battery — live, drifting, long-horizon systems that static AI struggles with. The best proving ground in the country.
Company
A lab with an operator at the helm.
Spicedust is a research lab that ships to production — founder-led, based in Osaka, building a sovereign AI layer for Japanese industry.
The thesis
Japan’s industry runs on AI stacks it does not control. We believe a country’s core operations deserve a domestic, adaptive AI layer — one that lives on the ground, learns from the work, and answers to the businesses that depend on it.
That is what we are building: sovereign AI for Japanese enterprise, invented and operated on the ground in Japan.
The name
Spice
Foresight and expanded awareness — the profound, the conscious, the reach toward the future.
Dust
Star-stuff and grounding — the material, the real, the world an intelligence actually lives in.
Together, they are the whole thesis: prescient intelligence, grounded in the real — an AI that sees further the longer it lives in the physical world.
On the ground
Built inside Japanese industry.
We run the company where the work is — close to the industries a living model needs.
A public-interest story
A Japan-native sovereign-AI lab is a genuine contribution to the country’s deep-tech base — and a natural fit for its industrial and startup networks.
On the ground, not remote
We run the company in Japan, in Japanese, with the customer — because trust in regulated, operational work is earned in the room, not over an API.
Founder
Sabareesh Kannan Subramani
Founder
Spicedust is founded and led by Sabareesh Kannan Subramani — currently CTO of GuidedChoice, with a Master’s in Computer Science and roughly fourteen years shipping production enterprise software.
An operator-founder: technical depth plus a track record of delivering software that regulated businesses actually run on, with hands-on work in model post-training, retrieval, and agent orchestration in live environments. A company that ships research to production — not a research project.
- CTO, GuidedChoice
- M.S. Computer Science
- ~14 years in production enterprise software
Stage
We are in the startup-preparation stage — founder-funded, standing up the lab and opening our first design-partner conversations. A seed round is the planned next step, to reduce execution risk and move faster; it is not a requirement to operate.
How we operate
Research is the product
The invention is the product; industries are where we prove it.
Business first, lab as the engine
What customers buy today funds the frontier that widens the moat.
Your data stays yours
We keep the invented capability; the partner keeps their data. Always.
Human-in-the-loop by design
Audit trails and approvals are wired in from the start, not retrofitted.
Bring us a live environment.
A continuous stream, real drift, decisions that matter. We’ll bring a living model that works inside it. First engagements are a scoped, paid pilot on one workflow.
Become a design partner