Shoshin Intelligence — Build What Others Overlook

AI Consulting · Deep Science · Early-Stage

Build what
others overlook

Shoshin Intelligence partners with deep science startups, university researchers, and founders in overlooked domains to turn academic research into working AI systems — from first prototype to startup.

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20+
Years in AI &
Data Science
0→1
Research to
working product
Deep
Science-first
approach
Fast
MVP in weeks,
not quarters

From first principles
to first product

We specialize in the hardest part of the AI development cycle: turning an idea or research result into a working prototype that can demonstrate real value. Whether you're a scientist entering the startup world, an academic exploring AI applications, or a founder with a bold hypothesis — we help you build.

MVP Architecture
System design and technical architecture for AI-powered products, built for rapid iteration and investor-ready demos.
Foundation Model Strategy
Selecting, fine-tuning, or building the right model backbone — from LLMs to physics-informed neural networks.
Data Strategy & Pipelines
End-to-end data infrastructure for scientific and low-resource domains — collection, labeling, curation, and pipelines.
Evaluation & Benchmarking
Rigorous evaluation frameworks and domain-specific benchmarks to measure what actually matters for your use case.
Research Commercialization
Bridging the gap between lab results and market-ready products — translating academic IP into defensible AI systems.
Technical Due Diligence
Honest, expert assessment of AI systems, roadmaps, and technical claims for investors and founding teams.

The beginner's mind
applied to hard problems

Shoshin — 初心 — is the Zen concept of approaching every problem with openness, no assumptions. That's how we engage with each project: deeply, without ego, with full curiosity.

01
Immersion
We spend time inside your problem domain — reading papers, understanding failure modes, mapping what's already been tried and why it didn't work.
02
Scope & Signal
Ruthless prioritization. We identify the smallest, most demonstrable slice of value and design the MVP around that signal.
03
Rapid Prototyping
Working code, not decks. We build functional AI systems quickly, using the best available tools and methods for your domain.
04
Iterate & Handoff
We build alongside your team, document thoroughly, and ensure the system is yours to own, extend, and scale independently.

Where we've worked

We seek domains where the science is hard, the data is sparse, and the impact is real.

Complex Systems
Dynamical models, simulation
Energy Systems
Grid optimization, demand prediction
Climate & Weather
Long-range forecasting, downscaling
Language & Culture
Low-resource NLP, preservation
Predictive Maintenance
Quality assurance, assisted guidance
Materials Science
Process acceleration, discovery
Techno-economic Models
Cost modeling, policy analysis
Social Systems
Agent-based models, equity

Philosophy


Beginner's
Mind

"The most important problems are not the most visible ones. We look for the places where deep science meets real human need — and where AI can finally close the gap."

Shoshin Intelligence

Start a
conversation

We take on a limited number of engagements. If you're working on something that matters and needs rigorous AI expertise, we'd like to hear about it.

hello@shoshin-intelligence.com
© 2025 Shoshin Intelligence  ·  San Francisco Bay Area 初心 — Beginner's Mind