Four Dimensions is a research and build studio focused on semi-autonomous systems. We connect design, data, and infrastructure so organizations can launch reliable agents—without losing human judgment or governance. We work as embedded partners: clarifying the problem space, prototyping quickly, and delivering production-grade tools that teams can operate and evolve.
What guides our work−
Research-grade to production-ready
We bridge exploratory research with hardened engineering so ideas ship as dependable systems, not just demos.
Human-in-the-loop by design
We design feedback loops, guardrails, and oversight dashboards to keep teams confident as autonomy scales.
Interoperable stack
From LLMs and retrieval to on-chain coordination and custom apps, we integrate with your existing tools instead of replacing them.
How we can help+
AI Development
Custom AI agents, chatbots, and RAG pipelines—fully private and self-hosted on your infrastructure. We build with LangChain, vector databases, and foundation models, ensuring your data never leaves your control.
Data & Analytics
End-to-end data infrastructure on GCP and BigQuery. We build collection pipelines, real-time analytics, ML feature engineering, and dashboards that turn raw data into actionable insights for your team.
UX & UI Design
User research, wireframing, and high-fidelity design that makes complex technology accessible. We create information architectures, interactive prototypes, and production-ready design systems with full developer handoff.
Web & App Development
Full-stack applications and marketing websites built with Next.js, TypeScript, and modern cloud infrastructure. From rapid prototypes to production deployments with CI/CD, monitoring, and ongoing support.
Strategy & Discovery
Stakeholder workshops, user research, competitive analysis, and technical architecture planning. We help you define the right approach before committing to a full build—reducing risk and clarifying scope.
Innovation happens at the intersection of design, engineering, and responsible deployment. Our multidisciplinary team sees connections that others miss and delivers systems that balance velocity with rigor. Every engagement is anchored in measurable outcomes, clear safety boundaries, and the instrumentation required to keep humans in control as automation expands.
Working together+
Shape the opportunity
Define the north star, success metrics, and constraints with stakeholder workshops and rapid research.
Prototype with discipline
Build testable slices with evaluation harnesses, data checks, and sandbox environments to validate early.
Ship and scale
Harden the stack with monitoring, access controls, and handover playbooks so teams can operate confidently.