Our research is focused on redefining enterprise AI through a hybrid architecture that seamlessly integrates dedicated AI hardware, governed backend intelligence, and a secure, intuitive interface for human-AI collaboration.
Our research is advancing a hybrid enterprise AI architecture that separates local model execution, governed intelligence processing, and the user experience into distinct, secure layers. Each deployment architecture is collaboratively validated with research partners to optimize security, performance, scalability, and governance.
Enterprise AI Device
We are developing a dedicated enterprise AI device designed to execute language models within the customer's own environment. By bringing AI closer to sensitive data, the platform aims to strengthen privacy, improve governance, reduce latency, and provide organizations with greater control over their AI infrastructure.
Processing Backend
The processing backend acts as the intelligence layer of the platform, orchestrating enterprise data, business applications, permissions, contextual memory, and AI workflows while ensuring governance, security, and regulatory compliance across every interaction.
Enterprise Frontend
A secure interaction layer designed for seamless collaboration between people and AI, enabling teams to explore knowledge, review insights, and act with confidence through a trusted enterprise experience.
Research note — our direction is enterprise-controlled AI, where organizations retain authority over model execution, data access, and governance. The final deployment model will be determined through ongoing research and architectural validation.
Enterprise AI. Executed locally. Controlled by you. No strings attached.
Our research is focused on enabling enterprise-grade AI models to run on dedicated, customer-controlled infrastructure within the organization's operating environment. This approach is designed to enhance data sovereignty, strengthen security, and provide organizations with greater control over AI deployment and execution.
The intelligence layer for trusted enterprise AI.
We are developing a governed orchestration layer that intelligently coordinates enterprise systems, permission-aware data access, contextual reasoning, and multi-step AI workflows—enabling secure, transparent, and enterprise-ready automation.
We are designing a simple, secure interface that allows people to work with AI naturally while the underlying orchestration and processing remain behind the scenes.
Our research is guided by real-world validation. We work closely with enterprise partners to evaluate performance, privacy, usability, and deployment requirements throughout the development process.
Every milestone is guided by engineering, validated through research, and built for practical adoption.
Evaluating dedicated AI hardware for enterprise environments, with research focused on model performance, security, scalability, architectural resilience, and enterprise readiness.
Building the core platform that securely orchestrates enterprise systems, manages permissions, retrieves organizational knowledge, and enables intelligent business systems.
Testing interaction patterns that keep people informed and in control of consequential AI actions.
1RESEARCH PHASE 0123Device architecture4Local model performance5Security and network boundaries6Enterprise deployment constraints
A focused team investigating the hardware, intelligence, infrastructure, and experience as one system.
Research direction supported by industry experience and governance.
Hardware-aware engineering, orchestration systems, applied AI, and interaction design.
Head of Technology
Engineering the device, platform, and deployment foundations behind the enterprise AI architecture.
Lead Data Scientist / AI Lead
Researching model behavior, evaluation, retrieval, and applied AI for controlled enterprise environments.
Lead Full Stack Developer
Leading the governed backend and enterprise interaction layer across APIs, workflows, and user experience.
Web Developer
Prototyping accessible interfaces that keep people informed and in control of AI-assisted actions.
Ask Hari is an active Hariat research initiative, combining applied AI with enterprise platform and transformation experience.
