Kamiwaza

Kamiwaza develops an enterprise AI orchestration platform designed for regulated industries and government operations, making AI usable across distributed environments without moving or reformatting underlying data. The platform aims to keep AI actions inside the customer's existing security perimeter, enforcing access controls at the data source rather than requiring centralization into a cloud service. Its stated positioning is to supply the connective layer between existing enterprise data and existing AI models.

The product consists of several components. The Distributed Data Engine provides a unified access layer across on-premises systems, clouds, edge locations and classified networks, allowing agents to query and combine data without replication or re-indexing. Inference Mesh is described as a silicon-agnostic workload orchestrator that routes AI workloads across GPU or CPU compute. A Context Manager builds and maintains a "living ontology" that discovers data and maps relationships across files, systems and policies, covering structured and unstructured content including images, video and handwritten notes. Security features include Relationship-Based Access Control (ReBAC) with a unified graph engine, contextual authorization, immutable append-only audit logging of user, system and agent activity, Chainguard-hardened container images, classification and security markings for federal and defense requirements, and Workrooms — isolated multi-tenant execution spaces with compartmentalized access and ephemeral sessions. Additional services include embeddings and vector management, a data catalog with DataHub integration, a unified retrieval service, semantic search with knowledge-graph traversal, model repository and lifecycle management with discovery from Hugging Face, an "App Garden" library of deployable AI applications, and Kaizen, a conversational agent that executes multi-step actions inside the enterprise firewall.

The company distributes a Community Edition and an open-source client SDK, and maintains public repositories including a documentation site, an Apache-2.0 licensed Python SDK, an AgentZero chat interface with RAG and agent functions, a LiteLLM integration, a Homebrew tap and a web-search MCP component, alongside forks of OpenCode and Stanford's STORM.

Founding story

Norris, who previously founded the multi-cloud data services firm Faction, co-founded Kamiwaza with Matt Wallace, a former Faction executive whose earlier roles included Level 3 Communications, ViaWest and VMware. The company frames its origin around the observation that enterprises should not have to choose between adopting AI and protecting their data, leading to a platform that processes intelligence where data already lives.

Business model

Kamiwaza sells its orchestration platform to enterprises and public-sector organizations, offering a free downloadable Community Edition alongside demos and personalized platform walkthroughs as entry points into a commercial platform relationship. The platform is deployed into customer-controlled infrastructure — on-premises, cloud, edge or classified networks — rather than operating as an external SaaS destination for customer data.

Sources describe a commercial enterprise platform offered alongside a free Community Edition, but do not specify pricing, contract structures or revenue figures.

Traction

Published customer stories describe reducing quote generation from three to four days to real-time processing through intelligent document automation, and converting 1.3 billion historical weather data points into real-time emergency response intelligence. The ARIA accessibility remediation agent, built with HPE and NVIDIA, is described as identifying accessibility issues and producing review-ready compliant updates at scale. As of January 2025 the company reported Fortune 500 and government customers and a plan to reach 30 employees that year. Public GitHub repositories show modest community engagement, with the Community Edition repository at 18 stars and AgentZero at 13.

Latest developments

The company's site features recent thought-leadership posts on human-on-the-loop AI agent oversight, operating metrics for production-grade enterprise AI, and agent sprawl as a form of shadow IT. Product materials highlight newer capabilities including Workrooms, the Kaizen conversational orchestration agent, App Garden, Chainguard integration and federal classification markings, plus smart-city solutions such as ARIA developed with HPE and NVIDIA. Public repository activity includes updates to the Kamiwaza SDK and documentation site.