Data standardization and migration
Every AI platform you’ve evaluated that promises universal access to data has required you to collect that data into a data lake. For insurance organizations with petabytes of regulated data spread across mainframes, policy admin systems, and partner feeds, that isn’t a feasibility question. It’s a multi-year, multi-million dollar commitment. Most AI initiatives die here.
Kamiwaza
Kamiwaza connects to your systems of record exactly where they are. Your data never moves. AI agents query in place, respecting your existing security perimeter. No migration window, no data exposure, no disruption to production systems.
In-place data connectivity
AI agents access mainframes, policy admin platforms, email servers, and file stores without extracting or copying data. Kamiwaza works with existing formats as-is.
Legacy systems
Modern AI tools assume clean, structured data in a cloud-native environment. Insurance infrastructure is the opposite: decades-old mainframes, carrier-specific formats, inconsistent terminology across systems, and real-time operational data that can’t be touched. Cleaning and transforming that data before AI can use it’s a project unto itself.
Kamiwaza
Kamiwaza’s living ontology discovers relationships between entities across your systems, and understands that Building A and Location 1 are the same insured asset without requiring you to define it. Visual language models process carrier documents in any format without a data cleansing prerequisite.
Living ontology
A semantic layer built from your existing data that maps relationships, encodes business rules, and updates automatically. No manual schema maintenance, no ETL pipeline required.
Contributing to the bottom line
IT has been asked to enable AI. The business wants faster quotes, lower LAE, and better broker retention. The typical response, “We require 18 months and a significant capital investment before demonstrating any results,” simply isn’t a viable strategy. Business units find workarounds, and IT gets cut out of the conversation.
Kamiwaza
Kamiwaza deploys incrementally. One workflow in a fraction of the time. Prove ROI on quote generation before committing budget to claims resolution. IT becomes the team that delivers AI results, not the team still working on the data pipeline.
