Challenge
OSNO-VA needed to give AI agents reliable access to financial data and calculation logic. The spreadsheet approach proved too fragile for an agentic scenario: rate limits, retries and brittle logic hurt speed and reliability. KT.Team split the universal data platform from the organizational financial skills: data is moved into SQL/a database, the agent gets access through MCP, and the calculation business logic is offloaded into executable skills and scripts.
Solution
This approach lets users maintain financial logic without constant engineer involvement, while the agent performs checks and calculations according to reproducible rules. The result is an AI-native financial workflow where the agent does more than read a spreadsheet: it calls verifiable tools, receives data through MCP, and works with governed calculation logic.



