Marketing directors pasting brand docs into every AI tool separately.
Each tool gets a slightly different paste. ChatGPT has the 2024 version. Claude has the trimmed-for-context version. Gemini has whatever someone grabbed last Tuesday.
Output is inconsistent across surfaces. Hours go into correcting tone, swapping banned words, fixing claims that drifted. The fix is the work now.
MCP-compatible tools pull your brand context directly from Tonika. No export step between you and consistent output.
For tools without MCP support, structured exports in every format. The format each one needs.
Update once. Every tool gets the latest version, whether it reads live or from an export.
Today it's Claude. Tomorrow it's something else. The context survives the swap.
Solo if you run AI tools solo. Team if multiple people are pasting into the same five tools.