Ask an AI assistant why a deal slipped and it can only read the current record. That is not a model problem; it is a context problem.
History is the missing context
The teams getting real value from AI in revenue operations are the ones feeding it history: every change, call and email that led to the current state, with the date and source of each one.
What changes when AI can read the record
Anyone on the team can ask what changed, when and why, and get an answer grounded in the full record instead of a guess based on today’s fields. Deal turns revenue history into clean context that Claude, ChatGPT and MCP-compatible agents can query directly.
