I Didn’t Need a Better Sales Summary. I Needed Memory.

The author highlights a common problem with sales handoffs: the lack of a reliable way to access specific pieces of account history when needed. Instead of creating a single summary that tries to predict every future question, the author built a system called Waada. Waada treats the account history as persistent memory, storing it in a normalized, account-scoped format that can be retrieved based on specific queries.

To build Waada, the sales history is first parsed from various sources like emails, Slack messages, transcripts, and audio recordings. The parsed data is then standardized into a consistent Interaction format, which includes fields like the account ID, source type, date, title, participants, content, and source identity. This parsed data is stored in a Hindsight memory system, which allows for efficient retrieval of specific information based on queries.

One key feature of Waada is the commitment ledger, which extracts and prioritizes promises, commitments, and resolved objections from the account history. When a new salesperson takes over an account, the commitment ledger provides a detailed, up-to-date overview of outstanding commitments and resolved issues, rather than just a generic summary.

Additionally, Waada includes a "landmine" feature, which identifies resolved objections or sensitive topics that should not be reopened. This ensures that the incoming salesperson does not inadvertently reopen issues that have already been addressed. Overall, Waada aims to provide a more comprehensive and accurate continuity system for sales accounts, preserving both completed decisions and ongoing work.