Customer Intelligence Agent
Turn scattered customer evidence into an evidence based CSM brief, separating what we know from what we think, what still needs validation and where human judgment belongs.
Problem: Important customer changes rarely show up as one obvious signal. Changes in adoption, stakeholders, support, goals and value can develop across the customer relationship, making it difficult for CSMs to see what has changed, what matters and where attention is needed early enough to act.
Why it matters: When those signals aren't connected early, CSMs can miss opportunities to improve adoption, reinforce value, address risk or strengthen the customer relationship. Leadership also has less visibility into the health and direction of the customer base.
How AI helps: The Customer Intelligence Agent uses AI to bring customer evidence together, surface meaningful changes and separate what is known from what still needs validation, helping the CSM focus attention and prepare for the right customer conversation.
Customer evidence
CSM intelligence brief
A concise view first. Supporting evidence can be expanded below.
Select Analyze account to generate the evidence based brief.
Evidence in. Clearer intelligence for better customer decisions.
Evidence first: Separates what is known from what is inferred or still uncertain.
No unsupported conclusions: Does not invent churn probabilities, customer intent, ROI or causality.
Human judgment stays human: AI prepares and recommends. The CSM decides.
How the Agent would feed the Customer Intelligence Dashboard.
The Agent organizes customer evidence. The dashboard turns that intelligence into a clear view of what changed, what value is evidenced, what remains unknown and where the CSM should focus.
What this prototype demonstrates, and what comes later
Current prototype: demonstrates the evidence framework, prompt design, model backed analysis and interface. Future production workflow: could add retrieval from connected systems, evidence verification, human approved write back to the system of record and continuous monitoring. Those integrations and production capabilities are not part of the current prototype.