Analyze
Business impact
Version 1.0 · Last updated 2026-05-28
Most AI agents save money. This one also makes it. Revenue generation shows the pipeline and expansion value the Customer Agent created across Acquisition and Expansion Moments.
Key concepts
Acquisition pipeline
Leads the agent qualified during Acquisition Moments. The agent detects buying intent, asks qualifying questions, and routes the lead to the CRM owner. Pipeline value comes from the opportunity amount in your CRM.
Expansion revenue
Revenue from upsells, cross-sells, and plan upgrades the agent surfaced during Expansion Moments. The agent uses Signals to detect expansion opportunities and Procedures to present the offer. Conversion is tracked through the CRM event.
CRM attribution
Every revenue number ties to a CRM record. The dashboard does not estimate or model. If your CRM says the opportunity closed, the dashboard counts it. If the CRM has no record, the dashboard has no number.
Revenue by Moment
The tab breaks revenue into the Moments that generated it. Acquisition and Expansion are the primary revenue Moments. Support and Retention can contribute indirectly through saved accounts and reduced churn, but those show under Cost reduction.
What you can do here
- See total pipeline qualified through Acquisition
- See expansion revenue routed through Sales expansion
- Break down revenue by Moment
- Click into any number to see the contributing conversations
- Verify attribution against your CRM records
When to use it
- Monthly revenue review with sales leadership
- Quarterly business review showing Unless ROI beyond cost savings
- When building the case to expand Unless to additional Moments
- After launching an Expansion Moment, to measure its first results
When not to use it
- You want to see cost savings. That is Cost reduction.
- You want to see satisfaction scores. That is Customer satisfaction.
- You want to see individual conversations. That is Conversations.
How it works
The agent tracks Signals and Procedures during conversations. When a Signal fires and a Procedure converts, the agent logs the event. Living Context connects to your CRM, reads the opportunity or deal record, and pulls the revenue amount. The dashboard aggregates these into the totals you see. Every number links back to a conversation and a CRM record.
Frequently asked questions
How does the agent qualify pipeline?
The agent detects buying signals during Acquisition conversations and routes qualified leads to the CRM-assigned owner. Pipeline value comes from the CRM opportunity amount.
What counts as expansion revenue?
Revenue from upsells, cross-sells, and plan upgrades the agent surfaced during Expansion Moments. The agent triggers Procedures like upgrade offers and seat invitations, and tracks which ones convert.
How do I see which conversations generated revenue?
Click any revenue metric to drill into the contributing conversations. Each conversation shows the Signal that fired, the Procedure that ran, and the CRM event that closed the loop.
Can I attribute revenue to a specific Moment?
Yes. The tab breaks down revenue by Moment. Acquisition pipeline and Expansion revenue are shown separately.
Why is my revenue number zero?
Revenue attribution requires a CRM integration through Living Context. If no connector is set up, the agent cannot tie conversations to CRM events. Connect your CRM under "Train > Living Context".
How accurate is the attribution?
Every revenue event traces back to a CRM record. The agent does not model or estimate. If the CRM says the deal closed, the dashboard counts it.
