Conversation Intelligence Coaching System
Build a repeatable system that routes call data into weekly rep feedback and closes the gap between recorded calls and actual behavior change.
Before You Start
Output in 2 to 3 hours: a 5-step CI coaching system with a weekly rep feedback cadence
Output: Call triage rules, AI scorecards calibrated to your deal stages, a rep feedback format using call clips, and a weekly manager review cadence.
Time required: 2 to 3 hours for initial setup. Approximately 30 minutes per week to run once live.
Active CI tool (Gong, Chorus, Fireflies.ai, or Avoma) with call recording enabled. Manager or admin permissions to configure scorecards and keyword trackers. CRM connected to the CI tool with deal stages visible in call records.
Workflow Overview
The 5-step system at a glance
| Step | Action | Tool | Output |
|---|---|---|---|
| 1 | Connect CI tool to all call channels | CI tool + calendar integration | All calls auto-captured with transcripts |
| 2 | Configure keyword trackers and AI scorecards | CI tool admin panel | AI scoring active on every recorded call |
| 3 | Set call triage rules | CI tool + CRM filters | Weekly review queue: 2 to 3 calls per rep |
| 4 | Build rep feedback format using call clips | CI tool coaching library | Coaching playlists shared before each 1:1 |
| 5 | Launch manager coaching cadence | Calendar + CI dashboard | Weekly 1:1s grounded in call data |
Step by Step
5 steps to build your CI coaching system
- Connect your CI tool to all call channels
In Gong or Chorus, connect via admin OAuth under Settings > Integrations. In Fireflies.ai or Avoma, invite the bot to your calendar so it joins calls automatically. Confirm setup by verifying one recorded call appears with a full transcript before continuing.
- Configure keyword trackers and AI scorecards
Create tracker categories for: competitor mentions, pricing objections, next step confirmations, and discovery depth. Build a scorecard with 4 to 6 criteria weighted by deal stage. More than 6 criteria per call breaks scoring consistency.
- Set call triage rules to define the weekly review queue
Configure filters to surface calls worth reviewing: competitor mentioned, rep talk time above 65%, or no next step confirmed. Target 2 to 3 reviewed calls per rep per week as the sustainable baseline.
- Build the rep feedback format using call clips
Clip a specific 30 to 60-second moment from each flagged call and tag it with a coaching category: discovery, objection handling, or close attempt. Group 3 to 5 clips into a weekly playlist. Share with the rep before the 1:1.
- Launch the manager coaching cadence
Book a recurring 30-minute weekly 1:1 per rep. Review scorecard trends and the shared playlist before the session. Focus on one behavior change only and track it for at least 3 consecutive weeks before switching focus.
CI recording and CRM sync are configured separately. In Gong: Settings > Integrations > CRM, confirm write permissions. In Chorus: verify the Salesforce or HubSpot connector has bi-directional sync enabled. Missing write permission or a disconnected OAuth token is the most common cause.
Weekly Ops Review Checklist
At least one flagged call per rep in the triage queue. Scorecard completed for each reviewed call. Coaching playlist shared with the rep before the session. One behavior focus logged in CRM post-session. Scorecard trend reviewed across a 3-week rolling window.
Common Failures
4 failure modes: why CI coaching breaks down and how to fix each one
Most CI coaching systems fail at adoption, not configuration. The tool records correctly. The workflow breaks down.
Tool Stack
CI tools that support this coaching system
Every tool below supports the 5-step workflow. Choose based on team size, existing CRM stack, and budget.




System live? Build the full CI-to-coaching handoff next.
Map how conversation data flows from call capture through manager review to measurable rep improvement with the end-to-end handoff workflow.