Transform call recordings or performance data into a structured CSM coaching review with strengths, gaps, and actionable coaching steps.
Analyze CSM call or performance data to produce a coaching review that identifies key strengths, the highest-leverage improvement gaps, and specific, time-bound coaching actions.
Use after a CSM call review, QBR, or performance data pull — whenever a manager needs to prepare a structured coaching session.
Ingest the raw CSM performance data or call notes below and identify what type of input it is (call transcript, scorecard, activity metrics, deal notes, etc.): $performance_data
Extract 2–4 concrete strengths demonstrated by the CSM. Anchor each strength to a specific moment, metric, or behavior from the data. Avoid generic praise — be precise about what they did well and why it matters to customer outcomes.
Identify the top 2–3 performance gaps — prioritized by leverage (i.e., which gaps, if closed, would have the highest impact on retention, expansion, or customer health). Describe the gap, the observed behavior, and the ideal behavior.
For each identified gap, generate one specific coaching action the manager can assign. Each action should include: the skill or behavior to develop, a concrete practice method (role-play, shadowing, template use, etc.), and a suggested timeframe or check-in milestone.
Write a 2–3 sentence coaching session opener the manager can use to frame the conversation — acknowledging the CSM's strengths, signaling the focus area, and setting a collaborative tone. Avoid deficit framing.
Produce the final coaching review as a clean, structured document the manager can bring directly into the 1:1. Sections: Summary Snapshot, Strengths, High-Leverage Gaps, Coaching Actions Table, and Session Opener.
Deliver a structured coaching review document with five clearly labeled sections: (1) Summary Snapshot — 2 sentences on overall performance, (2) Strengths — bulleted, evidence-anchored, (3) High-Leverage Gaps — bulleted with observed vs. ideal behavior, (4) Coaching Actions Table — columns for Gap, Action, Method, and Timeline, (5) Session Opener — 2–3 sentences ready to read aloud. Keep the total under 600 words.
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