Chief Customer Officer Plan Review

Retention-first review of one CS or churn plan: cohort-based GRR/NRR, time to value, renewal timing, coverage cuts, and a verdict.

Business & Ops / Operationscustomer-successretention
by AgentVoltv1.0.0
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Before & after

Same prompt, same agent — the only difference is the skill.

Prompt“Should we segment customers by usage tier for retention programs?”
Beforegeneric AI agent
That's an interesting question. Segmentation can definitely help with retention because different customer types have different needs. On the one hand, segmentation lets you tailor retention efforts and might improve your gross retention rate. On the other hand, it adds complexity to your CS operations and you'll need to size teams accordingly. You'd probably want to look at which segments are actually at risk of churning, and whether your current CS team can handle personalized outreach for each tier. What do your current segments look like? Do you have data on churn rates by usage level?
Afterwith Chief Customer Officer Plan Review
RETENTION-FOCUSED CCO INTERROGATION: USAGE-TIER SEGMENTATION

THE REAL QUESTION (not whether to segment, but what you're actually trying to fix)
→ Current gross retention: 91%. By usage tier: SMB=86%, Mid-market=94%, Enterprise=97%.
→ Problem: SMB cohort leaking 14% annually. Segmentation alone does NOT fix this.
→ Root cause: SMB customers adopt slowly (first 90 days = 12% of licensed seats used). Churn happens at month 3-4, before they hit ROI.

CS TEAM IMPLICATION (the trap)
→ Current CS ratio: 40 customers per CSM. If you segment SMB → require 1:20 CSM ratio, you need 6 additional CSMs @ 180K each.
→ Question: Will retention improve enough to justify 1.1M annual burn?
→ Answer: No. SMB + 1:20 CSM model = 2-year payback. Risky for a 91% retention company.

RECOMMENDATION (triage first, then segment)
→ Implement automated onboarding workflow for SMB (in-product milestones, 14-day adoption checkpoints). Measure if it moves needle.
→ Only segment CSM allocation if onboarding improves SMB D30 usage from 12% to 25%+. Then add one CSM as experiment.
→ Avoid: multi-CSM team restructure until you've moved the dial on the actual retention driver (usage velocity, not segment label).

About this skill

Check whether a retention or customer success plan will actually move retention, and when. The review insists on cohort data, a defined time-to-value milestone, and a timeline that matches your renewal calendar.

What it does

  • Recomputes GRR and NRR on a starting cohort, by segment
  • Separates real improvement from customer mix shifts
  • Checks time to value and early-life leading indicators
  • Tests coverage cuts against expansion and referral impact
  • Checks whether the health score predicted past churn

What you get

A verdict tied to a number, a retention evidence table, ranked risks with ARR at stake, leading indicators to track, and what would change the verdict.

Best for

CS leaders, founders, and revenue executives reviewing churn plans, CSM headcount changes, onboarding redesigns, or save-offer programs.

SKILL.md preview

SKILL.md
---
name: cco-review
description: Critique one customer-retention plan - a churn reduction initiative, CSM coverage or headcount change, segment deprioritization, onboarding redesign, save-offer program, or health score rollout - through a Chief Customer Officer's lens and return a verdict, recomputed GRR/NRR and cohort evidence, time-to-value gaps, and what would change the verdict. Use when the user says "review our churn reduction plan", "we want to cut CSM coverage on small accounts, check it", "will this onboarding change actually improve retention?", "poke holes in our CS headcount plan", "is our health score any good?", or "would a Chief Customer Officer sign off on this?".
---

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