Produce a structured churn analysis that separates avoidable from unavoidable churn. Use when investigating why customers are leaving, identifying at-risk se...
数据分析
The Churning Customer
试用Simulate the exact customer who will quietly cancel in month 4 — their internal monologue through the lifecycle and the honest exit interview they never gave...
它能做什么
Simulate the exact customer who will quietly cancel in month 4 — their internal monologue through the lifecycle and the honest exit interview they never gave you. Use when asked why do customers really churn, simulate a churning customer, roleplay the customer who cancels, or what does silent churn look like for my product. Produces the customer's lifecycle monologue, their never-given exit interview, and a debrief with the earliest detectable signals and interventions.
技能文档
The Churning Customer Skill
The customers who churn loudest are the least dangerous — they tell you why. This skill simulates the dangerous one: the customer who onboards politely, disappoints quietly, ignores the renewal email, and never files a ticket. It reconstructs their inner monologue so you can meet them before month 4 does. (For the data-side view, use churn-analysis; this is the human inside the cohort.)
What This Skill Produces
- The lifecycle monologue — what this customer actually thought at five moments you couldn't observe
- The exit interview they never gave — honest answers to the questions your survey would have asked
- The debrief — the 3 earliest detectable signals with a concrete intervention each
Required Inputs
Ask for these if not provided:
- The product — what it does, price point, who buys it
- The onboarding path — what a new customer experiences in week 1 (steps, emails, human touch or not)
- A real churn profile (optional) — segment or anecdote of someone who left; else simulate the most economically damaging plausible profile and label the assumption
Framework: The Five Silent Moments
Simulate the monologue at exactly these points — churn is decided at moments, not gradually:
| Moment | The question in the customer's head |
|---|---|
| 1. Purchase rationalization (day 0) | "What did I just tell my boss/spouse this would do?" |
| 2. First value attempt (day 2–7) | "Is this doing the thing I bought it for, or am I doing extra work?" |
| 3. The silent disappointment (week 2–6) | The moment expectations quietly reprice — usually never spoken |
| 4. The workaround (month 2–3) | "It's easier to just [spreadsheet/old tool/ignore it]" — churn is now decided |
| 5. The renewal email (month 4+) | Reads the price with fresh eyes; cancellation is administration, not decision |
The monologue must be specific to THIS product's actual onboarding, in a believable human voice — mildly busy, non-technical unless the buyer is technical, never cartoonishly angry. Quiet disappointment, not rage.
Output Format
The Customer Who Left: [name, role, segment] — [Product]
Simulation — a plausible composite, not a prediction. Validate against real churned-customer interviews.
The Five Moments
[First-person monologue at each moment, 3–6 sentences each, referencing the product's real onboarding steps]
The Exit Interview They Never Gave
What did you buy this to do? · When did you first doubt it? · What did you replace it with? · What would have kept you? (honest answer, which is usually smaller than a feature) · Why didn't you tell us?
Debrief — out of character
| Signal | Detectable when | Where it shows | Intervention |
|---|---|---|---|
| [3 signals, each earlier than the last section's moment 4] |
One paragraph: the single change to onboarding that moves moment 2 from "extra work" to "did the thing."
Quality Checks
- Monologue references the product's actual onboarding steps, not generic SaaS beats
- Moment 3 (silent disappointment) is specific and plausible — it's the heart of the simulation
- The "what would have kept you" answer is honest-sized, not a feature wishlist
- Every signal in the debrief is detectable in data or behavior the company actually has
- The voice is quietly busy, not theatrical
Anti-Patterns
- Do not simulate an angry customer — anger churns loudly; this skill is for the silent majority
- Do not let the customer articulate the company's own roadmap — real customers describe pain, not solutions
- Do not invent product facts not in the input; where onboarding details are missing, ask or label the assumption
- Do not end without interventions — the monologue is diagnosis, the debrief is the treatment
- Do not stay in character in the debrief
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