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Evaluate pricing changes using ARPU, conversion, churn risk, NRR, and payback.
Passed 21 of 25 test cases with the skill, and 16 of 25 without it.
and 4 more in the full report
6 fixed15 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to test offering a paid add-on feature for $29/user/month to drive expansion revenue, but we are concerned about customer retention and sales friction. Please run a single-question-at-a-time interactive interview featuring enumerated response menus. Afterwards, output a synthesized financial assessment report containing base, optimistic, and pessimistic sensitivity models along with a breakeven churn analysis.
| Checked | Without skill | With skill |
|---|---|---|
| Begins the interaction with a heads-up presenting entry mode choices | Missed | Passed |
| Includes an explicit Other (specify) option in enumerated selection menus | Passed | Passed |
The instructions your model reads when the skill loads.
Evaluate the financial impact of pricing changes (price increases, new tiers, add-ons, discounts) using ARPU/ARPA analysis, conversion impact, churn risk, NRR effects, and CAC payback implications. Use this to make data-driven go/no-go decisions on proposed pricing changes with supporting math and risk assessment.
What this is: Financial impact evaluation for pricing decisions you're already considering.
What this is NOT: Comprehensive pricing strategy design, value-based pricing frameworks, willingness-to-pay research, competitive positioning, psychological pricing, packaging architecture, or monetization model selection. For those topics, see the future pricing-strategy-suite skills.
This skill assumes you have a specific pricing change in mind and need to evaluate its financial viability.
A systematic approach to evaluate pricing changes financially:
Revenue Impact — How does this change ARPU/ARPA?
Conversion Impact — How does this affect trial-to-paid or sales conversion?
Churn Risk — Will existing customers leave due to price change?
Expansion Impact — Does this create or block expansion opportunities?
CAC Payback Impact — Does pricing change affect unit economics?
test cases passed, vs 16 / 25 without
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