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Designing interactive calculators (ROI calculators, pricing estimators, savings projections, mortgage calculators, custom assessments) that deliver real decision-support value while serving as lead magnets and qualified-traffic generators. Honest about vanity-calculator (no real value), lead-trap (hides the answer behind email), and transparent-decision-tool (gives the result and earns the email through tiered value) patterns.
Passed 21 of 23 test cases with the skill, and 18 of 23 without it.
and 4 more in the full report
5 fixed16 passed either way0 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are building an interactive solar panel savings projector and want to structure our lead generation strategy without driving potential customers away. Provide a detailed gating and value-tiering specification that breaks down how to present immediate estimates upfront while cleanly offering advanced reports or persistent tools behind opt-in steps.
| Checked | Without skill | With skill |
|---|---|---|
| Specifies that the initial tier must present calculation breakdowns and methodology disclosures ungated. | Missed | Passed |
| Restricts email gating exclusively to secondary assets like downloadable PDF reports or saved scenarios. | Missed | Passed |
The instructions your model reads when the skill loads.
A senior growth practitioner's playbook for designing interactive calculators that deliver real decision-support value while serving as lead magnets and qualified-traffic generators. ROI calculators, pricing estimators, savings projections, mortgage calculators, custom assessments. The discipline of building a tool the audience actually trusts.
Most calculators on the web are bait. Random multipliers behind official-looking math; an "Industry Average" number that does not cite a source; the result hidden behind a contact-sales form. The calculator captures emails because the format implies calculation; the leads are unqualified because the calculator did not actually help anyone decide anything.
The calculators that work as compounding assets do something different. They give the audience a result they can defend to a stakeholder. They show the methodology so the result is interrogatable. They capture leads through value (a PDF report, a save-and-compare account, a custom analysis) rather than through manipulation.
This skill is one of the specific lead-magnet types covered as its own skill. The parent-frame methodology lives in lead-magnet-design; the calculator-specific methodology (calculation transparency, tiered value, methodology disclosure) lives here.
The voice is the senior growth practitioner who has watched calculators earn long-term credibility and watched them burn it within weeks of launch. Practical, opinionated about transparency, willing to say when a calculator is the wrong investment for the goal.
When to use this skill: scoping a calculator for the first time, auditing a calculator that converts but does not qualify, designing the methodology disclosure that earns audience trust, or deciding which features warrant the email gate.
This skill spans calculator design as one specific lead-magnet type. The growth-tooling distinctions:
lead-magnet-design is the parent-frame methodology (when to invest in any magnet, format selection, audience-fit, follow-up sequence). Calculators are one specific lead-magnet type.calculator-design (this skill) is calculator-specific methodology (calculation transparency, tiered value, methodology disclosure, input design).quiz-and-assessment-design is a sister tool type. Calculators give numbers; quizzes give categories. The methodology differs.landing-page-copy is the calculator landing page (downstream of calculator design).pm-spec-writing is writing the spec for engineers building the calculator. This skill is about WHAT to build; pm-spec-writing is about communicating it.The audience: growth marketers, product marketers, marketing teams building lead-magnet calculators, agencies running growth-tooling work for clients.
Out of scope: lead-magnet design at the parent-frame level (covered by lead-magnet-design); landing-page copy (covered by landing-page-copy); the engineering implementation of the calculator (handed off via pm-spec-writing).
Before designing the calculator, decide whether a calculator is the right tool for the audience and the goal.
Calculators earn investment when:
test cases passed, vs 18 / 23 without
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