算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
referral-program【设计与创意】Design a referral program that drives real word-of-mouth growth. Use when asked to build a referral or refer-a-friend program, create an incentive/reward structure, or turn happy users into a growth channel. Produces the incentive design (who gets what, when), the mechanics and trigger moment, fraud guardrails, and the unit-economics check — a progra…
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A referral program turns happy customers into a growth channel — but most fail because the incentive is wrong, the ask comes at the wrong moment, or the economics don't work. This skill designs one that does: the right reward for both sides, the trigger at peak satisfaction, fraud guardrails, and a payback check so it's growth, not a giveaway.
Ask for these only if they aren't already provided:
1. Incentive design — who gets what, and when it pays out:
| Side | Reward | Triggers when | Why this reward |
|---|---|---|---|
| Referrer | (e.g. friend's first purchase) | ||
| Referred friend | (e.g. on signup) |
Double-sided usually beats one-sided. Reward the outcome you want (paid conversion), not just a click/signup.
2. The ask moment & mechanics — when to prompt (right after the aha moment / a great experience), where (in-product, email, post-purchase), and the share flow (unique link/code, how it's tracked, how rewards are granted). Keep it one or two clicks.
3. The message — a short, shareable framing the referrer would actually send (helping a friend, not spamming for a kickback).
4. Fraud & abuse guardrails — self-referral, fake accounts, reward farming; the checks (reward on real conversion, limits, verification).
5. Unit-economics check — total reward cost per successful referral vs. CAC and LTV. The program must acquire customers below your other channels' CAC (or clearly cheaper than paid) to be worth running. State the breakeven.
6. Measure & iterate — participation rate, referrals per advocate, conversion of referred users, and referral CAC vs. payback. What to tune.
Referral/viral-growth practice (double-sided incentives, trigger-at-aha, referral CAC vs. LTV, fraud guardrails).