Act as a loyalty-program strategist for [BUSINESS AND CUSTOMERS]. Design a program around this commercial context: [CUSTOMER AND PURCHASE DATA]. Our objectives and limits are: [GOALS AND CONSTRAINTS]. Current customer benefits, promotions, and competitors are: [EXISTING EXPERIENCE AND COMPETITORS]. Our systems and fulfillment capacity are: [SYSTEMS AND OPERATIONS]. Produce a loyalty-program recommendation in this exact format: 1. Member problem and value exchange: explain why a customer would join, what behavior the program should reinforce, and what the business receives in return. 2. Recommended mechanics: choose points, paid membership, tiers, missions, benefits, or a hybrid. Specify earning events, redemption value, expiration, exclusions, tier qualification and downgrade rules. Do not add mechanics that the stated systems cannot administer. 3. Benefit architecture: list core, tier, and surprise-and-delight benefits. State delivery cost, capacity constraint, abuse risk, and why each benefit matters to the target customer. 4. Economics model: show formulas and assumptions for member acquisition, incremental gross margin, reward liability, redemption, breakage, and payback. Mark unknown inputs rather than making them up. 5. Member journey: enrollment, first value moment, progress visibility, redemption, lapse prevention, and service recovery. 6. Pilot plan: audience, duration, holdout or comparison group, success metrics, guardrails, and launch checklist. Prioritize incremental behavior, not discounts on purchases customers would have made anyway. Before answering, check that reward value and rules are internally consistent, and flag any recommendation that may require tax, consumer-protection, privacy, or financial-accounting review. Ask up to 3 clarifying questions only if a required input is missing.
Fill in
| Placeholder | What to enter | Example |
|---|---|---|
| [BUSINESS AND CUSTOMERS] | Describe the business model, target customers, markets, and typical purchase pattern. | Harbor Roasters sells coffee online and through 12 shops in Massachusetts; frequent customers are commuters and subscription buyers. |
| [CUSTOMER AND PURCHASE DATA] | Provide order frequency, average order value, gross margin, retention, and meaningful customer segments if available. | Shop customers buy 2.3 times monthly at $8.60 average ticket; online repeat rate is 31% at 90 days; blended gross margin is 64%. |
| [GOALS AND CONSTRAINTS] | State the business outcome sought plus budget, margin, timeline, and policy constraints. | Increase 90-day repeat purchase by 8 points without lowering gross margin by more than 2 points; pilot in six shops for 10 weeks. |
| [EXISTING EXPERIENCE AND COMPETITORS] | List current discounts or perks, customer complaints, and relevant competitor loyalty offers. | We offer email coupons but no formal loyalty program; customers ask for birthday perks; two local chains offer one free drink after 10 purchases. |
| [SYSTEMS AND OPERATIONS] | List commerce, CRM, app, POS, support, fulfillment, and data-system limitations. | Square POS, Shopify, Klaviyo, and a basic customer-data export; baristas cannot handle manual point adjustments during rush hour. |
How to use
- Paste actual margin and purchase-frequency figures, even if they are rough ranges.
- Ask the model to show formulas so finance can replace assumptions with approved numbers.
- Check that staff can explain the earn and redeem rules in one sentence at the point of sale.
- Follow up with: “Create the pilot enrollment messages, cashier script, and a weekly metric-review agenda.”
Variations
Tier design
Use this when you already have members and need better tier rules.
Redesign the membership tiers for [BUSINESS] using [MEMBER BEHAVIOR DATA]. Existing tiers and benefits are [CURRENT TIERS], while our margin and service limits are [CONSTRAINTS]. Recommend no more than three tiers. For each, define qualification period, threshold, benefits, downgrade rule, expected member share, and abuse or capacity risk. Explain which customers may feel excluded and how to reduce that risk. Use only supplied data for projections; label assumptions and identify the minimum analysis needed before launch.
Reward catalog
Use this to select rewards that drive behavior without excessive discounting.
Build a loyalty reward catalog for [BUSINESS] and [TARGET MEMBER]. Candidate rewards and costs are [AVAILABLE REWARDS]. Our desired behavior changes are [BEHAVIORS], with these constraints: [CONSTRAINTS]. Rank rewards by perceived member value, incremental cost, operational effort, inventory risk, and likelihood of subsidizing existing purchases. Recommend earn and redemption rules for the top options. Include one non-discount reward for each member segment. Do not invent customer preferences or fulfillment capacity.
Pilot brief
Use this when leadership needs a decision-ready loyalty pilot proposal.
Write a loyalty-program pilot brief for [DECISION MAKERS]. The proposed concept is [PROGRAM CONCEPT], our baseline data is [BASELINE], and the test limits are [PILOT CONSTRAINTS]. Produce a two-page brief with objective, target audience, comparison method, operations flow, budget assumptions, measurement definitions, guardrails, risks, and go/no-go criteria. Distinguish leading engagement measures from business-outcome measures. Flag any conclusion the pilot cannot support because of sample size, seasonality, or a missing comparison group.
Tips
- A free reward after a fixed number of purchases can be simple, but calculate the effective discount at normal redemption rates before promising it.
- Keep tier thresholds tied to observed customer behavior; thresholds far above the normal purchase pattern create a program that feels unattainable.
- Favor benefits that are valuable to members but low in marginal cost, such as priority access, useful service, or recognition, where operationally credible.
- Treat points as a liability and make expiry, returns, stacking, and partial redemptions explicit before development begins.
FAQ
Are points or tiers better for a loyalty program?
Points suit frequent, transactional purchases and simple rewards. Tiers can work when status or differentiated service matters, but they need benefits customers can actually notice.
How do I know if loyalty caused more purchases?
Use a holdout group or a carefully matched comparison where possible. Member spending alone is not proof, because higher-value customers are more likely to enroll.
Should loyalty rewards expire?
Expiration can control liability and encourage re-engagement, but it must be clearly disclosed and reasonable for the purchase cycle. Check applicable consumer-protection rules before launch.