Build pricing around value and sustainable economics.
Evaluate costs, customer value, alternatives, positioning and pricing structure while keeping assumptions and unvalidated market claims clearly separated from evidence.
Act as an experienced pricing strategist, commercial analyst and business decision advisor. TASK: Develop a practical pricing strategy for the product or service below. The goal is to identify a pricing approach that balances customer value, business economics, market positioning, competitiveness and long-term sustainability. Do not invent competitor prices, customer willingness-to-pay, market averages, margins, costs, conversion rates or demand elasticity. Clearly distinguish between: - confirmed inputs - calculated values - assumptions - hypotheses - information that still requires validation BUSINESS: [Business / brand name.] PRODUCT / SERVICE: [Describe what is being sold.] CUSTOMER: [Target customer or segment.] MARKET: [Country / region / industry.] BUSINESS MODEL: [One-time sale / subscription / service / project / usage-based / marketplace / other.] CURRENT PRICE: [If applicable.] CURRENT PRICING MODEL: [Flat rate / tiered / per user / per unit / hourly / project-based / other.] CURRENCY: [Currency.] DIRECT COST PER UNIT / SALE: [If known.] FIXED COSTS: [Monthly or annual if relevant.] VARIABLE COSTS: [Payment fees, delivery, support, hosting, commission, labor, etc.] TARGET MARGIN: [If known.] SALES VOLUME: [Current or expected, only if known.] COMPETITOR INFORMATION: [Known prices, plans, positioning or alternatives.] CUSTOMER VALUE: [What outcome or benefit does the customer receive?] CUSTOMER PAIN POINTS: [What problem is being solved?] BUYING CRITERIA: [Price, quality, convenience, speed, support, etc.] KNOWN PRICE OBJECTIONS: [If any.] DISCOUNTS CURRENTLY USED: [If any.] SALES CHANNEL: [Website / marketplace / direct sales / retail / distributor / other.] POSITIONING: [Budget / value / mid-market / premium / specialist / other.] BUSINESS GOAL: [Growth / profit / adoption / market entry / retention / upsell / other.] SPECIAL REQUIREMENTS: [Any additional instructions.] PRICING ANALYSIS REQUIREMENTS: 1. REVIEW THE INPUT QUALITY Classify the information into: CONFIRMED Directly provided or supported. CALCULATED Derived mathematically from confirmed inputs. ASSUMED Required for analysis but not verified. UNKNOWN Important information that is missing. Do not hide missing information behind confident recommendations. 2. DEFINE THE PRICING OBJECTIVE Determine the main objective. Possible objectives include: - maximize contribution margin - increase adoption - improve profitability - support premium positioning - gain market entry - improve retention - increase average order value - improve upsell - simplify purchasing If several objectives conflict, identify the trade-off. 3. UNDERSTAND THE CUSTOMER VALUE Identify: Functional value Time savings Cost savings Risk reduction Revenue improvement Convenience Quality improvement Professional value Only include benefits supported by the supplied information. 4. DEFINE THE UNIT OF VALUE Determine what the customer is actually paying for. Examples: Per unit Per order Per user Per location Per project Per month Per transaction Per usage level Per outcome Recommend the unit that most closely aligns price with customer value where practical. 5. ANALYZE COST STRUCTURE Separate: Fixed costs Variable costs Direct costs Transaction costs Support costs Fulfillment costs Sales commissions Do not invent missing costs. 6. CALCULATE UNIT ECONOMICS Where data allows, calculate: Selling price Variable cost Contribution per sale Contribution margin % Gross margin where appropriate Use: Contribution = Price - Variable Cost Contribution Margin % = Contribution / Price × 100 Show formulas and inputs. 7. BREAK-EVEN ANALYSIS If fixed and variable costs are supplied, calculate: Break-even units = Fixed Costs / Contribution per Unit Clearly state assumptions. Do not calculate break-even if the required inputs are missing. 8. IDENTIFY THE PRICE FLOOR Estimate a commercial price floor based on known economics. Distinguish: Absolute cost floor Sustainable commercial floor Strategic promotional price A price above variable cost is not automatically sustainable. 9. ANALYZE POSITIONING Assess whether the intended position is: Budget Value Mid-market Premium Specialist Explain what the pricing must communicate to support that position. 10. ANALYZE ALTERNATIVES Customers may compare the offer against: Direct competitor Manual process Internal employee Freelancer Spreadsheet Free tool Existing supplier Doing nothing Do not assume only direct competitors matter. 11. COMPETITOR PRICING Use competitor information only when supplied or verifiable. Do not invent competitor prices. If data is missing, specify exactly what should be researched. 12. COMPETITOR PRICE COMPARISON Where data exists, compare: Entry price Core plan Premium plan Pricing unit Contract requirement Included features Limits Add-ons Discount structure Focus on meaningful differences, not price alone. 13. AVOID AUTOMATIC UNDERCUTTING Do not recommend a lower price simply because competitors are cheaper. Evaluate: Value difference Service level Quality Risk Convenience Brand position Support Features Switching costs 14. CUSTOMER PRICE SENSITIVITY Assess only from available evidence. Possible signals: Frequent discount requests High comparison behavior Price objections Low switching cost Commodity-like offer High differentiation High urgency High business impact Do not invent elasticity. 15. WILLINGNESS TO PAY Do not fabricate a willingness-to-pay number. If unknown, propose methods to test it. 16. IDENTIFY VALUE METRICS For recurring or scalable products, determine whether pricing could align with: Users Usage Transactions Locations Revenue Storage Volume Projects Features Explain pros and cons. 17. REVIEW CURRENT PRICING MODEL Assess whether the current model is: Easy to understand Easy to compare Aligned with value Predictable Scalable Profitable Operationally manageable 18. FLAT-RATE PRICING Evaluate flat pricing when: Customer needs are similar Usage variation is low Simplicity is important Highlight risks where high-usage customers create disproportionate cost. 19. TIERED PRICING If relevant, propose: Entry Core Premium Each tier should have a clear customer type and value difference. Do not create arbitrary feature limits. 20. GOOD-BETTER-BEST STRUCTURE Where appropriate: Good: Basic need. Better: Most common use case. Best: Higher-value or advanced need. Avoid creating a weak entry tier solely to manipulate customers upward. 21. FEATURE-BASED PRICING Use only when features genuinely represent different levels of value. Do not unnecessarily hide essential functionality behind expensive tiers. 22. USAGE-BASED PRICING Assess: Customer predictability Revenue predictability Usage measurement Cost alignment Billing complexity 23. PER-USER PRICING Assess whether additional users create additional value. Consider whether per-user pricing could discourage adoption. 24. PROJECT PRICING For services consider: Scope Complexity Time Risk Expertise Deliverables Revision requirements Customer value Do not base price only on hours if value and risk materially differ. 25. HOURLY PRICING Explain when hourly pricing is appropriate and when it may create misaligned incentives. 26. VALUE-BASED PRICING Where sufficient evidence exists, assess the economic value created. Do not automatically charge a fixed percentage of claimed value. Use value as one pricing input, not fabricated certainty. 27. SUBSCRIPTION PRICING For subscriptions evaluate: Monthly Annual Minimum commitment Cancellation flexibility Onboarding cost Ongoing service cost 28. ANNUAL DISCOUNTS If recommending an annual discount, calculate the economic effect. Example: Monthly price × 12 = annual list value. Compare proposed annual price against that value. Do not select a discount percentage without explaining the reason. 29. DISCOUNT STRATEGY Classify discounts by purpose: Acquisition Volume Commitment Seasonal Retention Channel Promotional Avoid permanent discounting without a strategic reason. 30. DISCOUNT RISK Evaluate: Margin erosion Customer conditioning Brand dilution Channel conflict Existing customer fairness Price anchoring 31. VOLUME DISCOUNTS Only recommend volume discounts where increased volume creates economic or strategic benefit. Calculate the margin effect. 32. BUNDLING Assess whether bundling: Increases customer value Improves adoption Reduces sales friction Moves low-use products Creates confusion 33. ADD-ONS Identify features or services that may be better sold separately. Examples: Premium support Setup Training Customization Delivery Priority service 34. FREE TIER If relevant, analyze: Acquisition benefit Conversion path Support cost Abuse risk Feature boundary Customer value Do not recommend free simply because competitors offer it. 35. FREE TRIAL Assess: Trial length Time-to-value Activation requirements Conversion point Do not invent an ideal duration without product context. 36. FREEMIUM VS TRIAL Explain which may fit better based on: Usage frequency Time-to-value Cost to serve Product complexity Network effect Customer urgency 37. INTRODUCTORY PRICING If entering a market, assess temporary launch pricing separately from long-term pricing. Define: Start price Duration Exit condition Target permanent price Avoid an unclear "temporary" discount with no exit plan. 38. PRICE ANCHORING Where appropriate, structure pricing so customers understand relative value. Do not create deceptive anchors. 39. DECOY PRICING Do not recommend manipulative or deliberately poor-value plans merely to push customers toward another option. 40. ODD / CHARM PRICING Assess whether prices such as 9.99 suit the market and brand. Premium or B2B offers may benefit more from simpler pricing. 41. ROUND PRICING Consider round pricing where clarity and professionalism matter. 42. PSYCHOLOGICAL PRICING Use cautiously. Customer trust and transparency should take priority over gimmicks. 43. PRICE TRANSPARENCY Assess whether prices should be: Public Starting from Quote-based Configured Explain the sales implications. 44. QUOTE-BASED PRICING Use where scope or customer requirements vary significantly. Avoid quote-only pricing when customers need a simple standardized purchase. 45. MINIMUM ORDER / MINIMUM FEE Where fixed transaction or setup costs are significant, evaluate a minimum charge. 46. SETUP FEES Assess whether onboarding or implementation creates real one-time cost. Do not add fees without customer value or cost justification. 47. SHIPPING / DELIVERY For physical products, determine whether delivery should be: Included Separate Free above threshold Model the economics where data exists. 48. TAXES AND FEES Clearly separate prices before and after tax where relevant. Do not provide jurisdiction-specific tax advice without reliable information. 49. SALES CHANNEL EFFECT Analyze whether pricing must account for: Marketplace commission Distributor margin Reseller margin Affiliate fee Payment processing Retail markup 50. CHANNEL CONFLICT Identify risks where direct and partner prices differ. 51. CUSTOMER ACQUISITION ECONOMICS If acquisition cost is known, consider: CAC Gross contribution Payback period Do not invent CAC. 52. CUSTOMER LIFETIME VALUE Calculate only when retention, purchase frequency and margin inputs are available. Do not fabricate LTV. 53. PROFITABILITY SCENARIOS Where data allows, model: Lower-price scenario Base scenario Higher-price scenario For each show: Price Volume assumption Revenue Variable cost Contribution Clearly mark volume changes as assumptions. 54. DO NOT ASSUME LOWER PRICE = HIGHER SALES State explicitly when demand response is unknown. Do not use fabricated conversion improvements. 55. PRICE INCREASE ANALYSIS If considering a price increase, assess: Margin improvement Potential churn Customer communication Existing customer treatment Contract restrictions Competitor context 56. GRANDFATHERING Consider whether current customers should retain old pricing temporarily. Explain benefits and risks. 57. PRICE DECREASE ANALYSIS Evaluate whether a lower price: Improves accessibility Damages positioning Requires unrealistic volume Reduces contribution Triggers competitor response 58. BREAK-EVEN VOLUME AFTER PRICE CHANGE When possible calculate how much sales volume must change to maintain total contribution. For current: Contribution_old = Price_old - VariableCost For new: Contribution_new = Price_new - VariableCost Required new volume = Old total contribution / Contribution_new 59. CANNIBALIZATION For tiers or bundles, assess whether customers may downgrade from higher-value offers. 60. UPSELL PATH Design a logical path based on increasing customer need. Do not restrict ordinary use merely to force upgrades. 61. CROSS-SELL OPPORTUNITY Where appropriate, identify complementary products or services separately from core pricing. 62. CONTRACT LENGTH For B2B or subscriptions assess: Monthly Annual Multi-year Consider price certainty, customer risk and business predictability. 63. PAYMENT TERMS Where relevant assess: Upfront Deposit Milestone Net terms Recurring billing Consider cash-flow implications. 64. REFUNDS / GUARANTEES Assess how refund or guarantee policies influence perceived purchase risk. Do not recommend guarantees the business cannot honor. 65. PREMIUM POSITIONING If pricing above alternatives, explain the proof required. Examples: Better outcome Service Quality Speed Expertise Convenience Reliability 66. BUDGET POSITIONING If pricing lower, explain how the business will preserve margin and customer trust. Avoid appearing low-quality by accident. 67. PRICE COMMUNICATION Create a simple explanation of: What the customer pays What is included What is excluded Billing frequency Optional charges 68. VALUE COMMUNICATION Explain price alongside outcomes, not just features. Do not exaggerate ROI. 69. PRICE OBJECTION HANDLING For common objections provide: Objection Likely concern Clarifying question Relevant evidence Professional response Do not pressure or manipulate customers. 70. "TOO EXPENSIVE" Do not automatically discount. First determine whether the issue is: Budget Value perception Comparison Timing Authority Cash flow Poor fit 71. NEGOTIATION GUIDELINES If relevant establish: Target price Preferred terms Minimum acceptable economics Items that can be traded Items that should not be discounted Do not invent limits. 72. DISCOUNT APPROVAL For teams, recommend clear authority and approval rules where frequent negotiation exists. 73. PRICING GOVERNANCE For growing businesses identify: Who owns pricing Who approves changes How often it is reviewed How exceptions are recorded 74. TESTING PRICE Suggest ethical testing approaches such as: Customer interviews Sales conversations Offer testing Landing-page testing Quote analysis Cohort comparison Ensure actual customers are treated fairly. 75. VAN WESTENDORP Where appropriate explain the four pricing questions: Too cheap Cheap / good value Expensive Too expensive Treat results as research input, not a definitive price. 76. GABOR-GRANGER Where appropriate suggest testing purchase likelihood at multiple prices. Do not create fake responses. 77. CONJOINT ANALYSIS Mention only when product features and pricing trade-offs justify more advanced research. 78. SALES DATA ANALYSIS If historical transaction data exists, review: Price paid Discount Volume Segment Conversion Renewal Churn 79. WIN / LOSS ANALYSIS Where available examine whether price was genuinely the reason deals were won or lost. Do not assume every lost sale was due to price. 80. REVIEW CUSTOMER FEEDBACK Separate comments about: Absolute price Value Affordability Competitor comparison Pricing complexity 81. SEGMENT PRICING If different customer segments receive different pricing, ensure differences relate to legitimate value, cost or commercial structure. Avoid unfair or discriminatory practices. 82. GEOGRAPHIC PRICING Where relevant assess: Currency Purchasing context Local competition Taxes Distribution cost Do not invent local market prices. 83. CURRENCY RISK For international sales, identify exposure to exchange-rate changes where relevant. 84. INFLATION / COST INCREASES If costs change over time, identify a pricing review mechanism. 85. PRICE REVIEW TRIGGERS Examples: Cost increase Product improvement Competitor change Demand change Capacity constraint New segment Margin decline 86. KPI FRAMEWORK Possible pricing KPIs: Average selling price Discount rate Contribution margin Gross margin Conversion rate ARPU Upgrade rate Churn Revenue per customer Only select metrics relevant to the model. 87. BASELINE Use current KPI values where provided. Do not invent baselines. 88. TARGETS Do not create arbitrary targets. If targets are unknown, state: "Target to be established after baseline review." 89. IMPLEMENTATION PLAN For a pricing change specify: Decision Configuration Website / sales material update Sales training Customer communication Existing customer policy Launch Monitoring Review 90. PILOT Where risk is significant, recommend testing with a limited: Segment Region Channel Offer New-customer cohort before wider rollout. 91. CUSTOMER COMMUNICATION For price increases, explain: What is changing When Why What value is included What customers need to do Avoid defensive wording. 92. SALES TEAM COMMUNICATION Prepare: Pricing logic Value explanation Discount rules FAQ Objection responses Escalation rules 93. MONITOR AFTER LAUNCH Track: Sales volume Conversion Discount requests Margin Customer feedback Churn Plan mix Use metrics appropriate to the model. 94. DEFINE REVIEW PERIOD If no review date is supplied, recommend establishing one rather than inventing a calendar date. 95. STOP / ADJUST CRITERIA Define what signals would justify reconsidering the pricing approach. Avoid arbitrary numeric thresholds unless evidence supports them. 96. RECOMMENDATION Provide: Recommended pricing model Reason Main economic logic Customer-value logic Positioning logic Key assumptions Key risks 97. ALTERNATIVES Provide 1–2 realistic alternatives and explain: Advantages Disadvantages Best use case 98. CONFIDENCE LEVEL Rate: High Medium Low based on input quality. Explain what evidence would increase confidence. 99. NEXT RESEARCH PRIORITIES Rank: P1 P2 P3 based on how much the missing information could change the pricing decision. 100. FINAL QUALITY CHECK Before finalizing verify: - no competitor price was invented - no customer willingness-to-pay was invented - no demand elasticity was invented - no costs were invented - calculations use visible inputs - assumptions are clearly labeled - recommendations match positioning - discounts have an economic reason - risks are visible - alternatives were considered - validation needs are clear OUTPUT FORMAT: 1. Pricing Objective 2. Input & Evidence Review 3. Customer Value Analysis 4. Cost & Unit Economics 5. Market / Alternative Context 6. Current Pricing Assessment 7. Recommended Pricing Model 8. Recommended Price Structure 9. Tier / Package Design — if applicable 10. Discount Strategy 11. Pricing Scenarios 12. Break-Even Analysis — if possible 13. Customer Communication 14. Sales Guidance 15. Risks & Trade-offs 16. Alternatives Considered 17. Testing & Validation Plan 18. KPIs to Monitor 19. Implementation Plan 20. Research Gaps 21. Confidence Level 22. Final Recommendation IMPORTANT: - Do not invent market prices, costs, willingness-to-pay, conversion rates, volume response or customer behavior. - Show formulas for calculations. - Label assumptions clearly. - Do not recommend undercutting competitors automatically. - Do not assume a lower price will increase demand. - Treat doing nothing and existing alternatives as part of the competitive context. - Protect sustainable unit economics. - Use value, cost, competition and positioning together rather than relying on one method. - Do not use manipulative pricing tactics. - Explain the risks and trade-offs of every major recommendation. - Treat the recommended price as a decision hypothesis when evidence is incomplete, not as guaranteed market truth.
Use the prompt effectively.
Start with economics
Understand direct costs, variable costs, contribution and break-even requirements before recommending a price that may look attractive but cannot support the business.
Connect price to customer value
Assess what outcome customers receive, how they currently solve the problem and which buying criteria matter instead of pricing only from cost or competitor comparison.
Choose the right pricing structure
Evaluate flat, tiered, subscription, usage, project, bundle or add-on models based on how customers receive value and how the business incurs cost.
Test before treating it as final
Use real sales, customer research and pricing experiments to validate assumptions instead of allowing AI to invent demand response or willingness-to-pay.
Price a new offer without inventing willingness-to-pay.
Business: Online inventory management template.
Product: Excel-based inventory tracker for small businesses.
Target customer: Small retailers and online sellers.
Direct delivery cost: Very low because it is a digital product.
Current price: None — new product.
Known alternatives: Free spreadsheets and paid inventory software.
Positioning: Affordable practical solution between a basic spreadsheet and full software.
Unknown: Customer willingness-to-pay, competitor template prices and expected sales volume.
Recommended model: One-time purchase is a logical starting structure because the product is a downloadable digital asset with no confirmed recurring service requirement.
Pricing position: The offer should be evaluated as a practical middle option between free generic spreadsheets and more complex inventory software rather than automatically competing on the lowest possible price.
Critical unknown: A specific selling price should not be presented as market-validated until competitor research and customer willingness-to-pay evidence are collected.
Validation plan: Compare relevant paid template alternatives, interview target users about current solutions and test a small number of price points using real offer data.
Business risk: A very low launch price could increase perceived affordability but may also make future price increases difficult and weaken the perceived value of a professionally designed inventory tool.
Make pricing decisions that can be tested.
Don't let AI invent the market price
A plausible-looking price is not evidence. Use real competitor research, customer feedback and transaction data before treating a number as market validated.
Protect contribution, not just revenue
A lower price may increase sales yet still produce a worse business result. Check contribution per sale and the volume required to offset any price reduction.
Price the value model, not only the feature list
The strongest pricing structures usually connect what customers pay to how they receive value while remaining simple enough to understand and manage.