Implement subscription price optimization engine

[Smartdevs17]

Implement subscription price optimization engine

Description

Context: Dynamic pricing based on demand, competition, and subscriber value maximizes revenue.

Current Limitation: Static pricing only.

Expected Outcome: Implement AI-powered price optimization.

Acceptance Criteria

• Implement pricing model with factors
• Add demand-based price adjustments
• Support competitor price tracking
• Implement subscriber willingness-to-pay estimation
• Add A/B testing for prices
• Support price floor/ceiling limits
• Create pricing dashboard UI

Technical Scope

Files Likely Affected:

• backend/ml/pricingModel.py - New pricing module
• backend/services/pricingService.ts - Pricing API
• app/screens/PricingOptimizationScreen.tsx

APIs/Contracts Involved:

• calculate_optimal_price(subscription_id: SubscriptionId) -> Price
• get_price_recommendations(plan_id: PlanId) -> Vec<PriceRecommendation>

[morelucks]

@morelucks has applied to work on this issue as part of the Stellar Wave Program's 4th wave.

i'd love love to work on this issue

ℹ️ Repo Maintainers: To accept this application, review their application or assign @morelucks to this issue.

[drips-wave]

Congratulations, @morelucks! 🎉 Your application was accepted by the repo's maintainers, and the issue is due on April 29, 2026.

🧑‍💻 @morelucks: Please resolve the issue such that the repo's maintainers have enough time to review your contribution before the due date. You'll earn Points for completing the issue on-time, which will make you eligible for a share of the Stellar Wave Program's reward pool.

Warning

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[drips-wave]

This issue has been completed by @morelucks as part of the Stellar Wave Program's 4th Wave 🥳

😎 @morelucks: You earned 200 Points for completing this issue! After the current Wave ends, you'll be eligible for a percentage of the Wave's reward pool based on the percentage of total points you've earned. Learn more here. You can also Leave a review to share your experience working on this issue.

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