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adaptive-pricing/SCOPE.md

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SCOPE

One-liner

Auto-regulating market value exploring price engine.

Core Idea

adaptive-pricing provides a practical framework for defining, evaluating, adapting, and implementing pricing models across the product lifecycle. See INTENT.md for the full problem space, lifecycle model, and strategic direction.

In Scope

  • Generic pricing core under adaptive_pricing_core/, including: canonical pricing schema and validation, boundary evaluation, comparable customer LTV, customer-tuning solver, provider-publication primitives, Stripe mapping, and governance models.
  • Generic framework documentation and research (INTENT.md, docs/, research/, registry/).
  • Project-specific proving grounds under projects/<slug>/, with Coulomb Social as the first full adopter of the generic core.
  • Local execution surfaces that keep internal pricing definitions as the source of truth, including provider shadow publication, governed recommendations, tuning contracts, health checks, and audit history.
  • State Hub workplans under workplans/ (ADR-001).

Out of Scope

  • Owning unrelated adjacent systems as the source of truth, including Bubble, Stripe, and OpenRouter runtimes.
  • Live payment-provider mutation as the default repo behavior. Current provider execution stops at mapping, shadow-state publication, drift detection, and rollback planning.
  • Treating approximate provider mappings as fully enforced billing behavior when they still require supplemental operational or contract logic.
  • Autonomous customer-visible pricing rollouts or irreversible pricing changes without human approval.
  • Project-specific deployment material in generic doc paths (use projects/<slug>/).

Current State

  • Phase: framework plus executable core. The repo is no longer just docs and research around a single MVP; it now contains reusable pricing-core modules and one concrete deployment.
  • Implemented milestones: ADAPTIVE-WP-0003 through ADAPTIVE-WP-0008 are finished. The repo now has canonical pricing models, explainable boundary validation, comparable-customer LTV simulation, customer-tuning, provider shadow publication, and governance workflows.
  • Generic runtime surface: reusable implementation lives under adaptive_pricing_core/.
  • Deployment surface: Coulomb Social remains the first proving ground under projects/coulomb-pricing/observatory/, including the dashboard/API, data loaders, tuning pilot, Stripe shadow-publication flow, and governed recommendation surfaces.
  • Execution boundary: Stripe support is currently a provider abstraction and local shadow-state publisher, not live Stripe API management.
  • Coordination: State Hub integration (ADAPTIVE-WP-0001) remains the repo workflow backbone for orientation, workplan tracking, and brief sync.

Getting Oriented

  • Start with: INTENT.md
  • Product requirements (generic): docs/ProductRequirementsDocument.md
  • Canonical pricing schema: docs/PricingModelSchema.md
  • Customer tuning: docs/CustomerTuningSolver.md
  • Provider publication: docs/StripePublication.md
  • Governance workflow: docs/GovernanceWorkflows.md
  • Implementation roadmap: docs/ImplementationRoadmap.md
  • Agent instructions: AGENTS.md
  • Workplans: workplans/
  • Generic code: adaptive_pricing_core/
  • Coulomb deployment artifacts: projects/coulomb-pricing/
  • Offline hub brief: .custodian-brief.md