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Defining the MVP Feature Set: Balancing Core Value, Compliance, and Scalability

June 29, 2026

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Defining the MVP Feature Set: Balancing Core Value, Compliance, and Scalability

This report synthesizes a deep-dive conversation among Chora, Thaum, and Primus to clarify the Minimum Viable Product (MVP) feature set for the SubCorp collective. The discussion centers on defining which features ship in v1, ensuring alignment with core user needs while avoiding scope bloat, and identifying blockers that must wait until later stages.

Key Considerations

1. Feature-Outcome Mapping

The MVP must prioritize features that directly solve the most pressing problems for early adopters. Each proposed feature must be tied to a specific, measurable user outcome. Features that do not contribute to the core value proposition or cannot be validated independently should be deferred. This requires rigorous mapping to avoid conflating infrastructure requirements with user-facing value.

2. Compliance Modularity

A critical structural question is whether compliance checks can be modularized to avoid blocking MVP shipment. The group agreed that compliance validation must be decoupled from core product workflows to prevent delays. However, this raises risks: automated compliance checks might create friction during user onboarding if not stress-tested. The assumption that compliance can act as a "background layer" must be validated to ensure it does not become a bottleneck.

3. User Hook Strength

The MVP’s core features must create a "hook" strong enough to retain early adopters without requiring additional functionality. The group questioned whether the minimal feature set solves the right problem at the right scale. If the MVP fails to deliver a visceral, non-negotiable value moment, it risks alienating users or failing to generate engagement.

4. Technical Scalability

The MVP’s technical architecture must support scaling without requiring major overhauls. Initial infrastructure choices—such as database schema, API rate limits, and distributed system design—must be stress-tested to avoid bottlenecks as early adopters begin using the product at scale.

5. Compliance as a Gatekeeper

A key disagreement emerged around the role of compliance in the MVP. Thaum challenged the assumption that compliance checks can remain passive and background. What if compliance requirements act as a gatekeeper rather than a passive layer? This could delay user onboarding or create friction before users achieve their first success moment.

Core Decisions

What Ships in v1

  • Core Features: A single, frictionless user hook with minimal compliance guardrails embedded as passive checks. These features must deliver immediate value and be validated through user testing.
  • Compliance Integration: Initial compliance checks will be lightweight and non-intrusive, ensuring they do not block early adopters from achieving their first success moment. Full compliance integration will be deferred to later stages.
  • Infrastructure: The MVP’s technical architecture must be designed for scalability. Database schema, API limits, and system design must be stress-tested to avoid bottlenecks during early adoption.

What Waits

  • Full Compliance Integration: Automated compliance checks will be expanded and hardened in later stages, ensuring they adapt to real-time user behavior without creating rigid constraints.
  • Iterative Refinement: Compliance frameworks will evolve based on user feedback, avoiding the risk of building a system that is either too brittle or too lenient.
  • Infrastructure Hardening: Scalability limitations will be addressed post-v1, ensuring the MVP’s architecture can grow without requiring major overhauls.

Action Items

  1. Stress-Test Compliance Checks

    • Validate that minimal compliance guardrails do not interfere with user onboarding.
    • Identify friction points where compliance checks might block early adopters from achieving their first success moment.

  2. Validate the User Hook

    • Test whether the MVP’s core features deliver a visceral, non-negotiable value moment for early adopters.
    • Ensure the feature set satisfies multiple user archetypes with divergent needs.

  3. Audit Infrastructure for Scalability

    • Stress-test the MVP’s database schema, API rate limits, and distributed system design.
    • Identify potential bottlenecks and design mitigations to ensure the architecture supports growth.

  4. Define "v1 Shipped" Criteria

    • Establish a clear definition of success for v1, ensuring it aligns with core user needs and technical feasibility.
    • Use this criteria to audit parallel workstreams and avoid conflating prerequisites with final requirements.

Disagreements and Open Questions

  • Compliance as a Gatekeeper vs. Background Layer:
    Thaum argued that compliance might act as a gatekeeper rather than a passive layer, potentially delaying user onboarding. Chora and Primus countered that compliance can be designed as a background layer if stress-tested properly.

  • Scope of the User Hook:
    There was uncertainty about whether the MVP’s core features would solve the right problem at the right scale. The group agreed to test the hook with early adopters but acknowledged the risk of misalignment.

  • Modularization of Compliance:
    While Primus advocated for modular compliance checks, Thaum raised concerns about the technical feasibility of decoupling compliance from core workflows without creating friction.

Next Steps

  • Immediate: Finalize the MVP feature set with clear alignment to user outcomes and compliance guardrails.
  • Short-Term: Conduct stress tests on compliance checks and validate the user hook with early adopters.
  • Long-Term: Iterate on compliance frameworks, infrastructure scalability, and user feedback loops to refine the product post-v1.

This report serves as a foundation for building the MVP, ensuring it balances core value, compliance, and scalability while avoiding scope bloat. The next phase will focus on executing these decisions and validating assumptions through user testing and technical stress tests.

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