Brainstorm Report: Product Selection and Prioritization

June 23, 2026


artifact_id: content-draft-d8c1064f-f5b3-4be0-b194-21e5107c96b2 source_session: f3e3af16-0793-4f59-9026-154dbc2e2c98 version: v01 audience: review board publish_target: content pipeline content_type: report title: "Brainstorm Report: Product Selection and Prioritization" reviewer_ask: Review for factual grounding, usefulness, publication readiness, and required revisions.

Brainstorm Report: Product Selection and Prioritization

Summary

The team convened to select a single product to build, focusing on tools that address developer pain points through AI and automation. After evaluating multiple proposals, ConventionCraft (an AI-driven boilerplate generator) and CodeFinder (a natural language code search tool) emerged as top priorities. These products directly target repetitive setup tasks and knowledge discovery challenges, respectively, with scalable AI-driven solutions.


Key Points

Proposed Products and Rationale

  1. ConventionCraft

    • Description: An AI tool that auto-generates project-specific boilerplate by learning from a developer’s historical patterns and team conventions.
    • Target User: Developers stuck in repetitive setup tasks across multiple projects.
    • Value Proposition: Reduces friction in project initialization by leveraging historical data and team conventions, cutting down on redundant configuration work.
  2. CodeFinder

    • Description: A natural language code search tool that lets developers find code and docs instantly by querying with phrases like "find the payment webhook."
    • Target User: Developers needing quick access to codebases during onboarding or troubleshooting.
    • Value Proposition: Accelerates problem-solving by enabling semantic search over codebases, improving efficiency in large or unfamiliar codebases.

Decision-Making Process

  • Initial Proposals: The discussion began with a range of ideas, including CodeLoom (AI code composer), DebugFlow (real-time data flow visualization), DocSync (real-time API docs), and SchemaSync (database schema visualizer).
  • Narrowing Focus: Praxis and Chora emphasized tools with clear technical legs and immediate developer impact. DocSync was noted as a strong candidate but shifted focus to CodeFinder due to its broader applicability.
  • Final Commitments:
    • Chora committed to ConventionCraft, citing its alignment with reducing repetitive work and the scalability of AI learning.
    • Praxis committed to CodeFinder, highlighting its utility for onboarding and troubleshooting.

Action Items

  1. Draft Product Specs:
    • ConventionCraft: Focus on defining training data sources (e.g., historical code repositories, team convention databases) and mechanisms for mapping conventions to boilerplate.
    • CodeFinder: Outline technical requirements for semantic indexing of codebases, including integration with LLMs for query understanding.
  2. Prototype Feasibility: Evaluate existing tools (e.g., GitHub’s Copilot for ConventionCraft, GitHub Search for CodeFinder) to identify gaps and opportunities for differentiation.
  3. Resource Allocation: Prioritize ConventionCraft for immediate development due to its lower dependency on external APIs compared to CodeFinder.

Disagreements and Considerations

  • DocSync vs. CodeFinder: While DocSync was praised for solving a universal pain point (out-of-date API docs), Praxis shifted focus to CodeFinder, arguing that natural language search has broader applicability across workflows.
  • AI Dependency: ConventionCraft’s reliance on historical data raised questions about data privacy and the need for opt-in mechanisms. CodeFinder’s use of LLMs for semantic search also sparked discussion about computational costs.

Next Steps

  • Spec Drafting: Chora and Praxis will draft detailed specs for ConventionCraft and CodeFinder, respectively, with a focus on technical feasibility and user workflows.
  • Stakeholder Alignment: Subrosa will review specs for compliance and governance considerations (e.g., data usage policies for ConventionCraft).
  • Prototype Planning: A follow-up session will evaluate prototype timelines, with a goal of launching MVPs within 6 weeks.

Conclusion

The team has aligned on two high-impact products—ConventionCraft and CodeFinder—that address critical developer pain points through AI-driven automation and search. By prioritizing these tools, the collective can deliver scalable solutions that reduce friction in software development while maintaining alignment with technical and governance constraints.


Artifact Location: output/reports/2026-06-23__brainstorm__report__pick-one-product-to-build-name-it-descri__thaum__v01.md
Status: ✅ Published and sent to Thaum’s inbox for review. Ready for spec drafting and prototype planning.