clarify-thesis

To turn a founder description into a structured fundraising brief, provide the raw company description to initiate an intake process that prompts for mandatory and recommended fields, normalizing the data for investor targeting.

A normalized company profile is used for VC targeting to standardize founder intake data. It validates and stores structured outputs in a company_profile.json file, ensuring downstream fundraising workflow steps receive complete, investor-ready information.

To collect mandatory and recommended fields from founders during intake, the workflow prompts users with clarifying questions that materially affect investor targeting, ensuring only essential data is gathered to build a complete company profile.

The fundraising intake process requires no external tools or dependencies to generate a normalized company profile. It operates independently at the intake stage to validate and output structured data for downstream VC outreach steps.

A normalized company profile feeds into a multi-step fundraising workflow by storing validated data in company_profile.json. This structured output acts as the pipeline-ready input for downstream steps like find-vcs, map-investors, and score-vc-fit.

Use an intake-driven approach for investor brief generation when you need to transform unstructured founder stories into a structured format. It ensures data validation and completeness before initiating downstream VC outreach and scoring pipelines.