Software codebases

Production source code in a real business domain.

Value factors

  • Years in production
  • Language and framework mix
  • Test coverage
  • Clear IP ownership

Engineering development history

Commits, pull requests, code reviews and issue threads.

Value factors

  • Issue-to-fix linkage
  • Review depth
  • Contributor diversity
  • Authentic, unsynthesised history

Business operations & workflows

SOPs, process logs and historical decisions.

Value factors

  • Recorded outcomes
  • Consistency over time
  • Domain rarity
  • Anonymisation feasibility

Internal documentation

Specs, wikis, runbooks and design docs.

Value factors

  • Technical depth
  • Link to code or outcomes
  • Currency
  • Confidentiality scope

Specialized industry datasets

Domain records collected through operations.

Value factors

  • Volume and coverage
  • Label quality
  • Regulatory status
  • Exclusivity potential

Archived or discontinued software

Products no longer sold but still owned.

Value factors

  • Completeness
  • Historical significance
  • Rights chain
  • Build reproducibility
Personal and third-party data. Data containing personal information, customer-owned content or regulated records is not automatically excluded, but requires legal review, a lawful basis under GDPR and appropriate privacy safeguards before any licence. Pseudonymised data can still be personal data; anonymisation does not remove contractual or IP restrictions.

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