OsventaSoftware · 5–200 employees

AI product company: what your data is worth

Failure cases, evaluations and agent runs directly improve model reliability after training, and ready-made environments can be used for reinforcement learning.

Get an estimateTypical range$20k–$480k
What labs license

The records that carry value

  • Human feedback on model outputs: ratings, edits and preferences
  • Evaluation sets, rubrics and red-team findings
  • Agent run logs: tool calls, failures and recovery steps
  • Prompt version history with the effect on your metrics
  • Production code with pull requests, reviews, tickets and deploys
  • Support escalations about AI mistakes
  • Environments, task sets and graders you've built

What it takes to qualify

  • For code: a substantial, human-written codebase and rights from every contributor
  • Customer terms that allow this use of inputs and outputs
  • Model-provider terms checked, since some restrict using outputs for training
  • One to two or more years of real production use

Preparation & compliance

  • Customer data removed from logs and prompts; enterprise agreements checked
  • API keys and secrets removed from code and configs
  • Any AI-generated portions disclosed to the buyer
What determines the price

What moves the number

Raises the value

  • Expert corrections of model failures
  • Domain-specific evaluations that don't exist publicly
  • Multi-step agent runs with success or failure recorded
  • Real production traffic over time
  • Repositories with many contributors and deep history

Lowers it

  • Content or code that's mostly AI-generated
  • Provider terms that forbid redistributing outputs
  • Thin wrappers with little logic of your own
  • Customer prompts full of personal or confidential data

Packaging can close the gap

Structure, linked outcomes and documentation are often what separates the low end of the range from the high end. If your data falls short on those, our optional packaging service can fix it before it reaches a buyer.

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