A system where companies benefit from AI-driven extraction can invest in a market of carbon offset-like credits, but targeted towards verifiable ocean restoration, ecosystem data collection, predictive modelling of impacts, and investment in coastal communities impacted by the extraction. The AI credits would be calculated based on measurable biodiversity indicators, such as number of marine species, abundance of coral species, etc.