Marvin AI Credits

How Marvin AI Credits Work

Marvin AI Credits power the AI features in Marvin Labs: AI Analyst Chat and Deep Research Agents. Credits are consumed based on the computational resources required to generate validated, data-backed insights from primary financial content.

Credit Consumption

AI Analyst Chat

One credit typically covers one question-answer pair. Credit consumption varies based on query complexity and the volume of primary documents analyzed to generate a validated response. When you extend a conversation with results from a Deep Research Agent, those agent credits are billed separately.

Deep Research Agents

Each Deep Research Agent has distinct credit requirements, visible when initiating the agent and in the Knowledge Hub. Agent credit usage reflects the depth of analysis performed, such as preparing earnings reports, tracking guidance versus actuals, or building company primers.