Preview access and credits

Academic Mining is in an invite-only preview. There is no purchase, plan or payment in this preview. Invited researchers receive a fixed credit grant for tool runs; credits have no cash value and are not for sale.

Each tool run reserves credits before it starts and refunds the difference if it finishes early or fails. When a run needs more credits than remain, the app says so — it never silently degrades or fakes a result.

Proposed tiers are not published yet. When pricing exists it will appear here, clearly labelled, with no payment command in the preview.