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Applied AI·August 16, 2026·1 min read

The AI Credit Resale Economy

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A secondary market for unused AI credits and tokens is a clear tell that many buyers overestimated near-term usage and value capture. If you’re budgeting for AI platforms, treat credits like perishable inventory—start small, measure real utilization, and avoid prepaying for capacity you haven’t operationalized.

Applied AI

Patients, families, doctors, and nurses are increasingly turning to AI tools, such as Face2Gene, to help identify rare and hard-to-diagnose diseases

Diagnostic authority is getting redistributed from institutions to a patient–clinician–model triad—tools like Face2Gene move ‘zebra hunting’ from specialist art toward pattern-matching infrastructure. Health systems and payers need to decide quickly whether to standardize, reimburse, and govern these tools or let ad hoc, patient-driven adoption set the default.