A short technical document or webpage that outlines a machine learning model's intended uses, limitations, training data sources, and performance metrics.

Waved around by enterprise AI vendors as proof of complete ethical transparency and technical rigor. It gives standard software documentation the feel of a FDA nutrition label or safety certificate, even when the card glosses over proprietary dataset details.

• The Transparency Mirage: Publishing a model card while keeping the actual training data sources confidential.
• Performative Compliance: Treating a static PDF document as a substitute for real-time output auditing and monitoring.
• Technical Jargon Cover: Filling documentation with dense academic metrics that average enterprise buyers cannot evaluate.

The Wolf of Wall Street (2010s) scene where Jordan Belfort hands his new recruits a laminated sales script card, telling them to read the exact printed lines with fake conviction to make penniless stocks sound like blue-chip investments.

“Reviewing our model cards provides enterprise risk teams with full visibility into algorithmic specifications.”

“We provided a simple factsheet showing our search tool's performance limits and tested accuracy scores.”