Model Cards is documentation of model purpose, performance, limitations, and risks. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0178, within the Governance family. The core principle: documentation of model purpose, performance, limitations, and risks. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
Scientific Definition
Documentation of model purpose, performance, limitations, and risks.
Plain-English Definition
Documentation of model purpose, performance, limitations, and risks.
Feynman Explanation
Nutrition labels for AI.
Core Principle
Documentation of model purpose, performance, limitations, and risks.
Mechanisms
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Inputs (Triggers)
Pending editorial review.
Outputs (Behaviors)
Pending editorial review.
Behavioral Signature
Nutrition labels for AI.
Examples
- Standard practice from major model providers.
- Required for responsible enterprise deployment.
Pending editorial review.
Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.
Why this element matters to incentive design
The mistake with this element is treating it as irrationality. It is almost always a rational response to a payoff nobody wrote down. The mechanism underneath it operates in the Incentives dimension — what makes behavior more or less likely?. You can recognize it in the field by its signature: nutrition labels for AI. Every element in the Incentives dimension changes the perceived payoff of an action before the action happens, which is exactly where incentive design has leverage.
How it gets exploited
Left undesigned, required for responsible enterprise deployment. It is amplified whenever required for responsible enterprise deployment. Inside organizations that shows up as required for responsible enterprise deployment. The pattern is the same one Goodhart's Law describes: the measurable proxy attracts the effort, and the purpose behind it quietly loses funding.
How the Lab designs around it
The redesign move is to maintain model cards for every production system. Measure the behavior, not the sentiment. A survey will tell you how people feel about this; only observed action tells you whether it changed.
Famous Experiments
Pending editorial review.
Design Principles
- Maintain model cards for every production system.
Measurement Approaches
Pending editorial review.
Evidence
Pending editorial review.
Pending editorial review.
The Perverse Incentive Lens™
How this behavior is exploited — and how to redesign around it.
- Maintain model cards for every production system.
Pending editorial review.
Pending editorial review.
Interactive Mini Network
Click any neighbor to re-center the graph and follow the threads of connection.
Knowledge Graph Neighbors
Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.
Written rules about how AI may be used internally.
Logging of AI inputs, outputs, and decisions.
Inventory of models, data, tools, and dependencies in an AI system.
Tracing AI components for risk and compliance.
Cross-functional governance body for AI decisions.
Agents deployed before anyone owns the consequences.
Cryptographic tracking of content origin.
Tracking where training and inference data came from.
Comprehensive AI regulation in the EU.
Why did it produce this? vs. How does it work?
Human review at critical AI decision points.
Human oversight without per-decision review.
Where Model Cards is cited in the corpus
Essays, field guides, and diagnostics from The Incentives Lab that apply this element.
- Field guideIncentives: definition, types, examples
The parent field guide for this element.
- ReferenceThe laws of incentives
Goodhart, Campbell, and the Cobra Effect.
- EssayAI Agents Inherit Your Incentives
How this element propagates into automated systems.
- EssayIncentives Under Crisis
How this element behaves under pressure.
- ReferenceThe Periodic Table of Human Behavior
The full 1,267-element map this page belongs to.
- ReferenceThe incentive glossary
Definitions for every mental model, bias, and fallacy in the corpus.
Questions about Model Cards
- What is Model Cards?
- Model Cards is documentation of model purpose, performance, limitations, and risks. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0178, within the Governance family. The core principle: documentation of model purpose, performance, limitations, and risks. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
- What is an example of Model Cards?
- Required for responsible enterprise deployment. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0178).
- How is Model Cards exploited?
- Required for responsible enterprise deployment.
- How do you design around Model Cards?
- Maintain model cards for every production system.
- Which behavioral dimension does Model Cards belong to?
- Model Cards is classified in the Incentives dimension (INC) of the Human Behavior Taxonomy™, family "Governance", class "AI-Behavioral Coupling". Its permanent identifier is HBT-INC-0178 and its evidence grade is C.