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The Incentives Lab
AI Incentives · Governance

Model Cards

Documentation of model purpose, performance, limitations, and risks.

"Nutrition labels for AI."

Quick answer

What is Model Cards? Documentation of model purpose, performance, limitations, and risks. Required for responsible enterprise deployment.

In the wild

Standard practice from major model providers.

Why it matters in the room

Required for responsible enterprise deployment.

Counter-move

Maintain model cards for every production system.

Visual · Reward gradient
REWARD ↑OPTIMIZER →
Model Cards shows where an optimizer climbs vs where we want it to go.
Live example · Train around Model Cards

Pick what to reward the model for.

Documentation of model purpose, performance, limitations, and risks. In the wild: Standard practice from major model providers.

● Live

Pick a lever. There are no neutral ones — every incentive funds a behavior somewhere.

How does this land?

Pick a reaction to Model Cards

One tap. We'll point you at the most useful next surface based on how this hits.

Human Behavior Element™ · HBE Spec

The full taxonomy entry

Every concept in the Atlas uses the same structure — so Model Cards can be compared, recombined, and cited like an element on a periodic table.

About the standard →
A
MC
HBT-A3647
Official name
Model Cards
AI Incentives · Governance
Identity
HBT ID
HBT-A3647
Symbol
MC
Official name
Model Cards
Synonyms
Governance
Keywords
AI Incentives, Governance, human behavior, incentive design
Version
v1.0
Last updated
Maintained by The Incentives Lab
Classification
Kingdom
Systems
Domain
Machine Behavior
Family
AI Alignment & Incentives
Class
Governance
Element
Model Cards
Definition
Scientific
Documentation of model purpose, performance, limitations, and risks.
Plain-English
Documentation of model purpose, performance, limitations, and risks.
Feynman
Nutrition labels for AI.
Core principle
Documentation of model purpose, performance, limitations, and risks.
One-sentence summary
Required for responsible enterprise deployment.
Mechanisms
Psychological
Documentation of model purpose, performance, limitations, and risks.
Behavioral econ.
Required for responsible enterprise deployment.
Neurological
Reward, threat, and salience circuits bias attention toward the cue.
Evolutionary
Heuristics that paid off in ancestral environments now misfire in modern systems.
Sociological
Group norms and status incentives reinforce the pattern across a team.
Computational
Models trained on biased human signals will replicate and amplify the pattern.
Systems thinking
Feedback loops between metrics, incentives, and behavior lock the pattern in place.
Signals & signature
Inputs (activators)
Standard practice from major model providers.
Outputs (observable)
Required for responsible enterprise deployment.
Behavioral signature
You see Model Cards when the explanation for a decision sounds reasonable but the outcome keeps repeating.
Behavioral molecules
Often combines with related Atlas entries — see the rail below.
Pathways · before
A goal, metric, or contract clause makes the behavior rational locally.
Pathways · after
Locally rational choices accumulate into a systemic distortion.
Domains where it shows up
  • Business
  • Leadership
  • Government
  • Healthcare
  • Education
  • Sales
  • Marketing
  • AI
  • Negotiation
  • Media
  • Public Policy
  • Relationships
Examples
Everyday
Standard practice from major model providers.
Modern
Required for responsible enterprise deployment.
Historical
A pattern repeatedly documented since the foundational behavioral science literature on ai alignment & incentives.
Famous experiments
See the References block — primary papers in the Atlas link out to the original studies.
Design principles
How to leverage
Required for responsible enterprise deployment.
How to reduce
Maintain model cards for every production system.
How to redesign
Maintain model cards for every production system.
The Perverse Incentive Lens™
How it's exploited
Organizations weaponize model cards — sometimes deliberately, often by accident — when metrics reward the symptom rather than the outcome.
Common perverse incentives
Volume metrics, short review windows, bonus cliffs, and contracts that pay on activity rather than impact.
Failure modes
When Model Cards dominates, teams optimize for the dashboard while the real outcome quietly degrades.
Incentive redesign
Maintain model cards for every production system.
Ethical considerations
Don't engineer model cards into customers, employees, or citizens as a manipulation tactic — design for informed choice instead.
Diagnostic questions
  • Where in our org would Model Cards most often show up unnoticed?
  • Which metric, ritual, or contract clause quietly rewards Model Cards?
  • If we removed every payoff for Model Cards, what behavior would replace it?
  • Who benefits when Model Cards persists — and who pays the cost?
Organizational warning signs
Metrics
A KPI is hit while the underlying outcome stalls or worsens.
Behaviors
People route around the rule rather than challenge it.
Language
'That's just how we do it here.' / 'The system requires it.'
Culture
Naming the pattern is treated as disloyalty.
Red flags
  • People defend the status quo using the language of model cards.
  • Decisions cluster around the easiest narrative rather than the strongest evidence.
  • New data changes the slide deck but not the decision.
  • Anyone naming the pattern is treated as the problem.
Intervention playbook
Immediate
Make the perverse payoff visible to the people creating it.
30-day
Run a small pilot that pays for the outcome, not the proxy.
Long-term
Rewrite the comp plan, contract, or ritual so the right behavior becomes the easy behavior.
AI considerations
Detect
Audit training data and reward signals for the same pattern this element describes.
Avoid amplifying
Don't optimize models on metrics that already encode the perverse incentive.
Counteract
Use the model to surface where the pattern is most active, then redesign the incentive — not the model.
Measurement
Metrics
Outcome-to-proxy ratio over time.
Assessment
The Incentives Lab III Diagnostic.
Survey
Calibrated pulse questions on rules vs. outcomes.
Behavioral signals
Where people work around the system.
Observational
Where the dashboard and the lived experience disagree.
Scientific evidence
Evidence grade
Synthesized from the behavioral science literature; see Atlas references.
Replication
Tracked in the Atlas as primary, replicated, or contested.
Intervention confidence
Moderate — patterns generalize, mechanisms vary by context.
Research consensus
Broad agreement on the pattern; ongoing debate on boundary conditions.
Known limitations
Local context, culture, and incentive structure all change the strength of the effect.
Open questions
How does Model Cards interact with AI-mediated decisions at scale?
References
Meta-analyses
Tracked in the Atlas registry.
Seminal authors
Kahneman, Tversky, Thaler, Ariely, Cialdini, Ostrom, Simon — and the field they built.
Cross references

Every Atlas entry is a node in a knowledge graph. See the related rail below to follow the connections.

Disciplinary layers

See Model Cards through 3 lenses

Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.

Test yourself · 60 seconds

Do you actually know Model Cards?

Three quick questions. Result is saved into your review streak — come back when the term is due to lock it in.

Question 1 of 3Score: 0/3

Which best describes Model Cards?

Go deeper

Worked example, counter-example & concept map

On-demand AI analysis grounded in the Lab's research. Cached on your device after first run.

How this lands in you

Your nervous system has a region for this.

Primary region
Prefrontal Cortex

When you encounter Model Cards, your prefrontal cortex has to do extra work to override the automatic response — and that override budget is finite.

Executive control, planning, impulse override, working memory, System 2. First thing to go offline under stress, fatigue, or low blood sugar. Why your 4pm decisions are worse than your 9am ones.

See Prefrontal in the Brain Atlas →
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Keep pulling the thread

More definitions to follow

Every term in the Atlas connects to a dozen others. Pick any of these and see where it takes you.

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