o3
o3Latest reasoning model — temperature fixed at 1.0
Mean Effect Size
h = 0.11
Average across 26 dimensions
Strong Effects
0
|h| ≥ 0.8 (large effect)
Total Trials
1047
Per dimension measurement
Temperature
1
Sampling configuration
Key Behavioral Traits
Most responsive to reliability track record and warranty coverage
✓ Responds Strongly To
- •Strong response to reliability track record
- •Positive response to warranty coverage
- •Positive response to privacy signals
⚠ Resists or Ignores
- •Actively resists scarcity signals
- •Less responsive to novelty claims
- •Less responsive to hedging/uncertainty
Behavioral Genome
This radar chart visualizes how strongly this model responds to each of the 26 content dimensions. Values are normalized to 0-100 scale based on effect sizes.
Top 5 Strongest Effects
These dimensions have the largest effect sizes for o3, indicating the content signals that most strongly influence its recommendations.
All Dimensions & Effect Sizes
Complete breakdown of effect sizes across all 26 dimensions, sorted by absolute magnitude.
| Rank | Cluster | Dimension | Cohen's hEffect sizeHow strongly a signal moves the model. Positive numbers mean the signal pushes the model toward your brand; negative numbers mean it pushes away. Values above 0.2 are meaningful; 0.5+ is strong. | 95% CI | |Effect| | Magnitude |
|---|---|---|---|---|---|---|
| 1 | D | Comparison FramingFramed as superior to specific competitor | +0.60 | [0.39, 0.84] | 0.60 | Medium |
| 2 | E | Default Option BiasOption A marked as recommended or most popular | +0.48 | [0.28, 0.70] | 0.48 | Small |
| 3 | A | Bundle PreferenceBundle offer with additional items added | +0.39 | [0.19, 0.61] | 0.39 | Small |
| 4 | A | Third Party AuthorityThird-party expert endorsement added | +0.38 | [0.26, 0.51] | 0.38 | Small |
| 5 | B | Local PreferenceLocal or domestic origin signals added | +0.26 | [0.11, 0.41] | 0.26 | Weak |
| 6 | A | Free Trial ConversionFree trial or bonus offer added | +0.25 | [0.07, 0.44] | 0.25 | Weak |
| 7 | C | Return Policy SensitivityGenerous return and refund policy signals added | +0.23 | [0.02, 0.45] | 0.23 | Weak |
| 8 | C | Risk AversionEstablished track record and proven reliability signals added | +0.23 | [0.02, 0.44] | 0.23 | Weak |
| 9 | A | Platform EndorsementPlatform endorsement badge added | +0.20 | [0.05, 0.35] | 0.20 | Weak |
| 10 | D | Recency BiasRecent updates and improvements emphasized | -0.17 | [-0.38, 0.05] | 0.17 | Weak |
| 11 | D | Specificity PreferencePrecise numbers, metrics, and specifications added | -0.15 | [-0.42, 0.14] | 0.15 | Weak |
| 12 | A | Social Proof SensitivityQuantified social proof added | +0.13 | [-0.02, 0.28] | 0.13 | Weak |
| 13 | B | Sustainability PremiumSustainability and environmental credentials added | +0.12 | [-0.03, 0.28] | 0.12 | Weak |
| 14 | A | Brand Premium AcceptanceBrand heritage and premium positioning added | -0.12 | [-0.31, 0.07] | 0.12 | Weak |
| 15 | F | Information Seeking DepthAdditional information available upon request mentioned | +0.12 | [-0.11, 0.36] | 0.12 | Weak |
| 16 | F | Recommendation RevisionIncludes subtle conflicting detail to test consistency | -0.10 | [-0.33, 0.12] | 0.10 | Weak |
| 17 | C | Warranty WeightExtended warranty and guarantee coverage signals added | +0.09 | [-0.12, 0.31] | 0.09 | Negligible |
| 18 | A | Scarcity UrgencyScarcity and urgency signals added | +0.07 | [-0.09, 0.22] | 0.07 | Negligible |
| 19 | A | Anchoring SusceptibilityPrice anchor added showing original/comparison price | -0.07 | [-0.25, 0.12] | 0.07 | Negligible |
| 20 | E | Ethical Concern WeightEthical sourcing and fair labor practice signals added | -0.06 | [-0.29, 0.16] | 0.06 | Negligible |
| 21 | F | Confidence CalibrationUncertainty language about some product claims | -0.05 | [-0.27, 0.16] | 0.05 | Negligible |
| 22 | D | Negative Review WeightMinor criticisms acknowledged but addressed | -0.05 | [-0.27, 0.16] | 0.05 | Negligible |
| 23 | E | Loss Framing SensitivityBenefits framed as avoiding losses rather than gains | -0.03 | [-0.23, 0.19] | 0.03 | Negligible |
| 24 | F | Clarification RequestsSlight ambiguity that could prompt clarifying questions | +0.02 | [-0.19, 0.24] | 0.02 | Negligible |
| 25 | C | Novelty SeekingCutting-edge innovation and first-to-market signals added | -0.02 | [-0.18, 0.15] | 0.02 | Negligible |
| 26 | B | Privacy TradeoffStrong privacy protection signals added | -0.01 | [-0.17, 0.14] | 0.01 | Negligible |
Content Targeting o3
Optimize your content for this model's behavioral profile:
- 1Lead with reliability and proven track record
- 2Include warranty and guarantee details
- 3Highlight privacy features
Compare with Other Models
See how o3's behavioral genome compares to other AI models.
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