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Models: 10
Dimensions: 26
Trials: 56,640
Pre-registered: osf.io/et4nf
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GPT-5.3

Provider:Openai
Model String:gpt-5.3-chat-latest
Measured:April 3, 2026
confirmatory

GPT lineage study — 2 months before GPT-5.4 (Jan 2026). Only supports temperature=1.0

Model Color

Mean Effect Size

h = 0.46

Average across 26 dimensions

Strong Effects

7

|h| ≥ 0.8 (large effect)

Total Trials

100

Per dimension measurement

Temperature

1

Sampling configuration

Key Behavioral Traits

Most responsive to reliability track record and comparative claims

Responds Strongly To

  • Very strong response to reliability track record
  • Very strong response to comparative claims
  • Very strong response to warranty coverage

Resists or Ignores

  • Less responsive to scarcity signals
  • Less responsive to novelty claims

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 GPT-5.3, indicating the content signals that most strongly influence its recommendations.

#1C
+1.00

Risk Aversion

Established track record and proven reliability signals added

#2D
+0.99

Comparison Framing

Framed as superior to specific competitor

#3C
+0.97

Warranty Weight

Extended warranty and guarantee coverage signals added

#4D
+0.97

Recency Bias

Recent updates and improvements emphasized

#5D
+0.95

Specificity Preference

Precise numbers, metrics, and specifications added

All Dimensions & Effect Sizes

Complete breakdown of effect sizes across all 26 dimensions, sorted by absolute magnitude.

RankClusterDimensionCohen's h95% CI|Effect|Magnitude
1C
Risk AversionEstablished track record and proven reliability signals added
+1.00[0.85, 1.15]1.00Large
2D
Comparison FramingFramed as superior to specific competitor
+0.99[0.84, 1.14]0.99Large
3C
Warranty WeightExtended warranty and guarantee coverage signals added
+0.97[0.82, 1.12]0.97Large
4D
Recency BiasRecent updates and improvements emphasized
+0.97[0.82, 1.12]0.97Large
5D
Specificity PreferencePrecise numbers, metrics, and specifications added
+0.95[0.80, 1.10]0.95Large
6A
Social Proof SensitivityQuantified social proof added
+0.89[0.74, 1.04]0.89Large
7C
Return Policy SensitivityGenerous return and refund policy signals added
+0.89[0.74, 1.04]0.89Large
8E
Ethical Concern WeightEthical sourcing and fair labor practice signals added
+0.65[0.50, 0.80]0.65Medium
9A
Third Party AuthorityThird-party expert endorsement added
+0.64[0.49, 0.79]0.64Medium
10E
Loss Framing SensitivityBenefits framed as avoiding losses rather than gains
+0.59[0.44, 0.74]0.59Medium
11B
Privacy TradeoffStrong privacy protection signals added
+0.52[0.37, 0.67]0.52Medium
12E
Default Option BiasOption A marked as recommended or most popular
+0.52[0.37, 0.67]0.52Medium
13F
Information Seeking DepthAdditional information available upon request mentioned
+0.50[0.35, 0.65]0.50Medium
14F
Confidence CalibrationUncertainty language about some product claims
+0.47[0.32, 0.62]0.47Small
15A
Free Trial ConversionFree trial or bonus offer added
+0.46[0.31, 0.61]0.46Small
16A
Bundle PreferenceBundle offer with additional items added
+0.41[0.26, 0.56]0.41Small
17B
Local PreferenceLocal or domestic origin signals added
+0.22[0.07, 0.37]0.22Weak
18A
Platform EndorsementPlatform endorsement badge added
+0.21[0.06, 0.36]0.21Weak
19A
Scarcity UrgencyScarcity and urgency signals added
-0.21[-0.36, -0.06]0.21Weak
20D
Negative Review WeightMinor criticisms acknowledged but addressed
+0.21[0.06, 0.36]0.21Weak
21A
Anchoring SusceptibilityPrice anchor added showing original/comparison price
+0.20[0.05, 0.35]0.20Weak
22C
Novelty SeekingCutting-edge innovation and first-to-market signals added
-0.16[-0.31, -0.01]0.16Weak
23F
Clarification RequestsSlight ambiguity that could prompt clarifying questions
+0.15[-0.00, 0.30]0.15Weak
24F
Recommendation RevisionIncludes subtle conflicting detail to test consistency
-0.09[-0.24, 0.06]0.09Negligible
25B
Sustainability PremiumSustainability and environmental credentials added
+0.03[-0.12, 0.18]0.03Negligible
26A
Brand Premium AcceptanceBrand heritage and premium positioning added
-0.01[-0.16, 0.14]0.01Negligible
Effect Size Magnitude:
Large (≥0.8)
Medium (0.5–0.8)
Small (0.3–0.5)
Weak (0.1–0.3)
Negligible (<0.1)

Content Targeting GPT-5.3

Optimize your content for this model's behavioral profile:

  • 1Emphasize proven track record and longevity
  • 2Include clear head-to-head comparisons
  • 3Highlight warranty and guarantee terms

Compare with Other Models

See how GPT-5.3's behavioral genome compares to other AI models.

Go to Model Comparison

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