Compare · ModelsLive · 2 picked · head to head

Gemini 3.1 Pro Preview vs GPT-5.6 Terra

Side by side · benchmarks, pricing, and signals you can act on.

Winner summary

GPT-5.6 Terra wins 16 of 29 shared benchmarks. Leads in agentic · coding · general.

Category leads
speed·Gemini 3.1 Pro Previewagentic·GPT-5.6 Terrareasoning·Gemini 3.1 Pro Previewknowledge·Gemini 3.1 Pro Previewcoding·GPT-5.6 Terrageneral·GPT-5.6 Terramath·GPT-5.6 Terra
Hype vs Reality
Gemini 3.1 Pro Preview
#137 by perf·#5 by attention
DESERVED
GPT-5.6 Terra
#29 by perf·#4 by attention
DESERVED
Best value
1.4x better value than Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview
6.9 pts/$
$7.00/M
GPT-5.6 Terra
9.5 pts/$
$7.00/M
Vendor risk
Google DeepMind logo
Google DeepMind
$4.20T·Tier 1
Low risk
OpenAI logo
OpenAI
$840.0B·Tier 1
Medium risk
Head to head
Gemini 3.1 Pro PreviewGPT-5.6 Terra
Artificial Analysis · CritPt
GPT-5.6 Terra leads by +12.3
Gemini 3.1 Pro Preview
17.7
GPT-5.6 Terra
30.0
Artificial Analysis · GDPval
GPT-5.6 Terra leads by +33.9
Gemini 3.1 Pro Preview
13.8
GPT-5.6 Terra
47.7
Artificial Analysis · GPQA Diamond
Gemini 3.1 Pro Preview leads by +1.6
Gemini 3.1 Pro Preview
94.1
GPT-5.6 Terra
92.5
Artificial Analysis · Humanity's Last Exam
Gemini 3.1 Pro Preview leads by +4.1
Gemini 3.1 Pro Preview
47.0
GPT-5.6 Terra
42.9
Artificial Analysis · IFBench
Gemini 3.1 Pro Preview leads by +5.9
Gemini 3.1 Pro Preview
77.1
GPT-5.6 Terra
71.2
Artificial Analysis · Long Context Reasoning
GPT-5.6 Terra leads by +1.0
Gemini 3.1 Pro Preview
82.0
GPT-5.6 Terra
83.0
Artificial Analysis · MMMU Pro
Gemini 3.1 Pro Preview leads by +1.7
Gemini 3.1 Pro Preview
82.4
GPT-5.6 Terra
80.7
Artificial Analysis · Quality Index
GPT-5.6 Terra leads by +12.4
Gemini 3.1 Pro Preview
29.7
GPT-5.6 Terra
42.1
Artificial Analysis · SciCode
Gemini 3.1 Pro Preview leads by +3.7
Gemini 3.1 Pro Preview
58.7
GPT-5.6 Terra
55.0
Artificial Analysis · tau2-Bench Telecom
Gemini 3.1 Pro Preview leads by +9.3
Gemini 3.1 Pro Preview
95.6
GPT-5.6 Terra
86.3
Artificial Analysis · Terminal-Bench Hard
GPT-5.6 Terra leads by +3.8
Gemini 3.1 Pro Preview
53.8
GPT-5.6 Terra
57.6
APEX-Agents
GPT-5.6 Terra leads by +22.9
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
Gemini 3.1 Pro Preview
35.3
GPT-5.6 Terra
58.2
ARC-AGI
Gemini 3.1 Pro Preview leads by +1.5
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
Gemini 3.1 Pro Preview
98.0
GPT-5.6 Terra
96.5
ARC-AGI-2
GPT-5.6 Terra leads by +6.8
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
Gemini 3.1 Pro Preview
77.1
GPT-5.6 Terra
83.9
Balrog
Gemini 3.1 Pro Preview leads by +3.8
Balrog · benchmarks AI agents on text-based adventure games, testing language understanding, strategic planning, and long-horizon reasoning.
Gemini 3.1 Pro Preview
57.0
GPT-5.6 Terra
53.2
Chess Puzzles
Gemini 3.1 Pro Preview leads by +1.0
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
Gemini 3.1 Pro Preview
52.6
GPT-5.6 Terra
51.6
Deepswe
GPT-5.6 Terra leads by +57.9
Gemini 3.1 Pro Preview
11.7
GPT-5.6 Terra
69.6
Dtbench
Gemini 3.1 Pro Preview leads by +6.2
Gemini 3.1 Pro Preview
95.1
GPT-5.6 Terra
88.9
FrontierMath-Tier-4-v2-Private
GPT-5.6 Terra leads by +43.9
Gemini 3.1 Pro Preview
26.8
GPT-5.6 Terra
70.7
FrontierMath-Tiers-1-3-v2-Private
GPT-5.6 Terra leads by +26.3
Gemini 3.1 Pro Preview
59.6
GPT-5.6 Terra
86.0
Furniture Assembly
GPT-5.6 Terra leads by +34.5
Gemini 3.1 Pro Preview
0.0
GPT-5.6 Terra
34.5
GPQA diamond
Gemini 3.1 Pro Preview leads by +1.5
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
Gemini 3.1 Pro Preview
92.6
GPT-5.6 Terra
91.1
Lmca
GPT-5.6 Terra leads by +1.3
Gemini 3.1 Pro Preview
63.3
GPT-5.6 Terra
64.7
Mystery Game Puzzles
GPT-5.6 Terra leads by +1.1
Gemini 3.1 Pro Preview
27.3
GPT-5.6 Terra
28.4
OTIS Mock AIME 2024-2025
GPT-5.6 Terra leads by +4.1
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
Gemini 3.1 Pro Preview
95.6
GPT-5.6 Terra
99.7
Proofbench
GPT-5.6 Terra leads by +48.0
Gemini 3.1 Pro Preview
26.0
GPT-5.6 Terra
74.0
SimpleBench
Gemini 3.1 Pro Preview leads by +36.8
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
Gemini 3.1 Pro Preview
75.5
GPT-5.6 Terra
38.7
SimpleQA Verified
Gemini 3.1 Pro Preview leads by +30.3
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
Gemini 3.1 Pro Preview
73.5
GPT-5.6 Terra
43.2
WeirdML
GPT-5.6 Terra leads by +6.2
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
Gemini 3.1 Pro Preview
72.1
GPT-5.6 Terra
78.3
Full benchmark table
BenchmarkGemini 3.1 Pro PreviewGPT-5.6 Terra
Artificial Analysis · CritPt
17.730.0
Artificial Analysis · GDPval
13.847.7
Artificial Analysis · GPQA Diamond
94.192.5
Artificial Analysis · Humanity's Last Exam
47.042.9
Artificial Analysis · IFBench
77.171.2
Artificial Analysis · Long Context Reasoning
82.083.0
Artificial Analysis · MMMU Pro
82.480.7
Artificial Analysis · Quality Index
29.742.1
Artificial Analysis · SciCode
58.755.0
Artificial Analysis · tau2-Bench Telecom
95.686.3
Artificial Analysis · Terminal-Bench Hard
53.857.6
APEX-Agents
APEX-Agents · evaluates AI agents on complex, multi-step tasks requiring planning, tool use, and autonomous decision-making in realistic environments.
35.358.2
ARC-AGI
ARC-AGI · the original Abstraction and Reasoning Corpus, testing whether AI can solve novel visual pattern recognition tasks without memorization.
98.096.5
ARC-AGI-2
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.
77.183.9
Balrog
Balrog · benchmarks AI agents on text-based adventure games, testing language understanding, strategic planning, and long-horizon reasoning.
57.053.2
Chess Puzzles
Chess Puzzles · tests strategic and tactical reasoning by having models solve chess puzzle positions, evaluating lookahead and pattern recognition abilities.
52.651.6
Deepswe
11.769.6
Dtbench
95.188.9
FrontierMath-Tier-4-v2-Private
26.870.7
FrontierMath-Tiers-1-3-v2-Private
59.686.0
Furniture Assembly
0.034.5
GPQA diamond
Graduate-Level Google-Proof QA (Diamond set) · expert-crafted questions in physics, biology, and chemistry that are difficult even for domain PhDs.
92.691.1
Lmca
63.364.7
Mystery Game Puzzles
27.328.4
OTIS Mock AIME 2024-2025
OTIS Mock AIME 2024-2025 · simulated American Invitational Mathematics Examination problems testing advanced problem-solving skills.
95.699.7
Proofbench
26.074.0
SimpleBench
SimpleBench · tests fundamental reasoning capabilities with straightforward problems designed to expose gaps in basic logical and spatial thinking.
75.538.7
SimpleQA Verified
SimpleQA Verified · short factual questions with verified answers, measuring factual accuracy and the tendency to hallucinate or provide incorrect information.
73.543.2
WeirdML
WeirdML · tests models on unusual and adversarial machine learning tasks that require creative problem-solving beyond standard patterns.
72.178.3
Pricing · per 1M tokens · projected $/mo at 10M tokens
ModelInputOutputContextProjected $/mo
Google DeepMind logoGemini 3.1 Pro Preview$2.00$12.001.0M tokens (~524 books)$45.00
OpenAI logoGPT-5.6 Terra$2.00$12.001.1M tokens (~525 books)$45.00