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Model comparison

GPT-5.2-Codex vs GPT-5.6 Terra

Data verified

Head-to-head evidence from 12 shared benchmark results across 6 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

59.1/100
Margin
13.5pts
winning →
72.57/100
0 category wins0 category wins

Public leaderboard positions: GPT-5.2-Codex #58 (Supported); GPT-5.6 Terra #11 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.2-Codex and GPT-5.6 Terra share 12 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to GPT-5.2-Codex; 32 to GPT-5.6 Terra.

Updated July 23, 2026
Shared results
12
GPT-5.2-Codex only
3
GPT-5.6 Terra only
32
Comparable categories
0 / 8

Benchmark data for GPT-5.2-Codex and GPT-5.6 Terra is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 6 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

GPT-5.6 Terra is priced at $2.50 input / $15.00 output per 1M tokens, versus $1.75 input / $14.00 output per 1M tokens for GPT-5.2-Codex. GPT-5.6 Terra has the larger context window at 1M, compared with 400K for GPT-5.2-Codex.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GPT-5.2-Codex and GPT-5.6 Terra
CategoryGPT-5.2-CodexΔGPT-5.6 Terra
AgenticGPT-5.2-CodexNot measuredMarginNo overlapGPT-5.6 Terra87.4
CodingGPT-5.2-CodexNot measuredMarginNo overlapGPT-5.6 Terra63.4
KnowledgeGPT-5.2-CodexNot measuredMarginNo overlapGPT-5.6 Terra92.9
MathGPT-5.2-CodexNot measuredMarginNo overlapGPT-5.6 Terra80.8
MultimodalGPT-5.2-CodexNot measuredMarginNo overlapGPT-5.6 Terra80.7

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricGPT-5.2-CodexGPT-5.6 TerraComparison
Input / output priceUSD per 1M tokensGPT-5.2-Codex$1.75 input / $14 outputGPT-5.6 Terra$2.5 input / $15 outputGPT-5.2-Codex has the lower combined listed price.
Generation speedtokens per secondGPT-5.2-Codex123 tok/sGPT-5.6 TerraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.2-Codex87.34 sGPT-5.6 TerraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.2-Codex400KGPT-5.6 Terra1MGPT-5.6 Terra lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
τ²-bench resultsSource 92.1%86.3%GPT-5.2-Codex leads
Gert LabsSource 51.79%Not comparable
JobBenchSource 26.0%Not comparable
Terminal-Bench 2.0Source 87.4%Not comparable
BrowseCompSource 87.5%Not comparable
OSWorld 2.0Source 50.2%Not comparable
CyberGymSource 81.8%Not comparable
ExploitGymSource 23.2%Not comparable
ToolathlonSource 53.1%Not comparable
AA Agentic IndexSource 47.4%Not comparable
GDPval-AASource 54.1%Not comparable
GDPval-AASource 1581Not comparable
AA Harvey LABSource 85.2%Not comparable
AA ITBenchSource 51.0%Not comparable
AA Tau3 BankingSource 31.8%Not comparable
AA AutomationBenchSource 45.6%Not comparable
terminalBenchHardSource 57.6%Not comparable
aaTerminalBench21Source 88%Not comparable
APEX-Agents-AASource 38.9%Not comparable
Coding
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
Vibe Code BenchSource 37.91%Not comparable
AA-SciCodeSource 54.6%53.9%GPT-5.2-Codex leads
SWE-bench ProSource 63.4%Not comparable
Terminal-Bench 2.0Source 87.4%Not comparable
deepSweSource 69.6%Not comparable
FrontierCode 1.1 ExtendedSource 55.8%Not comparable
cursorBench32Source 64.9%Not comparable
AA Coding IndexSource 76.7%Not comparable
Reasoning
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
AA-LCRSource 75.7%74.0%GPT-5.2-Codex leads
CritPtSource 8.7%30.0%GPT-5.6 Terra leads
ARC-AGI-3Source 0.8%Not comparable
Knowledge
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
Artificial Analysis Intelligence IndexSource 40.1%55.0%GPT-5.6 Terra leads
AA-GPQA DiamondSource 89.9%92.5%GPT-5.6 Terra leads
AA-HLESource 33.5%41.8%GPT-5.6 Terra leads
AA-Omniscience IndexSource -2.5%-0.2%GPT-5.6 Terra leads
AA-Omniscience AccuracySource 40.7%45.9%GPT-5.6 Terra leads
AA-Omniscience Hallucination RateSource 72.8%85.2%GPT-5.2-Codex leads
GPQASource 92.9%Not comparable
GPQA-DSource 92.9%Not comparable
HealthBench ProfessionalSource 57.7%Not comparable
HealthBench HardSource 32.7%Not comparable
Math
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
FrontierMath (legacy)Source 84.9%Not comparable
FrontierMath v2 (Tiers 1-3)Source 84.900%Not comparable
FrontierMath v2 (Tier 4)Source 68.300%Not comparable
Multimodal
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
AA-MMMU-ProSource 76.3%80.7%GPT-5.6 Terra leads
MMMU-ProSource 80.7%Not comparable
MMMU-Pro w/ PythonSource 82%Not comparable
Inst. Following
BenchmarkGPT-5.2-CodexGPT-5.6 TerraResult
AA-IFBenchSource 77.6%71.2%GPT-5.2-Codex leads
Frequently Asked Questions (3)

Can I compare GPT-5.2-Codex and GPT-5.6 Terra on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.2-Codex and GPT-5.6 Terra today?

GPT-5.2-Codex: $1.75 input / $14.00 output per 1M tokens GPT-5.6 Terra: $2.50 input / $15.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 23, 2026

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