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GPT-5.1-Codex-Mini vs GPT-5.5 Pro

Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

GPT-5.1-Codex-MiniOpenAI
Coding
No data
Overall
20.4
Output $/M
$2.00
GPT-5.5 ProOpenAI
Coding
No data
Overall
No data
Output $/M
$180.00
vs $2.00 vs $180.00 per 1M output tokens. GPT-5.1-Codex-Mini is 90.0x cheaper.

Decision reading

Neither model has a coding score yet, so the two cannot be ranked on coding.

GPT-5.1-Codex-Mini has the edge where output tokens cost 90.0x less.

No benchmark has tested both yet. GPT-5.1-Codex-Mini has results on LMArena WebDev, LiveCodeBench (Artificial Analysis run) and Terminal-Bench Hard (Artificial Analysis run); GPT-5.5 Pro on Epoch Capabilities Index, ARC-AGI and ARC-AGI-2. Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GPT-5.1-Codex-Mini not benchmarked, GPT-5.5 Pro not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
GPT-5.1-Codex-Mini $2.00 against GPT-5.5 Pro $180.00 per million output tokens, 90.0x apart.
Context window
GPT-5.1-Codex-Mini takes 400K tokens, GPT-5.5 Pro 1.05M.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index5 boards measured
Coding benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
LMArena WebDev1244Not measuredOnly GPT-5.1-Codex-Mini measured
LiveCodeBench (Artificial Analysis run)83.6%Not measuredOnly GPT-5.1-Codex-Mini measured
Terminal-Bench Hard (Artificial Analysis run)33.3%Not measuredOnly GPT-5.1-Codex-Mini measured
Terminal-Bench61.6%Not measuredOnly GPT-5.1-Codex-Mini measured
LMArena WebDev: HTML1253Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 33 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
AA Intelligence Index20.4Not measuredOnly GPT-5.1-Codex-Mini measured
Epoch Capabilities IndexNot measured162.9Only GPT-5.5 Pro measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
τ²-Bench Telecom62.9%Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index6 boards measured
Reasoning benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
GPQA Diamond (Artificial Analysis run)81.3%Not measuredOnly GPT-5.1-Codex-Mini measured
Humanity's Last Exam (Artificial Analysis run)18.5%Not measuredOnly GPT-5.1-Codex-Mini measured
ARC-AGINot measured96.5%Only GPT-5.5 Pro measured
ARC-AGI-2Not measured84.6%Only GPT-5.5 Pro measured
SimpleBenchNot measured76.9%Only GPT-5.5 Pro measured
Chess puzzlesNot measured62.0%Only GPT-5.5 Pro measured
Neither model has a result on the other 15 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Math benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
AA Math Index91.7Not measuredOnly GPT-5.1-Codex-Mini measured
AIME 2025 (Artificial Analysis run)91.7%Not measuredOnly GPT-5.1-Codex-Mini measured
FrontierMath, tiers 1 to 3Not measured87.7%Only GPT-5.5 Pro measured
FrontierMath, tier 4Not measured78.0%Only GPT-5.5 Pro measured
Neither model has a result on the other 9 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
MMLU Pro (Artificial Analysis run)82.0%Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 16 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards measured
Web design benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
Design Arena: websites1111Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: UI components1081Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: game dev1092Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: data viz1096Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: 3D988Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: all code categories1094Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: SVG978Not measuredOnly GPT-5.1-Codex-Mini measured
Design Arena: ASCII art1104Not measuredOnly GPT-5.1-Codex-Mini measured
Neither model has a result on the other 1 board here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
General benchmarks for GPT-5.1-Codex-Mini and GPT-5.5 Pro
BenchmarkGPT-5.1-Codex-MiniGPT-5.5 ProLeader
IFBench67.9%Not measuredOnly GPT-5.1-Codex-Mini measured
Long context reasoning (AA-LCR)66.7%Not measuredOnly GPT-5.1-Codex-Mini measured
DTBenchNot measured96.0%Only GPT-5.5 Pro measured
LMCANot measured53.9%Only GPT-5.5 Pro measured
Neither model has a result on the other 42 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GPT-5.1-Codex-Mini$0.0013Fits in one request
GPT-5.5 Pro$0.120Fits in one request

GPT-5.1-Codex-Mini costs less

Repository review

50K input + 3K output tokens

GPT-5.1-Codex-Mini$0.018Fits in one request
GPT-5.5 Pro$2.04Fits in one request

GPT-5.1-Codex-Mini costs less

Agent loop

200K input + 10K output tokens

GPT-5.1-Codex-Mini$0.070Fits in one request
GPT-5.5 Pro$7.80Fits in one request

GPT-5.1-Codex-Mini costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GPT-5.1-Codex-Mini and GPT-5.5 Pro
SpecificationOpenAI GPT-5.1-Codex-MiniOpenAI GPT-5.5 Pro
MakerOpenAIOpenAI
WeightsNo public weights listedNo public weights listed
ReleasedNovember 13, 2025April 24, 2026
Context window400K1.05M
Input $/Mtok$0.25$30.00
Output $/Mtok$2.00$180.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it10
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-5.1-Codex-Mini better than GPT-5.5 Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. GPT-5.1-Codex-Mini has the edge where output tokens cost 90.0x less.

Which is cheaper, GPT-5.1-Codex-Mini or GPT-5.5 Pro?

GPT-5.1-Codex-Mini costs $0.25 per million input tokens and $2.00 per million output tokens; GPT-5.5 Pro costs $30.00 and $180.00. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-5.1-Codex-Mini or GPT-5.5 Pro?

GPT-5.5 Pro, with 1.05M tokens against 400K.

Has any benchmark tested both GPT-5.1-Codex-Mini and GPT-5.5 Pro?

No benchmark has tested both yet. GPT-5.1-Codex-Mini has results on LMArena WebDev, LiveCodeBench (Artificial Analysis run) and Terminal-Bench Hard (Artificial Analysis run); GPT-5.5 Pro on Epoch Capabilities Index, ARC-AGI and ARC-AGI-2. Compare them on price and context instead. Data as of October 21, 2026.

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