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GPT-6.1 Sol Pro vs o3 Pro

GPT-6.1 Sol Pro costs 8.0x less per output token than o3 Pro ($10.00 vs $80.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

GPT-6.1 Sol ProOpenAI
Coding
No data
Overall
No data
Output $/M
$10.00
o3 ProOpenAI
Coding
No data
Overall
21.9
Output $/M
$80.00
vs $10.00 vs $80.00 per 1M output tokens. GPT-6.1 Sol Pro is 8.0x cheaper.

GPT-6.1 Sol Pro or o3 Pro: which to pick

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

Pick GPT-6.1 Sol Pro for output tokens 8.0x cheaper ($10.00 vs $80.00 per million) and a larger context window (1.05M against 200K tokens).

No benchmark has tested both yet. GPT-6.1 Sol Pro has none yet; o3 Pro on Aider polyglot, WeirdML and AA Intelligence Index. 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-6.1 Sol Pro not benchmarked, o3 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-6.1 Sol Pro $10.00 against o3 Pro $80.00 per million output tokens, 8.0x apart.
Context window
GPT-6.1 Sol Pro takes 1.05M tokens, o3 Pro 200K.

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 Index2 boards measured
Coding benchmarks for GPT-6.1 Sol Pro and o3 Pro
BenchmarkGPT-6.1 Sol Proo3 ProLeader
Aider polyglotNot measured84.9%Only o3 Pro measured
WeirdMLNot measured58.2%Only o3 Pro measured
Neither model has a result on the other 36 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for GPT-6.1 Sol Pro and o3 Pro
BenchmarkGPT-6.1 Sol Proo3 ProLeader
AA Intelligence IndexNot measured21.9Only o3 Pro measured
Epoch Capabilities IndexNot measured147.3Only o3 Pro measured
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Reasoning benchmarks for GPT-6.1 Sol Pro and o3 Pro
BenchmarkGPT-6.1 Sol Proo3 ProLeader
GPQA Diamond (Artificial Analysis run)Not measured84.5%Only o3 Pro measured
ARC-AGINot measured59.3%Only o3 Pro measured
ARC-AGI-2Not measured4.9%Only o3 Pro measured
Neither model has a result on the other 18 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
General benchmarks for GPT-6.1 Sol Pro and o3 Pro
BenchmarkGPT-6.1 Sol Proo3 ProLeader
DTBenchNot measured86.9%Only o3 Pro measured
LMCANot measured38.5%Only o3 Pro measured
Fiction.LiveBenchNot measured97.2%Only o3 Pro measured
Creative writing (Lech Mazur)Not measured84.4%Only o3 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-6.1 Sol Pro$0.0070Fits in one request
o3 Pro$0.060Fits in one request

GPT-6.1 Sol Pro costs less

Repository review

50K input + 3K output tokens

GPT-6.1 Sol Pro$0.130Fits in one request
o3 Pro$1.24Fits in one request

GPT-6.1 Sol Pro costs less

Agent loop

200K input + 10K output tokens

GPT-6.1 Sol Pro$0.500Fits in one request
o3 Pro$4.80Exceeds the context window

GPT-6.1 Sol Pro 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-6.1 Sol Pro and o3 Pro
SpecificationOpenAI GPT-6.1 Sol ProOpenAI o3 Pro
MakerOpenAIOpenAI
WeightsNo public weights listedNo public weights listed
ReleasedSeptember 29, 2026June 10, 2025
Context window1.05M200K
Input $/Mtok$2.00$20.00
Output $/Mtok$10.00$80.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-6.1 Sol Pro better than o3 Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-6.1 Sol Pro for output tokens 8.0x cheaper ($10.00 vs $80.00 per million) and a larger context window (1.05M against 200K tokens).

Which is cheaper, GPT-6.1 Sol Pro or o3 Pro?

GPT-6.1 Sol Pro costs $2.00 per million input tokens and $10.00 per million output tokens; o3 Pro costs $20.00 and $80.00. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-6.1 Sol Pro or o3 Pro?

GPT-6.1 Sol Pro, with 1.05M tokens against 200K.

Has any benchmark tested both GPT-6.1 Sol Pro and o3 Pro?

No benchmark has tested both yet. GPT-6.1 Sol Pro has none yet; o3 Pro on Aider polyglot, WeirdML and AA Intelligence Index. Compare them on price and context instead. Data as of October 21, 2026.

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