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GPT-5.6 Terra Pro vs GPT-6 Luna Pro

GPT-6 Luna Pro costs 24.0x less per output token than GPT-5.6 Terra Pro ($0.50 vs $12.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.

GPT-5.6 Terra ProOpenAI
Coding
No data
Overall
No data
Output $/M
$12.00
GPT-6 Luna ProOpenAI
Coding
No data
Overall
No data
Output $/M
$0.50
vs $12.00 vs $0.50 per 1M output tokens. GPT-6 Luna Pro is 24.0x cheaper.

GPT-5.6 Terra Pro or GPT-6 Luna Pro: which to pick

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

Compare them on price, context and the boards below.

No benchmark has tested either model yet, so price and context are the only way to compare them.

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-5.6 Terra Pro not benchmarked, GPT-6 Luna 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-5.6 Terra Pro $12.00 against GPT-6 Luna Pro $0.50 per million output tokens, 24.0x apart.
Context window
Both take 1.05M tokens.

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.

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-5.6 Terra Pro$0.0080Fits in one request
GPT-6 Luna Pro$0.0003Fits in one request

GPT-6 Luna Pro costs less

Repository review

50K input + 3K output tokens

GPT-5.6 Terra Pro$0.136Fits in one request
GPT-6 Luna Pro$0.0065Fits in one request

GPT-6 Luna Pro costs less

Agent loop

200K input + 10K output tokens

GPT-5.6 Terra Pro$0.520Fits in one request
GPT-6 Luna Pro$0.025Fits in one request

GPT-6 Luna 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-5.6 Terra Pro and GPT-6 Luna Pro
SpecificationOpenAI GPT-5.6 Terra ProOpenAI GPT-6 Luna Pro
MakerOpenAIOpenAI
WeightsNo public weights listedNo public weights listed
ReleasedJuly 9, 2026September 22, 2026
Context window1.05M1.05M
Input $/Mtok$2.00$0.10
Output $/Mtok$12.00$0.50
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-5.6 Terra Pro better than GPT-6 Luna Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.

Which is cheaper, GPT-5.6 Terra Pro or GPT-6 Luna Pro?

GPT-5.6 Terra Pro costs $2.00 per million input tokens and $12.00 per million output tokens; GPT-6 Luna Pro costs $0.10 and $0.50. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-5.6 Terra Pro or GPT-6 Luna Pro?

Neither: both take 1.05M tokens.

Has any benchmark tested both GPT-5.6 Terra Pro and GPT-6 Luna Pro?

No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 22, 2026.

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