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Nova Premier 1.0 vs GPT-6 Astra Pro

Nova Premier 1.0 costs 4.0x less per output token than GPT-6 Astra Pro ($12.50 vs $50.00 per million). Updated October 22, 2026; no benchmark has tested both models yet.

Nova Premier 1.0Amazon
Coding
No data
Overall
No data
Output $/M
$12.50
GPT-6 Astra ProOpenAI
Coding
No data
Overall
No data
Output $/M
$50.00
vs $12.50 vs $50.00 per 1M output tokens. Nova Premier 1.0 is 4.0x cheaper.

Nova Premier 1.0 or GPT-6 Astra Pro: which to pick

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

Pick Nova Premier 1.0 for output tokens 4.0x cheaper ($12.50 vs $50.00 per million).

No benchmark has tested both yet. Nova Premier 1.0 has results on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and ALE-Bench; GPT-6 Astra Pro on WeirdML and Chess puzzles. 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
Nova Premier 1.0 not benchmarked, GPT-6 Astra 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
Nova Premier 1.0 $12.50 against GPT-6 Astra Pro $50.00 per million output tokens, 4.0x apart.
Context window
Nova Premier 1.0 takes 1M tokens, GPT-6 Astra 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 Index4 boards measured
Coding benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
LiveCodeBench (Artificial Analysis run)31.7%Not measuredOnly Nova Premier 1.0 measured
Terminal-Bench Hard (Artificial Analysis run)6.8%Not measuredOnly Nova Premier 1.0 measured
WeirdMLNot measured93.6%Only GPT-6 Astra Pro measured
ALE-Bench147.4Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 35 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
AA Intelligence Index9.2Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
τ²-Bench Telecom38.3%Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 40 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Reasoning benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
GPQA Diamond (Artificial Analysis run)56.9%Not measuredOnly Nova Premier 1.0 measured
Humanity's Last Exam (Artificial Analysis run)4.2%Not measuredOnly Nova Premier 1.0 measured
Chess puzzlesNot measured76.0%Only GPT-6 Astra Pro measured
Kagi LLM Benchmark44.8%Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 18 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Math benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
AA Math Index17.3Not measuredOnly Nova Premier 1.0 measured
AIME 2025 (Artificial Analysis run)17.3%Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
MMLU Pro (Artificial Analysis run)73.3%Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 17 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Web design benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
Design Arena: websites835Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 8 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
General benchmarks for Nova Premier 1.0 and GPT-6 Astra Pro
BenchmarkNova Premier 1.0GPT-6 Astra ProLeader
IFBench36.2%Not measuredOnly Nova Premier 1.0 measured
Long context reasoning (AA-LCR)34.3%Not measuredOnly Nova Premier 1.0 measured
Neither model has a result on the other 44 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

Nova Premier 1.0$0.0088Fits in one request
GPT-6 Astra Pro$0.035Fits in one request

Nova Premier 1.0 costs less

Repository review

50K input + 3K output tokens

Nova Premier 1.0$0.163Fits in one request
GPT-6 Astra Pro$0.650Fits in one request

Nova Premier 1.0 costs less

Agent loop

200K input + 10K output tokens

Nova Premier 1.0$0.625Fits in one request
GPT-6 Astra Pro$2.50Fits in one request

Nova Premier 1.0 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 Nova Premier 1.0 and GPT-6 Astra Pro
SpecificationAmazon Nova Premier 1.0OpenAI GPT-6 Astra Pro
MakerAmazonOpenAI
WeightsNo public weights listedNo public weights listed
ReleasedOctober 31, 2025September 4, 2026
Context window1M1.05M
Input $/Mtok$2.50$10.00
Output $/Mtok$12.50$50.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Nova Premier 1.0 better than GPT-6 Astra Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Nova Premier 1.0 for output tokens 4.0x cheaper ($12.50 vs $50.00 per million).

Which is cheaper, Nova Premier 1.0 or GPT-6 Astra Pro?

Nova Premier 1.0 costs $2.50 per million input tokens and $12.50 per million output tokens; GPT-6 Astra Pro costs $10.00 and $50.00. Cost per solved task is known for neither of them.

Which has the bigger context window, Nova Premier 1.0 or GPT-6 Astra Pro?

GPT-6 Astra Pro, with 1.05M tokens against 1M.

Has any benchmark tested both Nova Premier 1.0 and GPT-6 Astra Pro?

No benchmark has tested both yet. Nova Premier 1.0 has results on LiveCodeBench (Artificial Analysis run), Terminal-Bench Hard (Artificial Analysis run) and ALE-Bench; GPT-6 Astra Pro on WeirdML and Chess puzzles. Compare them on price and context instead. Data as of October 22, 2026.

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