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Pareto 26.10 Preview vs Solar Pro 3

Solar Pro 3 costs 5.3x less per output token than Pareto 26.10 Preview ($0.60 vs $3.20 per million). Updated November 14, 2026; no benchmark has tested both models yet.

U Pareto 26.10 PreviewUnbiased
Coding
No data
Overall
No data
Output $/M
$3.20
Solar Pro 3Upstage
Coding
No data
Overall
No data
Output $/M
$0.60
vs $3.20 vs $0.60 per 1M output tokens. Solar Pro 3 is 5.3x cheaper.

Pareto 26.10 Preview or Solar Pro 3: which to pick

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

Pick Pareto 26.10 Preview for a larger context window (1.05M against 131K tokens).

No benchmark has tested both yet. Pareto 26.10 Preview has results on GameBench 2; Solar Pro 3 on SciCode, Terminal-Bench Hard (Artificial Analysis run) and Terminal-Bench 4.0 (Artificial Analysis run). 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
Pareto 26.10 Preview not benchmarked, Solar Pro 3 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
Pareto 26.10 Preview $3.20 against Solar Pro 3 $0.60 per million output tokens, 5.3x apart.
Context window
Pareto 26.10 Preview takes 1.05M tokens, Solar Pro 3 131K.

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 Pareto 26.10 Preview and Solar Pro 3
BenchmarkPareto 26.10 PreviewSolar Pro 3Leader
SciCodeNot measured25.5%Only Solar Pro 3 measured
Terminal-Bench Hard (Artificial Analysis run)Not measured7.6%Only Solar Pro 3 measured
Terminal-Bench 4.0 (Artificial Analysis run)Not measured0.0%Only Solar Pro 3 measured
GameBench 288.3Not measuredOnly Pareto 26.10 Preview measured
Neither model has a result on the other 48 boards here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for Pareto 26.10 Preview and Solar Pro 3
BenchmarkPareto 26.10 PreviewSolar Pro 3Leader
τ²-Bench TelecomNot measured86.3%Only Solar Pro 3 measured
Neither model has a result on the other 43 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Reasoning benchmarks for Pareto 26.10 Preview and Solar Pro 3
BenchmarkPareto 26.10 PreviewSolar Pro 3Leader
GPQA Diamond (Artificial Analysis run)Not measured72.4%Only Solar Pro 3 measured
Humanity's Last Exam (Artificial Analysis run)Not measured10.3%Only Solar Pro 3 measured
Neither model has a result on the other 24 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for Pareto 26.10 Preview and Solar Pro 3
BenchmarkPareto 26.10 PreviewSolar Pro 3Leader
AA-OmniscienceNot measured-53.7Only Solar Pro 3 measured
Neither model has a result on the other 20 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
General benchmarks for Pareto 26.10 Preview and Solar Pro 3
BenchmarkPareto 26.10 PreviewSolar Pro 3Leader
IFBenchNot measured71.2%Only Solar Pro 3 measured
Long context reasoning (AA-LCR)Not measured32.3%Only Solar Pro 3 measured
GDPval-AANot measured272Only Solar Pro 3 measured
Neither model has a result on the other 46 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

Pareto 26.10 Preview$0.0024Fits in one request
Solar Pro 3$0.0004Fits in one request

Solar Pro 3 costs less

Repository review

50K input + 3K output tokens

Pareto 26.10 Preview$0.050Fits in one request
Solar Pro 3$0.0093Fits in one request

Solar Pro 3 costs less

Agent loop

200K input + 10K output tokens

Pareto 26.10 Preview$0.192Fits in one request
Solar Pro 3$0.036Exceeds the context window

Solar Pro 3 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 Pareto 26.10 Preview and Solar Pro 3
SpecificationPareto 26.10 PreviewUpstage Solar Pro 3
MakerUnbiasedUpstage
WeightsNo public weights listedNo public weights listed
ReleasedOctober 1, 2026January 27, 2026
Context window1.05M131K
Input $/Mtok$0.80$0.15
Output $/Mtok$3.20$0.60
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Pareto 26.10 Preview better than Solar Pro 3 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Pareto 26.10 Preview for a larger context window (1.05M against 131K tokens).

Which is cheaper, Pareto 26.10 Preview or Solar Pro 3?

Pareto 26.10 Preview costs $0.80 per million input tokens and $3.20 per million output tokens; Solar Pro 3 costs $0.15 and $0.60. Cost per solved task is known for neither of them.

Which has the bigger context window, Pareto 26.10 Preview or Solar Pro 3?

Pareto 26.10 Preview, with 1.05M tokens against 131K.

Has any benchmark tested both Pareto 26.10 Preview and Solar Pro 3?

No benchmark has tested both yet. Pareto 26.10 Preview has results on GameBench 2; Solar Pro 3 on SciCode, Terminal-Bench Hard (Artificial Analysis run) and Terminal-Bench 4.0 (Artificial Analysis run). Compare them on price and context instead. Data as of November 14, 2026.

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