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Sonar Pro Search vs Solar Pro 3

Solar Pro 3 costs 25.0x less per output token than Sonar Pro Search ($0.60 vs $15.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Sonar Pro SearchPerplexity
Coding
No data
Overall
No data
Output $/M
$15.00
Solar Pro 3Upstage
Coding
No data
Overall
No data
Output $/M
$0.60
vs $15.00 vs $0.60 per 1M output tokens. Solar Pro 3 is 25.0x cheaper.

Sonar Pro Search or Solar Pro 3: which to pick

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

Pick Sonar Pro Search for a larger context window (200K against 131K tokens).

No benchmark has tested both yet. Sonar Pro Search has none yet; Solar Pro 3 on AA Coding Index, SciCode and Terminal-Bench Hard (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
Sonar Pro Search 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
Sonar Pro Search $15.00 against Solar Pro 3 $0.60 per million output tokens, 25.0x apart.
Context window
Sonar Pro Search takes 200K 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 Index3 boards measured
Coding benchmarks for Sonar Pro Search and Solar Pro 3
BenchmarkSonar Pro SearchSolar Pro 3Leader
AA Coding IndexNot measured16.2Only Solar Pro 3 measured
SciCodeNot measured25.5%Only Solar Pro 3 measured
Terminal-Bench Hard (Artificial Analysis run)Not measured7.6%Only Solar Pro 3 measured
Neither model has a result on the other 36 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Sonar Pro Search and Solar Pro 3
BenchmarkSonar Pro SearchSolar Pro 3Leader
AA Intelligence IndexNot measured7.8Only Solar Pro 3 measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Agentic work benchmarks for Sonar Pro Search and Solar Pro 3
BenchmarkSonar Pro SearchSolar Pro 3Leader
AA Agentic IndexNot measured1.4Only Solar Pro 3 measured
τ²-Bench TelecomNot measured86.3%Only Solar Pro 3 measured
Neither model has a result on the other 39 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Reasoning benchmarks for Sonar Pro Search and Solar Pro 3
BenchmarkSonar Pro SearchSolar 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 20 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
General benchmarks for Sonar Pro Search and Solar Pro 3
BenchmarkSonar Pro SearchSolar Pro 3Leader
IFBenchNot measured71.2%Only Solar Pro 3 measured
Long context reasoning (AA-LCR)Not measured32.3%Only Solar Pro 3 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

Sonar Pro Search$0.011Fits in one request
Solar Pro 3$0.0004Fits in one request

Solar Pro 3 costs less

Repository review

50K input + 3K output tokens

Sonar Pro Search$0.195Fits in one request
Solar Pro 3$0.0093Fits in one request

Solar Pro 3 costs less

Agent loop

200K input + 10K output tokens

Sonar Pro Search$0.750Exceeds the context window
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 Sonar Pro Search and Solar Pro 3
SpecificationPerplexity Sonar Pro SearchUpstage Solar Pro 3
MakerPerplexityUpstage
WeightsNo public weights listedNo public weights listed
ReleasedOctober 30, 2025January 27, 2026
Context window200K131K
Input $/Mtok$3.00$0.15
Output $/Mtok$15.00$0.60
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Sonar Pro Search better than Solar Pro 3 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Sonar Pro Search for a larger context window (200K against 131K tokens).

Which is cheaper, Sonar Pro Search or Solar Pro 3?

Sonar Pro Search costs $3.00 per million input tokens and $15.00 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, Sonar Pro Search or Solar Pro 3?

Sonar Pro Search, with 200K tokens against 131K.

Has any benchmark tested both Sonar Pro Search and Solar Pro 3?

No benchmark has tested both yet. Sonar Pro Search has none yet; Solar Pro 3 on AA Coding Index, SciCode and Terminal-Bench Hard (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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