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GPT-5.6 Sol Pro vs Sonar Pro

Sonar Pro costs 1.3x less per output token than GPT-5.6 Sol Pro ($15.00 vs $20.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

GPT-5.6 Sol ProOpenAI
Coding
No data
Overall
No data
Output $/M
$20.00
Sonar ProPerplexity
Coding
No data
Overall
7.6
Output $/M
$15.00
vs $20.00 vs $15.00 per 1M output tokens. Sonar Pro is 1.3x cheaper.

GPT-5.6 Sol Pro or Sonar Pro: which to pick

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

Pick GPT-5.6 Sol Pro for a larger context window (1.05M against 200K tokens).

No benchmark has tested both yet. GPT-5.6 Sol Pro has results on WeirdML, APEX-Agents and SimpleBench; Sonar Pro on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (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
GPT-5.6 Sol Pro not benchmarked, Sonar 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 Sol Pro $20.00 against Sonar Pro $15.00 per million output tokens, 1.3x apart.
Context window
GPT-5.6 Sol Pro takes 1.05M tokens, Sonar 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-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
LiveCodeBench (Artificial Analysis run)Not measured27.5%Only Sonar Pro measured
WeirdML89.4%Not measuredOnly GPT-5.6 Sol Pro 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 GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
AA Intelligence IndexNot measured7.6Only Sonar Pro 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 GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
APEX-Agents51.4%Not measuredOnly GPT-5.6 Sol Pro measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Reasoning benchmarks for GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
GPQA Diamond (Artificial Analysis run)Not measured57.8%Only Sonar Pro measured
Humanity's Last Exam (Artificial Analysis run)Not measured6.6%Only Sonar Pro measured
SimpleBench71.7%Not measuredOnly GPT-5.6 Sol Pro measured
Chess puzzles68.0%Not measuredOnly GPT-5.6 Sol Pro measured
Neither model has a result on the other 17 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Math benchmarks for GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
FrontierMath, tier 480.5%Not measuredOnly GPT-5.6 Sol Pro measured
Neither model has a result on the other 12 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
MMLU Pro (Artificial Analysis run)Not measured75.5%Only Sonar Pro measured
Neither model has a result on the other 16 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
General benchmarks for GPT-5.6 Sol Pro and Sonar Pro
BenchmarkGPT-5.6 Sol ProSonar ProLeader
DTBench96.0%Not measuredOnly GPT-5.6 Sol Pro measured
LMCA59.2%Not measuredOnly GPT-5.6 Sol Pro 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

GPT-5.6 Sol Pro$0.014Fits in one request
Sonar Pro$0.011Fits in one request

Sonar Pro costs less

Repository review

50K input + 3K output tokens

GPT-5.6 Sol Pro$0.260Fits in one request
Sonar Pro$0.195Fits in one request

Sonar Pro costs less

Agent loop

200K input + 10K output tokens

GPT-5.6 Sol Pro$1.00Fits in one request
Sonar Pro$0.750Exceeds the context window

Sonar 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 Sol Pro and Sonar Pro
SpecificationOpenAI GPT-5.6 Sol ProPerplexity Sonar Pro
MakerOpenAIPerplexity
WeightsNo public weights listedNo public weights listed
ReleasedJuly 9, 2026March 7, 2025
Context window1.05M200K
Input $/Mtok$4.00$3.00
Output $/Mtok$20.00$15.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-5.6 Sol Pro better than Sonar Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-5.6 Sol Pro for a larger context window (1.05M against 200K tokens).

Which is cheaper, GPT-5.6 Sol Pro or Sonar Pro?

GPT-5.6 Sol Pro costs $4.00 per million input tokens and $20.00 per million output tokens; Sonar Pro costs $3.00 and $15.00. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-5.6 Sol Pro or Sonar Pro?

GPT-5.6 Sol Pro, with 1.05M tokens against 200K.

Has any benchmark tested both GPT-5.6 Sol Pro and Sonar Pro?

No benchmark has tested both yet. GPT-5.6 Sol Pro has results on WeirdML, APEX-Agents and SimpleBench; Sonar Pro on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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