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Sonar Deep Research vs Qwen2.5 7B Instruct

Qwen2.5 7B Instruct costs 40.0x less per output token than Sonar Deep Research ($0.20 vs $8.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Sonar Deep ResearchPerplexity
Coding
No data
Overall
No data
Output $/M
$8.00
Qwen2.5 7B InstructQwen
Coding
No data
Overall
No data
Output $/M
$0.20
vs $8.00 vs $0.20 per 1M output tokens. Qwen2.5 7B Instruct is 40.0x cheaper.

Sonar Deep Research or Qwen2.5 7B Instruct: which to pick

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

Pick Sonar Deep Research for a larger context window (128K against 33K tokens).

No benchmark has tested both yet. Sonar Deep Research has none yet; Qwen2.5 7B Instruct on Epoch Capabilities Index, BALROG and GPQA Diamond (Epoch AI 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 Deep Research not benchmarked, Qwen2.5 7B Instruct 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 Deep Research $8.00 against Qwen2.5 7B Instruct $0.20 per million output tokens, 40.0x apart.
Context window
Sonar Deep Research takes 128K tokens, Qwen2.5 7B Instruct 33K.

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.

IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
Epoch Capabilities IndexNot measured118.5Only Qwen2.5 7B Instruct 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 Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
BALROGNot measured7.8%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Reasoning benchmarks for Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
GPQA Diamond (Epoch AI run)Not measured35.5%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 20 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Math benchmarks for Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
OTIS Mock AIMENot measured2.5%Only Qwen2.5 7B Instruct 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 Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
MMLUNot measured72.9%Only Qwen2.5 7B Instruct 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 Sonar Deep Research and Qwen2.5 7B Instruct
BenchmarkSonar Deep ResearchQwen2.5 7B InstructLeader
DTBenchNot measured47.7%Only Qwen2.5 7B Instruct measured
LMCANot measured6.4%Only Qwen2.5 7B Instruct 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 Deep Research$0.0060Fits in one request
Qwen2.5 7B Instruct$0.0002Fits in one request

Qwen2.5 7B Instruct costs less

Repository review

50K input + 3K output tokens

Sonar Deep Research$0.124Fits in one request
Qwen2.5 7B Instruct$0.0056Exceeds the context window

Qwen2.5 7B Instruct costs less

Agent loop

200K input + 10K output tokens

Sonar Deep Research$0.480Exceeds the context window
Qwen2.5 7B Instruct$0.022Exceeds the context window

Qwen2.5 7B Instruct 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 Deep Research and Qwen2.5 7B Instruct
SpecificationPerplexity Sonar Deep ResearchQwen2.5 7B Instruct
MakerPerplexityQwen
WeightsNo public weights listedOpen weights
ReleasedMarch 7, 2025October 16, 2024
Context window128K33K
Input $/Mtok$2.00$0.10
Output $/Mtok$8.00$0.20
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Sonar Deep Research better than Qwen2.5 7B Instruct for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Sonar Deep Research for a larger context window (128K against 33K tokens).

Which is cheaper, Sonar Deep Research or Qwen2.5 7B Instruct?

Sonar Deep Research costs $2.00 per million input tokens and $8.00 per million output tokens; Qwen2.5 7B Instruct costs $0.10 and $0.20. Cost per solved task is known for neither of them.

Which has the bigger context window, Sonar Deep Research or Qwen2.5 7B Instruct?

Sonar Deep Research, with 128K tokens against 33K.

Has any benchmark tested both Sonar Deep Research and Qwen2.5 7B Instruct?

No benchmark has tested both yet. Sonar Deep Research has none yet; Qwen2.5 7B Instruct on Epoch Capabilities Index, BALROG and GPQA Diamond (Epoch AI run). Compare them on price and context instead. Data as of October 21, 2026.

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