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o3 Pro vs Qwen2.5 7B Instruct

Qwen2.5 7B Instruct costs 400.0x less per output token than o3 Pro ($0.20 vs $80.00 per million). Updated October 21, 2026; 3 benchmarks have a result for both.

o3 ProOpenAI
Coding
No data
Overall
No data
Output $/M
$80.00
3
Qwen2.5 7B InstructQwen
Coding
No data
Overall
No data
Output $/M
$0.20
0
vs boards won of 3 shared

o3 Pro or Qwen2.5 7B Instruct: which to pick

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

Pick o3 Pro for a larger context window (200K against 33K tokens).

Shared results
3
o3 Pro only
9
Qwen2.5 7B Instruct only
4
Like-for-like categories
2 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

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
o3 Pro not benchmarked, Qwen2.5 7B Instruct not benchmarked.
Widest category
Intelligence, 36.0 points apart on average over 1 shared benchmark.
Widest single gap
DTBench: o3 Pro 86.9% against Qwen2.5 7B Instruct 47.7%, 39.2 points apart on a 0 to 100 scale.
Output price
o3 Pro $80.00 against Qwen2.5 7B Instruct $0.20 per million output tokens, 400.0x apart.
Context window
o3 Pro takes 200K tokens, Qwen2.5 7B Instruct 33K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
Categoryo3 ProBarsQwen2.5 7B InstructTies
Intelligence10
General20
All shared boards30
CodingDirectional onlySix of these boards feed the Vibe Coding Index2 boards, none shared
Coding benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
Aider polyglot84.9%Not measuredOnly o3 Pro measured
WeirdML58.2%Not measuredOnly o3 Pro measured
Neither model has a result on the other 37 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
AA Intelligence Index21.9Not measuredOnly o3 Pro measured
Epoch Capabilities Index147.3118.5o3 Pro
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Agentic work benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
BALROGNot measured7.8%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 40 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
Reasoning benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
GPQA Diamond (Artificial Analysis run)84.5%Not measuredOnly o3 Pro measured
GPQA Diamond (Epoch AI run)Not measured35.5%Only Qwen2.5 7B Instruct measured
ARC-AGI59.3%Not measuredOnly o3 Pro measured
ARC-AGI-24.9%Not measuredOnly o3 Pro measured
Kagi LLM Benchmark72.1%Not measuredOnly o3 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, none shared
Math benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 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, none shared
Knowledge benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
MMLUNot measured72.9%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 17 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
Neither model has a result on 9 boards here
GeneralLike-for-likePublic boards, shown as published, kept out of the index20
General benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
DTBench86.9%47.7%o3 Pro
LMCA38.5%6.4%o3 Pro
Fiction.LiveBench97.2%Not measuredOnly o3 Pro measured
Creative writing (Lech Mazur)84.4%Not measuredOnly o3 Pro measured
Neither model has a result on the other 42 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for o3 Pro and Qwen2.5 7B Instruct
Benchmarko3 ProQwen2.5 7B InstructLeader
Neither model has a result on 5 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

o3 Pro$0.060Fits 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

o3 Pro$1.24Fits 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

o3 Pro$4.80Exceeds 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 o3 Pro and Qwen2.5 7B Instruct
SpecificationOpenAI o3 ProQwen2.5 7B Instruct
MakerOpenAIQwen
WeightsNo public weights listedOpen weights
ReleasedJune 10, 2025October 16, 2024
Context window200K33K
Input $/Mtok$20.00$0.10
Output $/Mtok$80.00$0.20
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is o3 Pro better than Qwen2.5 7B Instruct for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick o3 Pro for a larger context window (200K against 33K tokens).

Which is cheaper, o3 Pro or Qwen2.5 7B Instruct?

o3 Pro costs $20.00 per million input tokens and $80.00 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, o3 Pro or Qwen2.5 7B Instruct?

o3 Pro, with 200K tokens against 33K.

How many benchmarks is the o3 Pro vs Qwen2.5 7B Instruct comparison based on?

3 benchmarks have a result for both models as of October 21, 2026. o3 Pro's coding index rests on 0 independent benchmarks and Qwen2.5 7B Instruct's on 0. Where only one model has a result, the page says so instead of naming a winner.

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