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Model A
Qwen3.6 Plus

Alibaba

60.4/100

Supported · Public rank #64

90% interval 50.870.0

Qwen3.6 Plus vs Solar Pro 3

Updated September 10, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.

Upstage logo
Model B
Solar Pro 3

Upstage

Evidence status unavailable

90% interval unavailable

Decision reading

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.

1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

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Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

  • Long documents

    Prompts that approach the documented context limit

    Qwen3.6 Plus

    Qwen3.6 Plus has the larger documented context window.

    Confidence: documented

Show secondary and unsupported calls
  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    Solar Pro 3 is not ranked on the public lane for coding, so no winner is named for coding.

    Confidence: limited

  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    Solar Pro 3 is not ranked on the public lane for agentic, so no winner is named for agentic.

    Confidence: limited

  • Chat turn cost

    1K fresh input + 500 output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Not enough matched evidence

    The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. Solar Pro 3 does not fit this workload in one request. Solar Pro 3 has no published cached-input rate, so cached tokens use its listed input rate. Qwen3.6 Plus has no comparable published API token rate.

    Confidence: rate-fallback

  • Repository review cost

    50K fresh input + 3K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

Shared results
1
Qwen3.6 Plus only
47
Solar Pro 3 only
0
Like-for-like categories
1 / 8

Category results, on a stated basis

Each row shows the public-lane category score for both models: the BenchAlign lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.

Instruction following

Like-for-like
Qwen3.6 Plus
85.5
#43/123
Solar Pro 3
87.1
#35/123
Basis
Provisional lane · 1 vs 1 weighted rows
Reading
Solar Pro 3 leads

Agentic

Not comparable
Qwen3.6 Plus
36.0
Supported · #132/152
Solar Pro 3
Not ranked
Basis
BenchAlign lane · 13 vs 0 public rows
Reading
Not comparable

Coding

Not comparable
Qwen3.6 Plus
46.9
Supported · #76/151
Solar Pro 3
Not ranked
Basis
BenchAlign lane · 7 vs 0 public rows
Reading
Not comparable

Reasoning

Not comparable
Qwen3.6 Plus
60.1
Unranked · 4 rankable rows
Solar Pro 3
43.2
Unranked · 2 rankable rows
Basis
Provisional lane · 1 vs 0 weighted rows
Reading
Not comparable

Knowledge

Not comparable
Qwen3.6 Plus
54.0
Supported · #60/183
Solar Pro 3
Not ranked
Basis
BenchAlign lane · 8 vs 0 public rows
Reading
Not comparable

Math

Not comparable
Qwen3.6 Plus
62.4
#4/7
Solar Pro 3
Not ranked
Basis
Provisional lane · 4 vs 0 weighted rows
Reading
Not comparable

Multilingual

Not comparable
Qwen3.6 Plus
69.7
#4/12
Solar Pro 3
Not ranked
Basis
Provisional lane · 1 vs 0 weighted rows
Reading
Not comparable

Multimodal

Not comparable
Qwen3.6 Plus
66.3
#22/48
Solar Pro 3
Not ranked
Basis
Provisional lane · 2 vs 0 weighted rows
Reading
Not comparable

Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign) differ from the provisional-lane categories. Unranked scores sit on the lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Qwen3.6 Plus
API rate not published
Fits in one request
Solar Pro 3
$0.00045
Fits in one request

Qwen3.6 Plus has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Qwen3.6 Plus
API rate not published
Fits in one request
Solar Pro 3
$0.0093
Fits in one request

Qwen3.6 Plus has no comparable published API token rate.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Qwen3.6 Plus
API rate not published
Fits in one request
Cached-input rate unavailable
Solar Pro 3
$0.039
Does not fit in one request
Cached input priced at the published list-input rate

Solar Pro 3 does not fit this workload in one request. Solar Pro 3 has no published cached-input rate, so cached tokens use its listed input rate. Qwen3.6 Plus has no comparable published API token rate.

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Context window

Maximum documented context; output-token limits may be lower.

Qwen3.6 Plus

1M

Solar Pro 3

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Qwen3.6 Plus

No comparable hosted API rate

Solar Pro 3

Not published

Upstage API pricing

Documented inputs

Qwen3.6 Plus

Not sourced

Solar Pro 3

Not sourced

Documented outputs

Qwen3.6 Plus

Not sourced

Solar Pro 3

Not sourced

Provider availability

Qwen3.6 Plus

Not sourced

Solar Pro 3

Not sourced

Reasoning profile

Qwen3.6 Plus

Reasoning

Solar Pro 3

Reasoning

Weight access

Qwen3.6 Plus

Proprietary

Solar Pro 3

Proprietary

License

Qwen3.6 Plus

Proprietary

Solar Pro 3

Proprietary

Release date

Qwen3.6 Plus

2026-04-02

Solar Pro 3

2026-01-26

If you already use one of these models
Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
Workload cost
A complete comparable API-rate estimate is not available for both models.
Context tradeoff
Qwen3.6 Plus has the larger documented window (1M).

Run the same representative tasks against both endpoints before changing production traffic.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence48 rows

Agentic

  • Terminal-Bench 2.0

    Qwen3.6 Plus61.6%
    Source
    Solar Pro 3

    Not directly comparable

  • Claw-Eval

    Qwen3.6 Plus58.8%
    Source
    Solar Pro 3

    Not directly comparable

  • QwenClawBench

    Qwen3.6 Plus57.2%
    Source
    Solar Pro 3

    Not directly comparable

  • τ³-bench results

    Qwen3.6 Plus70.7%
    Source
    Solar Pro 3

    Not directly comparable

  • VITA-Bench

    Qwen3.6 Plus44.3%
    Source
    Solar Pro 3

    Not directly comparable

  • DeepPlanning

    Qwen3.6 Plus41.5%
    Source
    Solar Pro 3

    Not directly comparable

  • Toolathlon

    Qwen3.6 Plus39.8%
    Source
    Solar Pro 3

    Not directly comparable

  • MCP Atlas

    Qwen3.6 Plus48.2%
    Source
    Solar Pro 3

    Not directly comparable

  • MCP-Tasks

    Qwen3.6 Plus74.1%
    Source
    Solar Pro 3

    Not directly comparable

  • WideResearch

    Qwen3.6 Plus74.3%
    Source
    Solar Pro 3

    Not directly comparable

  • Gert Labs

    Qwen3.6 Plus50.60%
    Source
    Solar Pro 3

    Not directly comparable

  • ResearchClawBench

    Qwen3.6 Plus18.0%
    Source
    Solar Pro 3

    Not directly comparable

  • Terminal-Bench 2.1 (Vals)

    Qwen3.6 Plus53.2%
    Source
    Solar Pro 3

    Not directly comparable

Coding

  • SWE-bench Verified

    Qwen3.6 Plus78.8%
    Source
    Solar Pro 3

    Not directly comparable

  • SWE-bench Pro

    Qwen3.6 Plus56.6%
    Source
    Solar Pro 3

    Not directly comparable

  • SWE Multilingual

    Qwen3.6 Plus73.8%
    Source
    Solar Pro 3

    Not directly comparable

  • LiveCodeBench v6

    Qwen3.6 Plus87.1%
    Source
    Solar Pro 3

    Not directly comparable

  • Vibe Code Bench

    Qwen3.6 Plus25.56%
    Source
    Solar Pro 3

    Not directly comparable

  • LiveCodeBench (Vals)

    Qwen3.6 Plus86.0%
    Source
    Solar Pro 3

    Not directly comparable

  • SWE-bench (Vals)

    Qwen3.6 Plus73.4%
    Source
    Solar Pro 3

    Not directly comparable

Reasoning

  • AI-Needle

    Qwen3.6 Plus68.3%
    Source
    Solar Pro 3

    Not directly comparable

  • LongBench v2

    Qwen3.6 Plus62%
    Source
    Solar Pro 3

    Not directly comparable

Knowledge

  • GPQA

    Qwen3.6 Plus90.4%
    Source
    Solar Pro 3

    Not directly comparable

  • SuperGPQA

    Qwen3.6 Plus71.6%
    Source
    Solar Pro 3

    Not directly comparable

  • MMLU-Pro

    Qwen3.6 Plus88.5%
    Source
    Solar Pro 3

    Not directly comparable

  • MMLU-Redux

    Qwen3.6 Plus94.5%
    Source
    Solar Pro 3

    Not directly comparable

  • C-Eval

    Qwen3.6 Plus93.3%
    Source
    Solar Pro 3

    Not directly comparable

  • HLE

    Qwen3.6 Plus28.8%
    Source
    Solar Pro 3

    Not directly comparable

  • GPQA Diamond (Vals)

    Qwen3.6 Plus87.4%
    Source
    Solar Pro 3

    Not directly comparable

  • MMLU-Pro (Vals)

    Qwen3.6 Plus87.7%
    Source
    Solar Pro 3

    Not directly comparable

Math

  • AIME26

    Qwen3.6 Plus95.3%
    Source
    Solar Pro 3

    Not directly comparable

  • HMMT Feb 2025

    Qwen3.6 Plus96.7%
    Source
    Solar Pro 3

    Not directly comparable

  • HMMT Nov 2025

    Qwen3.6 Plus94.6%
    Source
    Solar Pro 3

    Not directly comparable

  • HMMT Feb 2026

    Qwen3.6 Plus87.8%
    Source
    Solar Pro 3

    Not directly comparable

  • MMAnswerBench

    Qwen3.6 Plus83.8%
    Source
    Solar Pro 3

    Not directly comparable

  • FrontierMath v2 (Tiers 1-3)

    Qwen3.6 Plus26.207%
    Source
    Solar Pro 3

    Not directly comparable

  • FrontierMath v2 (Tier 4)

    Qwen3.6 Plus8.333%
    Source
    Solar Pro 3

    Not directly comparable

Multilingual

  • MMLU-ProX

    Qwen3.6 Plus84.7%
    Source
    Solar Pro 3

    Not directly comparable

  • NOVA-63

    Qwen3.6 Plus57.9%
    Source
    Solar Pro 3

    Not directly comparable

Multimodal

  • MMMU

    Qwen3.6 Plus86.0%
    Source
    Solar Pro 3

    Not directly comparable

  • MMMU-Pro

    Qwen3.6 Plus78.8%
    Source
    Solar Pro 3

    Not directly comparable

  • MathVision

    Qwen3.6 Plus88.0%
    Source
    Solar Pro 3

    Not directly comparable

  • VideoMMMU

    Qwen3.6 Plus84.0%
    Source
    Solar Pro 3

    Not directly comparable

  • ScreenSpot Pro

    Qwen3.6 Plus68.2%
    Source
    Solar Pro 3

    Not directly comparable

  • CharXiv

    Qwen3.6 Plus81.5%
    Source
    Solar Pro 3

    Not directly comparable

  • V*

    Qwen3.6 Plus96.9%
    Source
    Solar Pro 3

    Not directly comparable

Instruction following

  • IFEval

    Qwen3.6 Plus94.3%
    Source
    Solar Pro 3

    Not directly comparable

  • IFBench

    Qwen3.6 Plus75.8%
    Source
    Solar Pro 355.8%
    Source

    Qwen3.6 Plus leads this result

Frequently asked questions

Which is better, Qwen3.6 Plus or Solar Pro 3?

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.

Which is better for coding, Qwen3.6 Plus or Solar Pro 3?

Solar Pro 3 is not ranked on the public lane for coding, so no winner is named for coding.

Which is better for agentic tasks, Qwen3.6 Plus or Solar Pro 3?

Solar Pro 3 is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.

Which costs less, Qwen3.6 Plus or Solar Pro 3?

Both models do not have comparable published API token rates, so this page does not name a universal price winner.

Which has the larger context window, Qwen3.6 Plus or Solar Pro 3?

Qwen3.6 Plus has the larger documented context window: 1M, compared with 128K.

Related comparisons

Last updated September 10, 2026

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