Model comparison

GLM-5.3-Flash vs Solar Pro 3

GLM-5.3-Flash has enough public results to be ranked (#45); Solar Pro 3 does not yet, so treat this comparison as directional.

Last verified . 2 shared benchmarks.

GLM-5.3-Flash Z.ai (Zhipu)

49.6

Rank #45 Confirmed

Solar Pro 3 Upstage

33.3

Unranked Sparse

Summary

  • They share 2 benchmarks with published results for both. GLM-5.3-Flash scores higher in 2 categories and Solar Pro 3 in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in coding, where GLM-5.3-Flash leads 53.7 to 34.2.
  • The biggest single-benchmark swing is SciCode: 51.6% for GLM-5.3-Flash and 24.7% for Solar Pro 3.
  • GLM-5.3-Flash is cheaper at $0.15 / $0.50 per million input/output tokens, against $0.25 / $0.25 for Solar Pro 3.
  • GLM-5.3-Flash accepts more context: 1M tokens versus 131K.
  • GLM-5.3-Flash has downloadable open weights; the other is API-only.

Side by side

GLM-5.3-Flash and Solar Pro 3 specifications
GLM-5.3-FlashSolar Pro 3
ProviderZ.ai (Zhipu)Upstage
Noometry Index49.633.3
Released2026-08-202026-01
WeightsOpenProprietary
Context window1M131K
Max output131K8K
Input $ / M tokens$0.15$0.25
Output $ / M tokens$0.50$0.25
Results tracked362

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Category by category

Coding GLM-5.3-Flash leads

GLM-5.3-Flash: 53.7 (#26), Solar Pro 3: 34.2

Coding benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
SciCode51.6%24.7%
DeepSWE63.4%—
FrontierCode31.8%—
LMArena WebDev1614—
LMArena Coding1506—
ALE-Bench303.55—

Agentic & Tool Use Not comparable

GLM-5.3-Flash: 34.3 (#41), Solar Pro 3: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
APEX-Agents52.8%—
GDP.pdf14%—

Reasoning GLM-5.3-Flash leads

GLM-5.3-Flash: 31.7 (#69), Solar Pro 3: 21.7

Reasoning benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
CritPt15.4%0%
Chess Puzzles14%—
LMArena Hard Prompts1490—
Mystery Game Puzzles8%—
Surface Evolver Bench52.5%—
Bench to the Future 30.15—
Epoch Capabilities Index151.9—

Math Not comparable

GLM-5.3-Flash: 53.1 (#38), Solar Pro 3: —

Math benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
FrontierMath (Tiers 1-3)55.8%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202593.9%—
ProofBench21%—
LMArena Math1499—

Knowledge Not comparable

GLM-5.3-Flash: 58.4 (#33), Solar Pro 3: —

Knowledge benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
GPQA Diamond90.2%—
LMArena Expert1512—

Multimodal Not comparable

GLM-5.3-Flash: 42.6 (#25), Solar Pro 3: —

Multimodal benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
LMArena Vision1304—

Multilingual Not comparable

GLM-5.3-Flash: 56.2 (#24), Solar Pro 3: —

Multilingual benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
LMArena Non-English1462—
LMArena Chinese1529—
LMArena French1495—
LMArena German1457—
LMArena Japanese1420—
LMArena Korean1443—
LMArena Russian1472—
LMArena Spanish1471—

Instruction Following Not comparable

GLM-5.3-Flash: 77.8 (#17), Solar Pro 3: —

Instruction Following benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
LMArena Instruction Following1480—

Long Context Not comparable

GLM-5.3-Flash: 45.3 (#41), Solar Pro 3: —

Long Context benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
LMArena Longer Query1479—

Writing & Preference Not comparable

GLM-5.3-Flash: 65.4 (#49), Solar Pro 3: —

Writing & Preference benchmarks
BenchmarkGLM-5.3-FlashSolar Pro 3
LMArena Text1471—
LMArena Creative Writing1440—
LMArena Multi-Turn1471—

Frequently asked questions

Is GLM-5.3-Flash better than Solar Pro 3?

GLM-5.3-Flash has enough public results to be ranked (#45); Solar Pro 3 does not yet, so treat this comparison as directional.

Which is cheaper, GLM-5.3-Flash or Solar Pro 3?

GLM-5.3-Flash is cheaper. It lists at $0.15 per million input tokens and $0.50 per million output tokens; Solar Pro 3 lists at $0.25 and $0.25.

Is GLM-5.3-Flash or Solar Pro 3 better for coding?

GLM-5.3-Flash scores higher on coding benchmarks: 53.7 versus 34.2 in the Noometry coding category.

Which has the bigger context window?

GLM-5.3-Flash does, with 1M tokens against 131K.

How many benchmarks do GLM-5.3-Flash and Solar Pro 3 share?

2 benchmarks have published results for both models. GLM-5.3-Flash has 36 scored results on Noometry and Solar Pro 3 has 2.

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