Model comparison

Grok 4.6 vs Solar Pro4

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.1 on the Noometry Index. Solar Pro4 costs 5.7× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Last verified . 18 shared benchmarks.

Grok 4.6 xAI

56.9

Rank #21 Confirmed

Solar Pro4 Upstage

42.1

Rank #121 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Grok 4.6 scores higher in 8 categories and Solar Pro4 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.6 leads 61.4 to 28.5.
  • Solar Pro4 is cheaper at $0.30 / $1.20 per million input/output tokens, against $2 / $6 for Grok 4.6.
  • Solar Pro4 accepts more context: 524K tokens versus 500K.

Side by side

Grok 4.6 and Solar Pro4 specifications
Grok 4.6Solar Pro4
ProviderxAIUpstage
Noometry Index56.942.1
Released2026-08-122026-08-06
WeightsProprietaryProprietary
Context window500K524K
Max output500K131K
Input $ / M tokens$2$0.30
Output $ / M tokens$6$1.20
Results tracked4918

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Category by category

Coding Grok 4.6 leads

Grok 4.6: 58.5 (#16), Solar Pro4: 40.1 (#149)

Coding benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena WebDev16171371
LMArena Coding14651437
DeepSWE67.5%—
FrontierCode48%—
CursorBench41.4%—
FrontierSWE25.3%—
SciCode56.5%—
WeirdML67.3%—
ALE-Bench1,508—

Agentic & Tool Use Not comparable

Grok 4.6: 39.4 (#27), Solar Pro4: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.6Solar Pro4
APEX-Agents65.3%—
GDP.pdf17.2%—
Vending-Bench 29,047—

Reasoning Grok 4.6 leads

Grok 4.6: 61.4 (#20), Solar Pro4: 28.5 (#104)

Reasoning benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Hard Prompts14471399
ARC-AGI-267.1%—
SimpleBench75.9%—
NYT Connections (extended)80%—
ARC-AGI-187.5%—
CritPt19.7%—
Chess Puzzles40%—
EBR-Bench30.5%—
Mystery Game Puzzles34%—
DTBench97.3%—
LMCA48.5%—
Epoch Capabilities Index156.44—

Math Grok 4.6 leads

Grok 4.6: 67.0 (#24), Solar Pro4: 38.8 (#128)

Math benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Math14231416
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 431.7%—
OTIS Mock AIME 2024-202599.2%—
ProofBench51%—

Knowledge Grok 4.6 leads

Grok 4.6: 63.3 (#20), Solar Pro4: 39.8 (#129)

Knowledge benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Expert14671427
GPQA Diamond94%—
SimpleQA Verified49.3%—

Multimodal Not comparable

Grok 4.6: 43.6 (#23), Solar Pro4: —

Multimodal benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Vision1263—
Blueprint-Bench 233.2%—
Furniture Assembly40%—
LMArena Document1452—

Multilingual Grok 4.6 leads

Grok 4.6: 53.0 (#74), Solar Pro4: 48.7 (#139)

Multilingual benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Non-English14201361
LMArena Chinese14801415
LMArena French14611397
LMArena German14311364
LMArena Japanese13761309
LMArena Korean13971382
LMArena Russian14221360
LMArena Spanish14041401

Instruction Following Grok 4.6 leads

Grok 4.6: 75.4 (#63), Solar Pro4: 72.7 (#132)

Instruction Following benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Instruction Following14311377

Long Context Grok 4.6 leads

Grok 4.6: 44.5 (#66), Solar Pro4: 42.1 (#130)

Long Context benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Longer Query14541381

Writing & Preference Grok 4.6 leads

Grok 4.6: 62.3 (#80), Solar Pro4: 56.5 (#138)

Writing & Preference benchmarks
BenchmarkGrok 4.6Solar Pro4
LMArena Text14281386
LMArena Creative Writing14281316
LMArena Multi-Turn14251385

Frequently asked questions

Is Grok 4.6 better than Solar Pro4?

Grok 4.6 is the stronger model overall, scoring 56.9 to 42.1 on the Noometry Index. Solar Pro4 costs 5.7× less per token, which makes it the better buy when Grok 4.6's lead doesn't matter for your workload.

Which is cheaper, Grok 4.6 or Solar Pro4?

Solar Pro4 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Grok 4.6 lists at $2 and $6.

Is Grok 4.6 or Solar Pro4 better for coding?

Grok 4.6 scores higher on coding benchmarks: 58.5 versus 40.1 in the Noometry coding category.

Which has the bigger context window?

Solar Pro4 does, with 524K tokens against 500K.

How many benchmarks do Grok 4.6 and Solar Pro4 share?

18 benchmarks have published results for both models. Grok 4.6 has 49 scored results on Noometry and Solar Pro4 has 18.

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