Model comparison

Grok 4.20 (Non-Reasoning) vs Solar Pro4

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.5 to 41.5 on the Noometry Index. Solar Pro4 costs 3.0× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

Last verified . 18 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.5

Rank #48 Confirmed

Solar Pro4 Upstage

41.5

Rank #123 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) 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 4.20 (Non-Reasoning) leads 52.2 to 27.3.
  • Solar Pro4 is cheaper at $0.30 / $1.20 per million input/output tokens, against $1.25 / $2.50 for Grok 4.20 (Non-Reasoning).
  • Grok 4.20 (Non-Reasoning) accepts more context: 1M tokens versus 524K.

Side by side

Grok 4.20 (Non-Reasoning) and Solar Pro4 specifications
Grok 4.20 (Non-Reasoning)Solar Pro4
ProviderxAIUpstage
Noometry Index48.541.5
Released2026-02-172026-08-06
WeightsProprietaryProprietary
Context window1M524K
Max output30K131K
Input $ / M tokens$1.25$0.30
Output $ / M tokens$2.50$1.20
Results tracked4618

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 41.8 (#104), Solar Pro4: 39.9 (#135)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena WebDev13741371
LMArena Coding14581439
WeirdML52.3%—
ALE-Bench1,150—

Agentic & Tool Use Not comparable

Grok 4.20 (Non-Reasoning): 34.3 (#43), Solar Pro4: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
Terminal-Bench57.3%—
τ²-bench Banking18%—
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.2 (#30), Solar Pro4: 27.3 (#107)

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Hard Prompts14511398
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
NYT Connections (extended)85.4%—
ARC-AGI-189.5%—
Chess Puzzles24%—
Thematic Generalization63.8%—
DTBench90.1%—
LMCA38.7%—
Epoch Capabilities Index152.01—
ForecastBench61.4—

Math Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 48.0 (#54), Solar Pro4: 36.1 (#129)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Math14551418
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202592.2%—
ProofBench14%—

Knowledge Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.8 (#54), Solar Pro4: 39.0 (#128)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Expert14401421
GPQA Diamond89.3%—
SimpleQA Verified30.2%—

Multimodal Not comparable

Grok 4.20 (Non-Reasoning): 33.2 (#88), Solar Pro4: —

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Vision1263—
Blueprint-Bench 20%—
LMArena Document1416—

Multilingual Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 54.7 (#38), Solar Pro4: 49.0 (#134)

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Non-English14401362
LMArena Chinese14811417
LMArena French14771403
LMArena German14631351
LMArena Japanese14501300
LMArena Korean14171383
LMArena Russian14571360
LMArena Spanish14421408

Instruction Following Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 75.0 (#79), Solar Pro4: 72.8 (#128)

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Instruction Following14201376

Long Context Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 45.4 (#33), Solar Pro4: 42.0 (#125)

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Longer Query14361379
CL-bench22.2%—
CL-bench Life11.9%—

Writing & Preference Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 65.9 (#42), Solar Pro4: 56.7 (#133)

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)Solar Pro4
LMArena Text14511386
LMArena Creative Writing14391313
LMArena Multi-Turn14561391
EQ-Bench Creative Writing1574—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than Solar Pro4?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.5 to 41.5 on the Noometry Index. Solar Pro4 costs 3.0× less per token, which makes it the better buy when Grok 4.20 (Non-Reasoning)'s lead doesn't matter for your workload.

Which is cheaper, Grok 4.20 (Non-Reasoning) or Solar Pro4?

Solar Pro4 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Grok 4.20 (Non-Reasoning) lists at $1.25 and $2.50.

Is Grok 4.20 (Non-Reasoning) or Solar Pro4 better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 41.8 versus 39.9 in the Noometry coding category.

Which has the bigger context window?

Grok 4.20 (Non-Reasoning) does, with 1M tokens against 524K.

How many benchmarks do Grok 4.20 (Non-Reasoning) and Solar Pro4 share?

18 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and Solar Pro4 has 18.

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