💰 Unit Cost Winner Gemma 4 31B IT $0.12/1M in · $0.36/1M out
⚡ Latency & Speed Winner Gemma 4 31B IT 115ms TTFT · 155 tok/s
💻 Coding (SWE) Winner Grok 4 73.2% SWE-bench · 95% HumanEval
🧠 STEM Reasoning Winner Grok 4 86.2% GPQA · 97.6% MATH-500

Which model is better: Gemma 4 31B IT or Grok 4?

Gemma 4 31B IT is 95.2% cheaper for input tokens ($0.12 vs. $2.50 per 1M tokens) and $0.36 vs. $12.50 for output tokens (20.8x cost advantage). In terms of operational performance, Gemma 4 31B IT delivers lower response latency at 115ms TTFT (365ms faster than Grok 4) with 155 vs. 95 tok/s throughput. Grok 4 leads coding evaluations at 73.2% SWE-bench Verified vs. 59.2% for Gemma 4 31B IT and 86.2% vs. 71.2% on GPQA Diamond.
Verified daily via automated API latency tests and official documentation.

Verified Performance & Unit Economics Delta (12 Dimensions)

Daily synchronized metrics across token pricing, prompt cache economics, latency, throughput, and 5 capability benchmarks.

Metric / Dimension Gemma 4 31B IT Grok 4 Net Delta / Advantage
Input Cost / 1M Tokens $0.12 $2.50 Gemma 4 31B IT is 20.8x cheaper
Output Cost / 1M Tokens $0.36 $12.50 Gemma 4 31B IT (97.1% lower)
Prompt Cache Read / 1M $0.030 $0.500 Gemma 4 31B IT is 16.7x cheaper
Prompt Cache Write / 1M $0.12 $2.50 Gemma 4 31B IT is 20.8x cheaper
Context Window (Max Output) 131k (16k out) 262k (66k out) Grok 4 (2.0x larger context)
Avg TTFT Response Latency 115ms 480ms Gemma 4 31B IT (365ms faster)
Generation Speed (Throughput) 155 tok/s 95 tok/s Gemma 4 31B IT (+60 tok/s faster)
SWE-bench Verified (Coding) 59.2% 73.2% Grok 4 (+14.0% lead)
GPQA Diamond (PhD STEM) 71.2% 86.2% Grok 4 (+15.0% lead)
MMLU-Pro (Multi-Discipline) 82.8% 89.9% Grok 4 (+7.1% lead)
MATH-500 (Quantitative Logic) 91.5% 97.6% Grok 4 (+6.1% lead)
Inference Value Score (IVR) 80.3 / 100 57.6 / 100 Gemma 4 31B IT (+22.7 pts)

Interactive Monthly Token Economics & ROI Forecaster

Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.

25.0M Tokens
500K 50M 250M 500M+
5.0M Tokens
100K 25M 75M 150M+
50% Cached
0% (Uncached) 25% 50% (Typical Agent) 95% Max

Estimated Monthly Spend

Gemma 4 31B IT $3.68

$0.12/1M in · $0.36/1M out

Prompt Cache: $0.030/1M read · $0.12/1M write

Grok 4 $100.00

$2.50/1M in · $12.50/1M out

Prompt Cache: $0.500/1M read · $2.50/1M write

Projected Monthly Cost Reduction
$96.33 / mo
(96.3% lower cost with Gemma 4 31B IT)
Open Full Matchup Analysis →
A

When to Choose Gemma 4 31B IT

Choose Gemma 4 31B IT (Google) for self-hosted VPC inference, fine-tuned domain agents, sovereign healthcare/finance workloads, and low-latency local code generation — offering a 131k context window, 115ms TTFT, and $0.12/1M input pricing ($0.030/1M cached reads).

B

When to Choose Grok 4

Choose Grok 4 (xAI) for real-time financial/market intelligence, PhD-level STEM problem solving, and autonomous code generation — offering a 262k context window, 480ms TTFT, and $2.50/1M input pricing ($0.500/1M cached reads).

Related Questions & Decision Factors

Which is cheaper: Gemma 4 31B IT or Grok 4?

Gemma 4 31B IT is cheaper at $0.12/1M input tokens ($0.36/1M output) compared to $2.50/1M input ($12.50/1M output) for Grok 4.

Which model has lower TTFT latency and higher tok/s throughput: Gemma 4 31B IT or Grok 4?

Gemma 4 31B IT delivers faster first-token latency at 115ms TTFT (155 tok/s throughput) compared to 480ms TTFT (95 tok/s) for Grok 4.

How do Gemma 4 31B IT and Grok 4 compare on SWE-bench coding and GPQA Diamond reasoning?

On SWE-bench Verified software engineering, Gemma 4 31B IT scores 59.2% versus 73.2% for Grok 4. On GPQA Diamond graduate-level STEM reasoning, Gemma 4 31B IT scores 71.2% versus 86.2% for Grok 4 (and 91.5% vs 97.6% on MATH-500).

When should you choose Gemma 4 31B IT?

Choose Gemma 4 31B IT (Google) for self-hosted VPC inference, fine-tuned domain agents, sovereign healthcare/finance workloads, and low-latency local code generation — offering a 131k context window, 115ms TTFT, and $0.12/1M input pricing ($0.030/1M cached reads).

When should you choose Grok 4?

Choose Grok 4 (xAI) for real-time financial/market intelligence, PhD-level STEM problem solving, and autonomous code generation — offering a 262k context window, 480ms TTFT, and $2.50/1M input pricing ($0.500/1M cached reads).

Explore High-Priority Related Model Matchups