💰 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 Gemma 4 31B IT 59.2% SWE-bench · 91.8% HumanEval
🧠 STEM Reasoning Winner Gemma 4 31B IT 71.2% GPQA · 91.5% MATH-500

Which model is better: Gemma 4 31B IT or Grok 3 Mini?

Gemma 4 31B IT is 60.0% cheaper for input tokens ($0.12 vs. $0.30 per 1M tokens) and $0.36 vs. $1.20 for output tokens (2.5x cost advantage). In terms of operational performance, Gemma 4 31B IT delivers lower response latency at 115ms TTFT (35ms faster than Grok 3 Mini) with 155 vs. 160 tok/s throughput. Gemma 4 31B IT leads coding evaluations at 59.2% SWE-bench Verified vs. 54.0% for Grok 3 Mini and 71.2% vs. 68.0% 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 3 Mini Net Delta / Advantage
Input Cost / 1M Tokens $0.12 $0.30 Gemma 4 31B IT is 2.5x cheaper
Output Cost / 1M Tokens $0.36 $1.20 Gemma 4 31B IT (70.0% lower)
Prompt Cache Read / 1M $0.030 $0.080 Gemma 4 31B IT is 2.7x cheaper
Prompt Cache Write / 1M $0.12 $0.30 Gemma 4 31B IT is 2.5x cheaper
Context Window (Max Output) 131k (16k out) 131k (16k out) Equal Context Window
Avg TTFT Response Latency 115ms 150ms Gemma 4 31B IT (35ms faster)
Generation Speed (Throughput) 155 tok/s 160 tok/s Grok 3 Mini (+5 tok/s faster)
SWE-bench Verified (Coding) 59.2% 54% Gemma 4 31B IT (+5.2% lead)
GPQA Diamond (PhD STEM) 71.2% 68% Gemma 4 31B IT (+3.2% lead)
MMLU-Pro (Multi-Discipline) 82.8% 80% Gemma 4 31B IT (+2.8% lead)
MATH-500 (Quantitative Logic) 91.5% 87% Gemma 4 31B IT (+4.5% lead)
Inference Value Score (IVR) 80.3 / 100 69.2 / 100 Gemma 4 31B IT (+11.1 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 3 Mini $10.75

$0.30/1M in · $1.20/1M out

Prompt Cache: $0.080/1M read · $0.30/1M write

Projected Monthly Cost Reduction
$7.08 / mo
(65.8% 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 3 Mini

Choose Grok 3 Mini (xAI) for high-speed reasoning model providing rapid answers and code generation with chain-of-thought capabilities at edge pricing — offering a 131k context window, 150ms TTFT, and $0.30/1M input pricing ($0.080/1M cached reads).

Related Questions & Decision Factors

Which is cheaper: Gemma 4 31B IT or Grok 3 Mini?

Gemma 4 31B IT is cheaper at $0.12/1M input tokens ($0.36/1M output) compared to $0.30/1M input ($1.20/1M output) for Grok 3 Mini.

Which model has lower TTFT latency and higher tok/s throughput: Gemma 4 31B IT or Grok 3 Mini?

Gemma 4 31B IT delivers faster first-token latency at 115ms TTFT (155 tok/s throughput) compared to 150ms TTFT (160 tok/s) for Grok 3 Mini.

How do Gemma 4 31B IT and Grok 3 Mini compare on SWE-bench coding and GPQA Diamond reasoning?

On SWE-bench Verified software engineering, Gemma 4 31B IT scores 59.2% versus 54% for Grok 3 Mini. On GPQA Diamond graduate-level STEM reasoning, Gemma 4 31B IT scores 71.2% versus 68% for Grok 3 Mini (and 91.5% vs 87% 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 3 Mini?

Choose Grok 3 Mini (xAI) for high-speed reasoning model providing rapid answers and code generation with chain-of-thought capabilities at edge pricing — offering a 131k context window, 150ms TTFT, and $0.30/1M input pricing ($0.080/1M cached reads).

Explore High-Priority Related Model Matchups