💰 Unit Cost Winner Grok 3 Mini $0.30/1M in · $1.20/1M out
⚡ Latency & Speed Winner Grok 3 Mini 150ms TTFT · 160 tok/s
💻 Coding (SWE) Winner Grok 3 Mini 54% SWE-bench · 90% HumanEval
🧠 STEM Reasoning Winner Grok 3 Mini 68% GPQA · 87% MATH-500

Which model is better: Claude 3.5 Haiku or Grok 3 Mini?

Grok 3 Mini is 62.5% cheaper for input tokens ($0.30 vs. $0.80 per 1M tokens) and $1.20 vs. $4.00 for output tokens (2.7x cost advantage). In terms of operational performance, Grok 3 Mini delivers lower response latency at 150ms TTFT (40ms faster than Claude 3.5 Haiku) with 160 vs. 130 tok/s throughput. Grok 3 Mini leads coding evaluations at 54.0% SWE-bench Verified vs. 40.6% for Claude 3.5 Haiku and 68.0% vs. 41.6% 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 Claude 3.5 Haiku Grok 3 Mini Net Delta / Advantage
Input Cost / 1M Tokens $0.80 $0.30 Grok 3 Mini is 2.7x cheaper
Output Cost / 1M Tokens $4.00 $1.20 Grok 3 Mini (70.0% lower)
Prompt Cache Read / 1M $0.080 $0.080 Identical Cache Read Pricing
Prompt Cache Write / 1M $1.00 $0.30 Grok 3 Mini is 3.3x cheaper
Context Window (Max Output) 205k (8k out) 131k (16k out) Claude 3.5 Haiku (1.6x larger context)
Avg TTFT Response Latency 190ms 150ms Grok 3 Mini (40ms faster)
Generation Speed (Throughput) 130 tok/s 160 tok/s Grok 3 Mini (+30 tok/s faster)
SWE-bench Verified (Coding) 40.6% 54% Grok 3 Mini (+13.4% lead)
GPQA Diamond (PhD STEM) 41.6% 68% Grok 3 Mini (+26.4% lead)
MMLU-Pro (Multi-Discipline) 71% 80% Grok 3 Mini (+9.0% lead)
MATH-500 (Quantitative Logic) 69.4% 87% Grok 3 Mini (+17.6% lead)
Inference Value Score (IVR) 52.4 / 100 69.2 / 100 Grok 3 Mini (+16.8 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

Claude 3.5 Haiku $31.00

$0.80/1M in · $4.00/1M out

Prompt Cache: $0.080/1M read · $1.00/1M 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
$20.25 / mo
(65.3% lower cost with Grok 3 Mini)
Open Full Matchup Analysis →
A

When to Choose Claude 3.5 Haiku

Choose Claude 3.5 Haiku (Anthropic) for rapid customer-facing chat, sub-agent routing, and real-time code autocomplete — offering a 204k context window, 190ms TTFT, and $0.80/1M input pricing ($0.080/1M 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: Claude 3.5 Haiku or Grok 3 Mini?

Grok 3 Mini is cheaper at $0.30/1M input tokens ($1.20/1M output) compared to $0.80/1M input ($4.00/1M output) for Claude 3.5 Haiku.

Which model has lower TTFT latency and higher tok/s throughput: Claude 3.5 Haiku or Grok 3 Mini?

Grok 3 Mini delivers faster first-token latency at 150ms TTFT (160 tok/s throughput) compared to 190ms TTFT (130 tok/s) for Claude 3.5 Haiku.

How do Claude 3.5 Haiku and Grok 3 Mini compare on SWE-bench coding and GPQA Diamond reasoning?

On SWE-bench Verified software engineering, Claude 3.5 Haiku scores 40.6% versus 54% for Grok 3 Mini. On GPQA Diamond graduate-level STEM reasoning, Claude 3.5 Haiku scores 41.6% versus 68% for Grok 3 Mini (and 69.4% vs 87% on MATH-500).

When should you choose Claude 3.5 Haiku?

Choose Claude 3.5 Haiku (Anthropic) for rapid customer-facing chat, sub-agent routing, and real-time code autocomplete — offering a 204k context window, 190ms TTFT, and $0.80/1M input pricing ($0.080/1M 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