Compare/Claude Sonnet 4.6 (Non-reasoning, High Effort) vs Gemini 2.5 Pro

Claude Sonnet 4.6 (Non-reasoning, High Effort)vsGemini 2.5 Pro

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

Anthropic

Claude Sonnet 4.6 (Non-reasoning, High Effort)

Input
$3/M
Output
$15/M
Speed
44 tok/s
TTFT
1.68s
Google

Gemini 2.5 Pro

Input
$1.25/M
Output
$10/M
Speed
122 tok/s
TTFT
21.99s

Winner by Category

Cheaper
Gemini 2.5 Pro
Faster (tok/s)
Gemini 2.5 Pro
Lower Latency
Claude Sonnet 4.6 (Non-reasoning, High Effort)
Benchmarks (1-1)
Tie

Pricing Comparison

MetricClaude Sonnet 4.6 (Non-reasoning, High Effort)Gemini 2.5 Pro
Input ($/M tokens)$3$1.25
Output ($/M tokens)$15$10
Cost for 1M input + 100K output tokens:
Claude Sonnet 4.6 (Non-reasoning, High Effort)$4.50
Gemini 2.5 Pro$2.25

Speed Comparison

Output Speed (tokens/s) — higher is better
Claude Sonnet 4.6 (Non-reasoning, High Effort)
44 tok/s
Gemini 2.5 Pro
122 tok/s
Time to First Token (seconds) — lower is better
Claude Sonnet 4.6 (Non-reasoning, High Effort)
1.68s
Gemini 2.5 Pro
21.99s

Editorial Analysis

Verdict. Claude Sonnet 4.6 (Non-reasoning, High Effort) and Gemini 2.5 Pro split the benchmark comparison evenly at 1–1. The tiebreaker here is price, speed, and what you actually run them on.

Pricing. Both models sit in the premium / mid-tier bracket for output-token pricing. At 1.5× the per-million-token cost, Gemini 2.5 Pro is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Gemini 2.5 Pro makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Claude Sonnet 4.6 (Non-reasoning, High Effort) is strongest on Intelligence Index (36.8). Gemini 2.5 Pro leads on Coding Index (33.3), Intelligence Index (25.9).

Speed. On throughput, Gemini 2.5 Pro generates tokens at 122 tok/s versus 44 tok/s — about 64% faster. On time-to-first-token, Claude Sonnet 4.6 (Non-reasoning, High Effort) responds in 1680ms vs 21990ms, which matters most for chat-style UIs.

Provider. Anthropic and Google sell to overlapping but distinct developer audiences: Anthropic tends to ship frontier reasoning models with premium positioning, while Google often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): Claude Sonnet 4.6 (Non-reasoning, High Effort) costs $315.00 ($3780/year); Gemini 2.5 Pro costs $187.50 ($2250/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Claude Sonnet 4.6 (Non-reasoning, High Effort) ≈ $45.00/run, Gemini 2.5 Pro ≈ $26.25/run. At agent/realtime scale (200M input / 100M output per million requests): Claude Sonnet 4.6 (Non-reasoning, High Effort) ≈ $2100/run, Gemini 2.5 Pro ≈ $1250/run. Gemini 2.5 Pro becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Head-to-head deltas

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.
  • On throughput, Gemini 2.5 Pro is 2.79× faster (122 tok/s vs 44 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.
  • Time-to-first-token differs by 13.1× — Claude Sonnet 4.6 (Non-reasoning, High Effort) responds in 1680ms vs 21990ms. For interactive chat UIs this can matter more than raw benchmark wins.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
36.825.9
Coding Index
33.3
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Claude Sonnet 4.6 (Non-reasoning, High Effort)1 wins
1 winsGemini 2.5 Pro

Frequently Asked Questions

Which is cheaper, Claude Sonnet 4.6 (Non-reasoning, High Effort) or Gemini 2.5 Pro?

Gemini 2.5 Pro is cheaper overall. Its blended price (3:1 input/output ratio) is $3.44/M tokens vs $6.00/M for Claude Sonnet 4.6 (Non-reasoning, High Effort).

Which model performs better on benchmarks?

It's a tie — both models win 1 benchmarks each across 12 evaluated categories. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Gemini 2.5 Pro generates tokens faster at 122 tok/s vs 44 tok/s. Claude Sonnet 4.6 (Non-reasoning, High Effort) also has lower time-to-first-token (1.68s vs 21.99s).

When should I use Claude Sonnet 4.6 (Non-reasoning, High Effort) vs Gemini 2.5 Pro?

Choose based on your priorities: Gemini 2.5 Pro for lower cost, both perform similarly on benchmarks, and Gemini 2.5 Pro for faster generation. For latency-sensitive apps, check the TTFT comparison above.