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  3. Claude Sonnet 4 vs Gemini 2.5 Pro

Pairwise benchmark snapshot · Aug 17, 2026

Claude Sonnet 4 vs Gemini 2.5 Pro benchmark

In this head-to-head showdown, Claude Sonnet 4 delivers higher overall intelligence and human-preferred responses (Elo 1,455 vs 1,350), while Gemini 2.5 Pro leads in SWE-bench software engineering benchmarks (63.8%), while Gemini 2.5 Pro is more budget-friendly at $10/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Claude Sonnet 4 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Gemini 2.5 Pro if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Gemini 2.5 Pro holds empirical advantage (6 of 8 metrics)

Coding / SWESWE-bench
Gemini 2.5 ProTop code solve rate
ReasoningGPQA / Live
Claude Sonnet 4Top logical accuracy
Best Value$/1M Tok
Gemini 2.5 ProLowest API billing cost
Speed / TokTok/Sec
Gemini 2.5 ProFastest stream rate

Verified Advantage Breakdown

8 benchmarks evaluated across capability, speed, and cost

Claude Sonnet 4 (2)Gemini 2.5 Pro (6)
Claude Sonnet 4
2 of 8 Wins
✓Preference Elo✓LiveBench
Gemini 2.5 Pro
6 of 8 Wins
✓SWE-bench✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Anthropic
Leads 2 of 8
Claude Sonnet 4

First Sonnet 4 generation. Bridge between 3.5/3.7 and Sonnet 5.

Elo 1,455In: $3 · Out: $15/1M
Google
Leads 6 of 8
Gemini 2.5 Pro

Previous Google long-context flagship.

Elo 1,350In: $1.25 · Out: $10/1M
Top Rival Showdowns for Claude Sonnet 4
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderClaude Sonnet 4 Wins

Claude Sonnet 4

Δ 105 Arena Elo pts

Throughput LeaderGemini 2.5 Pro Wins

Gemini 2.5 Pro

95 tok/s

Value per Dollar LeaderGemini 2.5 Pro Wins

Gemini 2.5 Pro

$10 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude Sonnet 4 (3)vsGemini 2.5 Pro (6)
Claude Sonnet 4: 3W (33%)Overall: Gemini 2.5 ProGemini 2.5 Pro: 6W (67%)
← Claude Sonnet 41 tiesGemini 2.5 Pro →
🏆Claude Sonnet 4 Leads(3/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude Sonnet 4vsGemini 2.5 Pro
Preference Elo
1,455vs1,350+105
Coding Elo
1,468vs—
SWE-bench
62.8%vs63.8%+1%
LiveBench
63.2%vs57.1%+6.1%
GPQA Diamond
76.4%vs76.4%
Claude Sonnet 4: 3WGemini 2.5 Pro: 1W
🏆Gemini 2.5 Pro Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4vsGemini 2.5 Pro
Output speed
92 tok/svs95 tok/s+3 tok/s
Time to first token
220 msvs210 ms+10 ms
Claude Sonnet 4: 0WGemini 2.5 Pro: 2W
🏆Gemini 2.5 Pro Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4vsGemini 2.5 Pro
Output price
$15/1Mvs$10/1M+$5/1M
Input price
$3/1Mvs$1.25/1M+$1.75/1M
Context window
1Mvs1M+49k
Claude Sonnet 4: 0WGemini 2.5 Pro: 3W

Side-by-Side Benchmark Matrix

Claude Sonnet 4Gemini 2.5 Pro
Preference EloClaude Sonnet 4 +105
Claude Sonnet 41,455
Gemini 2.5 Pro1,350
Coding Elo
Claude Sonnet 41,468
Gemini 2.5 Pro—
LiveBenchClaude Sonnet 4 +6.1%
Claude Sonnet 463.2%
Gemini 2.5 Pro57.1%
SWE-benchGemini 2.5 Pro +1%
Claude Sonnet 462.8%
Gemini 2.5 Pro63.8%
GPQA Diamond
Claude Sonnet 476.4%
Gemini 2.5 Pro76.4%
Time to first tokenGemini 2.5 Pro +10 ms
Claude Sonnet 4220 ms
Gemini 2.5 Pro210 ms
Output speedGemini 2.5 Pro +3 tok/s
Claude Sonnet 492 tok/s
Gemini 2.5 Pro95 tok/s
Input priceGemini 2.5 Pro +$1.75/1M
Claude Sonnet 4$3/1M
Gemini 2.5 Pro$1.25/1M
Output priceGemini 2.5 Pro +$5/1M
Claude Sonnet 4$15/1M
Gemini 2.5 Pro$10/1M
Context windowGemini 2.5 Pro +49k
Claude Sonnet 41M
Gemini 2.5 Pro1M
BenchmarkClaude Sonnet 4Gemini 2.5 ProAdvantage Delta
Preference Elo
1,455
lmarena · Aug 17, 2026
1,350
lmarena · Aug 17, 2026
+105
Coding Elo
1,468
lmarena · Aug 17, 2026
——
LiveBench
63.2%
livebench · Aug 17, 2026
57.1%
livebench · Aug 17, 2026
+6.1%
SWE-bench
62.8%
swebench · Aug 17, 2026
63.8%
swebench · Aug 17, 2026
+1%
GPQA Diamond
76.4%
seed-bootstrap · Aug 1, 2026
76.4%
seed-bootstrap · Aug 1, 2026
—
Time to first token
220 ms
seed-bootstrap · Aug 1, 2026
210 ms
seed-bootstrap · Aug 1, 2026
+10 ms
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
95 tok/s
seed-bootstrap · Aug 1, 2026
+3 tok/s
Input price
$3/1M
openrouter · Aug 17, 2026
$1.25/1M
openrouter · Aug 17, 2026
+$1.75/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$10/1M
openrouter · Aug 17, 2026
+$5/1M
Context window
1M
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
+49k

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 41% with Gemini 2.5 Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Sonnet 4$330.00 / mo
In: $105Out: $225
Gemini 2.5 Pro$193.75 / mo
In: $43.75Out: $150
Estimated Cost Delta

Gemini 2.5 Pro is estimated to save $136.25/month ($1,635/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 2.5 Pro:Pick Gemini 2.5 Pro when repo-level coding accuracy is the constraint.
  • 2
    Gemini 2.5 Pro:Pick Gemini 2.5 Pro when time-to-first-token matters more than peak Elo.
  • 3
    Gemini 2.5 Pro:Pick Gemini 2.5 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGemini 2.5 Pro

Higher SWE-bench (63.8%).

High-volume chatGemini 2.5 Pro

Lower output list price ($10/1M).

Voice / low-latency UIGemini 2.5 Pro

Lower TTFT (210 ms).

Long-document RAGGemini 2.5 Pro

Larger window (1M).

Screenshots / visionClaude Sonnet 4

Both accept images. Defaulting to the higher-Elo side (Claude Sonnet 4).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 2.5 ProHigher SWE-bench (63.8%).
High-volume chatGemini 2.5 ProLower output list price ($10/1M).
Voice / low-latency UIGemini 2.5 ProLower TTFT (210 ms).
Long-document RAGGemini 2.5 ProLarger window (1M).
Screenshots / visionClaude Sonnet 4Both accept images. Defaulting to the higher-Elo side (Claude Sonnet 4).

Related Editorial Dispatches & Benchmark Notes

View all news
launchMar 25, 2025

Gemini 2.5 Pro remains the previous Google long-context flagship

2025-03 row. 3.x Pro replaced it. Kept for old “2.5 pro vs gpt-4o” inbound.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4

Elo 1,455
SWE-bench62.8%
Speed (tok/s)92 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
Google

Gemini 2.5 Pro

Elo 1,350
SWE-bench63.8%
Speed (tok/s)95 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$10/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4 or Gemini 2.5 Pro?
Claude Sonnet 4 has the higher preference Elo in our latest snapshot (1,455). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4 or Gemini 2.5 Pro?
Gemini 2.5 Pro leads SWE-bench at 63.8% vs 62.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Gemini 2.5 Pro output tokens are $10/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4 or Gemini 2.5 Pro?
Gemini 2.5 Pro has the lower time-to-first-token (210 ms vs 220 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 2.5 Pro accepts 1M tokens versus 1M.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude Sonnet 4 and Gemini 2.5 Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Mar 25, 2025

    Gemini 2.5 Pro remains the previous Google long-context flagship

Similar Head-to-Head Comparisons

All Claude Sonnet 4 matchups →|All Gemini 2.5 Pro matchups →
Claude Sonnet 4 vs Claude 3.7 Sonnet (previous sonnet)Claude Sonnet 4 vs Claude Sonnet 4.5 (next sonnet)Gemini 2.5 Pro vs Gemini 1.5 Pro (previous gemini-pro)Gemini 2.5 Pro vs Gemini 3 Pro (next gemini-pro)Gemini 2.0 Flash Thinking vs Claude Sonnet 4Gemini 3 Flash vs Claude Sonnet 4