Compare/GPT-5.5 (Non-reasoning) vs Claude Opus 5 (Adaptive Reasoning, Low Effort)

GPT-5.5 (Non-reasoning)vsClaude Opus 5 (Adaptive Reasoning, Low Effort)

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

OpenAI

GPT-5.5 (Non-reasoning)

Input
$5/M
Output
$30/M
Speed
68 tok/s
TTFT
0.96s
Anthropic

Claude Opus 5 (Adaptive Reasoning, Low Effort)

Input
$5/M
Output
$25/M
Speed
56 tok/s
TTFT
2.85s

Winner by Category

Cheaper
Claude Opus 5 (Adaptive Reasoning, Low Effort)
Faster (tok/s)
GPT-5.5 (Non-reasoning)
Lower Latency
GPT-5.5 (Non-reasoning)
Benchmarks (0-2)
Claude Opus 5 (Adaptive Reasoning, Low Effort)

Pricing Comparison

MetricGPT-5.5 (Non-reasoning)Claude Opus 5 (Adaptive Reasoning, Low Effort)
Input ($/M tokens)$5$5
Output ($/M tokens)$30$25
Cost for 1M input + 100K output tokens:
GPT-5.5 (Non-reasoning)$8.00
Claude Opus 5 (Adaptive Reasoning, Low Effort)$7.50

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.5 (Non-reasoning)
68 tok/s
Claude Opus 5 (Adaptive Reasoning, Low Effort)
56 tok/s
Time to First Token (seconds) — lower is better
GPT-5.5 (Non-reasoning)
0.96s
Claude Opus 5 (Adaptive Reasoning, Low Effort)
2.85s

Editorial Analysis

Verdict. Claude Opus 5 (Adaptive Reasoning, Low Effort) takes the aggregate benchmark matchup 2–0 across 2 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the premium bracket for output-token pricing. At 1.2× the per-million-token cost, Claude Opus 5 (Adaptive Reasoning, Low Effort) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Claude Opus 5 (Adaptive Reasoning, Low Effort) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. GPT-5.5 (Non-reasoning) is strongest on Coding Index (56.5), Intelligence Index (35.4). Claude Opus 5 (Adaptive Reasoning, Low Effort) leads on Coding Index (66.9), Intelligence Index (50.6).

Speed. Throughput is comparable — 68 tok/s vs 56 tok/s — so generation speed shouldn't drive your choice here. Look at the per-benchmark wins instead.

Provider. OpenAI and Anthropic sell to overlapping but distinct developer audiences: OpenAI tends to ship frontier reasoning models with premium positioning, while Anthropic 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): GPT-5.5 (Non-reasoning) costs $600.00 ($7200/year); Claude Opus 5 (Adaptive Reasoning, Low Effort) costs $525.00 ($6300/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): GPT-5.5 (Non-reasoning) ≈ $85.00/run, Claude Opus 5 (Adaptive Reasoning, Low Effort) ≈ $75.00/run. At agent/realtime scale (200M input / 100M output per million requests): GPT-5.5 (Non-reasoning) ≈ $4000/run, Claude Opus 5 (Adaptive Reasoning, Low Effort) ≈ $3500/run. Claude Opus 5 (Adaptive Reasoning, Low Effort) 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.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
35.450.6
Coding Index
56.566.9
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
GPT-5.5 (Non-reasoning)0 wins
2 winsClaude Opus 5 (Adaptive Reasoning, Low Effort)

Frequently Asked Questions

Which is cheaper, GPT-5.5 (Non-reasoning) or Claude Opus 5 (Adaptive Reasoning, Low Effort)?

Claude Opus 5 (Adaptive Reasoning, Low Effort) is cheaper overall. Its blended price (3:1 input/output ratio) is $10.00/M tokens vs $11.25/M for GPT-5.5 (Non-reasoning).

Which model performs better on benchmarks?

Claude Opus 5 (Adaptive Reasoning, Low Effort) wins 2 out of 12 benchmarks compared to 0 for GPT-5.5 (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.5 (Non-reasoning) generates tokens faster at 68 tok/s vs 56 tok/s. GPT-5.5 (Non-reasoning) also has lower time-to-first-token (0.96s vs 2.85s).

When should I use GPT-5.5 (Non-reasoning) vs Claude Opus 5 (Adaptive Reasoning, Low Effort)?

Choose based on your priorities: Claude Opus 5 (Adaptive Reasoning, Low Effort) for lower cost, Claude Opus 5 (Adaptive Reasoning, Low Effort) for stronger benchmark performance, and GPT-5.5 (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.