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

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

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

OpenAI

GPT-5.5 (medium)

Input
$5/M
Output
$30/M
Speed
74 tok/s
TTFT
8.31s
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 (medium)
Lower Latency
Claude Opus 5 (Adaptive Reasoning, Low Effort)
Benchmarks (1-1)
Tie

Pricing Comparison

MetricGPT-5.5 (medium)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 (medium)$8.00
Claude Opus 5 (Adaptive Reasoning, Low Effort)$7.50

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.5 (medium)
74 tok/s
Claude Opus 5 (Adaptive Reasoning, Low Effort)
56 tok/s
Time to First Token (seconds) — lower is better
GPT-5.5 (medium)
8.31s
Claude Opus 5 (Adaptive Reasoning, Low Effort)
2.85s

Editorial Analysis

Verdict. GPT-5.5 (medium) and Claude Opus 5 (Adaptive Reasoning, Low Effort) 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 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 (medium) is strongest on Coding Index (71.5), Intelligence Index (50.4). Claude Opus 5 (Adaptive Reasoning, Low Effort) leads on Coding Index (66.9), Intelligence Index (50.6).

Speed. On throughput, GPT-5.5 (medium) generates tokens at 74 tok/s versus 56 tok/s — about 25% faster. On time-to-first-token, Claude Opus 5 (Adaptive Reasoning, Low Effort) responds in 2850ms vs 8310ms, which matters most for chat-style UIs.

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 (medium) 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 (medium) ≈ $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 (medium) ≈ $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.

Head-to-head deltas

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.
  • Aggregate benchmark score (sum across 12 categories, capped at 100): GPT-5.5 (medium) = 122, Claude Opus 5 (Adaptive Reasoning, Low Effort) = 118. Within 15% — effectively equivalent if both meet the threshold your product requires.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
50.450.6
Coding Index
71.566.9
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
GPT-5.5 (medium)1 wins
1 winsClaude Opus 5 (Adaptive Reasoning, Low Effort)

Frequently Asked Questions

Which is cheaper, GPT-5.5 (medium) 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 (medium).

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?

GPT-5.5 (medium) generates tokens faster at 74 tok/s vs 56 tok/s. However, Claude Opus 5 (Adaptive Reasoning, Low Effort) has lower time-to-first-token (2.85s vs 8.31s).

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

Choose based on your priorities: Claude Opus 5 (Adaptive Reasoning, Low Effort) for lower cost, both perform similarly on benchmarks, and GPT-5.5 (medium) for faster generation. For latency-sensitive apps, check the TTFT comparison above.