Compare/DeepSeek R1 0528 (May '25) vs Claude Opus 4.6 (Non-reasoning, High Effort)

DeepSeek R1 0528 (May '25)vsClaude Opus 4.6 (Non-reasoning, High Effort)

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

DeepSeek

DeepSeek R1 0528 (May '25)

Input
$1.35/M
Output
$3/M
Speed
TTFT
Anthropic

Claude Opus 4.6 (Non-reasoning, High Effort)

Input
$5/M
Output
$25/M
Speed
37 tok/s
TTFT
2.13s

Winner by Category

Cheaper
DeepSeek R1 0528 (May '25)
Faster (tok/s)
Claude Opus 4.6 (Non-reasoning, High Effort)
Lower Latency
Claude Opus 4.6 (Non-reasoning, High Effort)
Benchmarks (0-1)
Claude Opus 4.6 (Non-reasoning, High Effort)

Pricing Comparison

MetricDeepSeek R1 0528 (May '25)Claude Opus 4.6 (Non-reasoning, High Effort)
Input ($/M tokens)$1.35$5
Output ($/M tokens)$3$25
Cost for 1M input + 100K output tokens:
DeepSeek R1 0528 (May '25)$1.65
Claude Opus 4.6 (Non-reasoning, High Effort)$7.50

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek R1 0528 (May '25)
Claude Opus 4.6 (Non-reasoning, High Effort)
37 tok/s
Time to First Token (seconds) — lower is better
DeepSeek R1 0528 (May '25)
Claude Opus 4.6 (Non-reasoning, High Effort)
2.13s

Editorial Analysis

Verdict. Claude Opus 4.6 (Non-reasoning, High Effort) takes the aggregate benchmark matchup 1–0 across 1 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

Pricing. Both models sit in the budget / premium bracket for output-token pricing. At 0.1× the per-million-token cost, DeepSeek R1 0528 (May '25) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). DeepSeek R1 0528 (May '25) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. DeepSeek R1 0528 (May '25) is strongest on Intelligence Index (20.4). Claude Opus 4.6 (Non-reasoning, High Effort) leads on Intelligence Index (38.8).

Speed. Speed data is incomplete for this pair; benchmark and price should decide.

Provider. DeepSeek and Anthropic sell to overlapping but distinct developer audiences: DeepSeek 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): DeepSeek R1 0528 (May '25) costs $85.50 ($1026/year); Claude Opus 4.6 (Non-reasoning, High Effort) costs $525.00 ($6300/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): DeepSeek R1 0528 (May '25) ≈ $12.75/run, Claude Opus 4.6 (Non-reasoning, High Effort) ≈ $75.00/run. At agent/realtime scale (200M input / 100M output per million requests): DeepSeek R1 0528 (May '25) ≈ $570/run, Claude Opus 4.6 (Non-reasoning, High Effort) ≈ $3500/run. DeepSeek R1 0528 (May '25) becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

Recommendation. Benchmarks are too close to call (1-win swing) but Claude Opus 4.6 (Non-reasoning, High Effort) is 8.3× more expensive per million output tokens. For most workloads the cheaper option (DeepSeek R1 0528 (May '25)) wins on cost-quality tradeoff. Only pay the premium for Claude Opus 4.6 (Non-reasoning, High Effort) if you have a measured lift on a task your product depends on.

Head-to-head deltas

  • DeepSeek R1 0528 (May '25) is 8.33× cheaper per million output tokens than Claude Opus 4.6 (Non-reasoning, High Effort). At scale, that price ratio is roughly your monthly bill — the deciding factor for most production teams.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
20.438.8
Coding Index
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
DeepSeek R1 0528 (May '25)0 wins
1 winsClaude Opus 4.6 (Non-reasoning, High Effort)

Frequently Asked Questions

Which is cheaper, DeepSeek R1 0528 (May '25) or Claude Opus 4.6 (Non-reasoning, High Effort)?

DeepSeek R1 0528 (May '25) is cheaper overall. Its blended price (3:1 input/output ratio) is $1.76/M tokens vs $10.00/M for Claude Opus 4.6 (Non-reasoning, High Effort).

Which model performs better on benchmarks?

Claude Opus 4.6 (Non-reasoning, High Effort) wins 1 out of 12 benchmarks compared to 0 for DeepSeek R1 0528 (May '25). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Claude Opus 4.6 (Non-reasoning, High Effort) generates tokens faster at 37 tok/s vs — tok/s. However, Claude Opus 4.6 (Non-reasoning, High Effort) has lower time-to-first-token (2.13s vs —s).

When should I use DeepSeek R1 0528 (May '25) vs Claude Opus 4.6 (Non-reasoning, High Effort)?

Choose based on your priorities: DeepSeek R1 0528 (May '25) for lower cost, Claude Opus 4.6 (Non-reasoning, High Effort) for stronger benchmark performance, and Claude Opus 4.6 (Non-reasoning, High Effort) for faster generation. For latency-sensitive apps, check the TTFT comparison above.