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Claude Opus 4.7 vs DeepSeek V4 Pro: does intelligence justify the premium?

For pure cost efficiency, DeepSeek V4 Pro wins by a massive margin. Use Claude Opus 4.7 when you absolutely require Anthropic's most advanced reasoning capabilities regardless of price.

Frontier reasoning versus optimized price-performance.

Claude Opus 4.7 represents Anthropic's pinnacle of reasoning and deep intelligence. DeepSeek V4 Pro offers highly optimized pricing that competes at a fraction of standard frontier rates. Comparing their cost profile reveals major trade-offs for high-volume enterprise deployments.

By TechCompare · Updated

Cost Comparison

Based on 100,000 input tokens (50% cached), 5,000 output tokens, and 100 requests.Prices are fetched live from OpenRouter and may include temporary promotional discounts not accounted for in our article and comparison figures.

Option A
Claude Opus 4.7
Wins 1 of 4 compared specs
Option B
DeepSeek V4 Pro
Wins 3 of 4 compared specs

Side-by-side specs

SpecClaude Opus 4.7DeepSeek V4 Pro
Input Cost (per M)
$5.00
$0.66-$1.32 (better on this spec)
Output Cost (per M)
$25.00
$1.98-$3.96 (better on this spec)
Cached Input (per M)
$0.50
$0.022-$0.044 (better on this spec)
Batch Discount
50% (better on this spec)
0%

How they differ

Claude Opus 4.7 costs $5.00 per million input tokens and $25.00 per million output tokens, with a 90% caching discount. DeepSeek V4 Pro's official API rates vary by UTC schedule: $0.66-$1.32 per million input tokens, $1.98-$3.96 per million output tokens, and $0.022-$0.044 per million cached input tokens. Off-peak rates are half of peak rates.

Verdict

At official DeepSeek rates, Opus is about 3.8x-7.6x more expensive on input and 6.3x-12.6x more expensive on output, depending on the UTC pricing window. Cached input is $0.022-$0.044/M for DeepSeek versus $0.50/M for Opus, a gap of about 11.4x-22.7x. The only row Opus wins is batch discount, where its 50% cut still leaves it above DeepSeek's live range. Treat Opus as a specialist and route volume traffic to DeepSeek unless a task genuinely cannot pass the reasoning bar.

Which should you pick?

Choose Claude Opus 4.7

Complex planning, deep logic, and reasoning tasks where quality overrides cost.

Choose DeepSeek V4 Pro

High-volume transactional runs, database indexing, and budget-sensitive deployments.

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Frequently asked questions

How much cheaper is DeepSeek V4 Pro than Claude Opus 4.7 on output?
DeepSeek V4 Pro charges $1.98-$3.96/M output versus Opus 4.7's $25.00/M, so Opus is about 6.3x-12.6x more expensive depending on the pricing window. On 5M output tokens per day, DeepSeek costs $9.90-$19.80 versus $125 for Opus, a difference of roughly $38,398-$42,012 per year.
When does Claude Opus 4.7's 50% batch discount matter?
DeepSeek V4 Pro offers no batch discount, so Opus 4.7's 50% batch discount is a real lever for asynchronous bulk processing. At batch rates Opus 4.7 effective input drops to $2.50/M and output to $12.50/M. For overnight document pipelines that are quality-sensitive, batch mode narrows but doesn't eliminate the price gap.
How does DeepSeek V4 Pro caching work at current rates?
The official cached-input price is $0.022/M off-peak and $0.044/M at peak, versus $0.66/$1.32 for cache misses. That is a 96.67% discount in either window. The caveat is cache eligibility: it covers exact repeated prefixes, so it rewards disciplined prompt design and stable shared context.