Claude Opus 4.8 vs DeepSeek V4 Pro — Price, Context, and Capability Compared
Claude Opus 4.8 vs DeepSeek V4 Pro: which should I use?
Claude Opus 4.8 costs 5.1× more per blended million tokens than DeepSeek V4 Pro. DeepSeek V4 Pro has the larger context window (1,000,000 tokens). Default to DeepSeek V4 Pro unless you specifically need Claude Opus 4.8's edge.
Price, speed, and task evidence
Task verdict
Best-fit task signals from the published model strengths; this is not a substitute for a controlled benchmark.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Best fit | Complex, multi-step tasks where Fable 5’s premium isn’t justified. | Rigorous math, proofs, and hard algorithmic problems on a budget. |
| Reasoning mode | Available | Available |
Effective workload cost
Modeled for Coding Agent: 20,000 input + 2,000 output tokens per task, 1 turn. This is a workload model, not a provider quote.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Coding Agent / task | $0.15 (modeled) | $0.03 (modeled) (winner) |
| Input / output rate | $5.00 / $25.00 per M | $1.32 / $3.96 per M |
Speed
Only non-estimated benchmark results are shown as measured.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Measured throughput | 58 tokens/s | 68 tokens/s (winner) |
| Time to first token | 470 ms | 480 ms |
API compatibility
Provider-level wire-format and SDK facts; model-specific parameter differences may still apply.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| OpenAI SDK | Not drop-in | Usable |
| Request shape | Messages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call. | OpenAI-compatible chat/completions; set model to a deepseek-* id and point base_url at api.deepseek.com. |
| Streaming | SSE (Anthropic content-block events) | SSE (OpenAI delta) |
Privacy and retention
Provider policy and residency facts from the verified provider registry. A missing retention policy is not treated as a guarantee.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Provider says API data trains models | No | Unavailable |
| Published retention period | Unavailable | Unavailable |
| Data residency | Unavailable | Unavailable |
Migration effort
Direction is from each displayed model to the other. Effort is derived from provider compatibility and published parameter maps.
| Fact | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Move Claude Opus 4.8 → DeepSeek V4 Pro | config; 3 breaking parameter differences | Target: DeepSeek V4 Pro |
| Move DeepSeek V4 Pro → Claude Opus 4.8 | Source: DeepSeek V4 Pro | code-change; 3 breaking parameter differences |
| Why | Keep the `openai` SDK; change `baseURL` and the API key. | Messages API — system prompt is a top-level field, not a message role, and max_tokens is required on every call. |
Spec comparison
| Claude Opus 4.8 | DeepSeek V4 Pro | |
|---|---|---|
| Price (input) | $5.00/M | $1.32/M ✓ |
| Price (output) | $25.00/M | $3.96/M ✓ |
| Blended price | $10.00/M | $1.98/M ✓ |
| Context window | 500,000 tokens | 1,000,000 tokens ✓ |
| Max output | 64,000 tokens | 384,000 tokens ✓ |
| Modalities | text, vision | text |
| Reasoning mode | Yes | Yes |
| Released | 2026-04 | 2026-05 |
| Speed | 58 t/s | 68 t/s ✓ |
Cost at scale (3:1 blended)
| Tokens / month | Claude Opus 4.8 | DeepSeek V4 Pro | Delta |
|---|---|---|---|
| 1,000,000 | $10.00 | $1.98 | $8.02 (5.1×) |
| 10,000,000 | $100.00 | $19.80 | $80.20 (5.1×) |
| 100,000,000 | $1000.00 | $198.00 | $802.00 (5.1×) |
Choose Claude Opus 4.8 if…
- ✓Elite coding and multi-step reasoning
- ✓Strong instruction following on ambiguous prompts
- ✓Extended-thinking mode
- ✓Complex, multi-step tasks where Fable 5’s premium isn’t justified.
Choose DeepSeek V4 Pro if…
- ✓Thinking mode with visible chain-of-thought
- ✓Frontier-level math and competition coding
- ✓Still far cheaper than closed frontier models
- ✓Rigorous math, proofs, and hard algorithmic problems on a budget.
Run this exact matchup right now
Send the same prompt to Claude Opus 4.8 and DeepSeek V4 Pro side by side and see the outputs yourself.
Try Claude Opus 4.8 vs DeepSeek V4 Pro FreeFAQ
Is Claude Opus 4.8 cheaper than DeepSeek V4 Pro?
DeepSeek V4 Pro is cheaper, at $1.98 per million blended tokens vs $10.00 for Claude Opus 4.8.
Which has the bigger context window, Claude Opus 4.8 or DeepSeek V4 Pro?
DeepSeek V4 Pro has the larger context window: 1,000,000 tokens vs 500,000.
Can Claude Opus 4.8 replace DeepSeek V4 Pro for coding?
Both are viable for coding. Elite coding and multi-step reasoning (Claude Opus 4.8) vs Thinking mode with visible chain-of-thought (DeepSeek V4 Pro) — pick based on which strength matters more for your workload.
Which is faster, Claude Opus 4.8 or DeepSeek V4 Pro?
DeepSeek V4 Pro is faster: 68 t/s vs 58 t/s, measured on our speed benchmarks.
Neither of these? See Claude Opus 4.8 alternatives or DeepSeek V4 Pro alternatives.
Related
Pricing verified 2026-06-07. Specs verified 2026-08-14.