Claude Opus 4.8 vs DeepSeek V4 Pro
Claude Opus 4.8 (2026) and DeepSeek V4 Pro (2026) are frontier-tier reasoning models from Anthropic and DeepSeek. Claude Opus 4.8 ships a 1m-token context window, while DeepSeek V4 Pro ships a 1m-token context window. On SWE-bench Pro, Claude Opus 4.8 leads by 13.8 pts. On pricing, DeepSeek V4 Pro costs $0.43/1M input tokens versus $5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.
DeepSeek V4 Pro is ~1049% cheaper at $0.43/1M; pay for Claude Opus 4.8 only for coding workflow support.
Decision scorecard
Local evidence first| Signal | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Best for | reasoning-heavy apps, multimodal apps, and tool-calling agents | reasoning-heavy apps, tool-calling agents, and long-context analysis |
| Decision fit | Coding, RAG, and Agents | Coding, RAG, and Agents |
| Context window | 1m | 1m |
| Cheapest output | $25/1M tokens | $0.87/1M tokens |
| Provider routes | 7 tracked | 5 tracked |
| Shared benchmarks | SWE-bench Pro leader | 1 rows |
Decision tradeoffs
- Claude Opus 4.8 leads the largest shared benchmark signal on SWE-bench Pro by 13.8 points.
- Claude Opus 4.8 has broader tracked provider coverage for fallback and procurement flexibility.
- Claude Opus 4.8 uniquely exposes Vision, Multimodal, and Code execution in local model data.
- Local decision data tags Claude Opus 4.8 for Coding, RAG, and Agents.
- DeepSeek V4 Pro has the lower cheapest tracked output price at $0.87/1M tokens.
- Local decision data tags DeepSeek V4 Pro for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Claude Opus 4.8
$10,250
Cheapest tracked route/tier: Anthropic
DeepSeek V4 Pro
$566
Cheapest tracked route/tier: DeepSeek Platform
Estimated monthly gap: $9,685. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
- DeepSeek V4 Pro is $24.13/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.
- Provider overlap exists on OpenRouter, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
- Claude Opus 4.8 is $24.13/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Claude Opus 4.8 adds Vision, Multimodal, and Code execution in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-05-28 | 2026-04-24 |
| Context window | 1m | 1m |
| Parameters | — | 1.6T |
| Architecture | decoder only | Mixture of Experts (MoE) with CSA+HCA hybrid attention |
| License | Proprietary | MIT |
| Knowledge cutoff | 2026-01 | - |
Pricing and availability
| Pricing attribute | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Input price | $5/1M tokens | $0.43/1M tokens |
| Output price | $25/1M tokens | $0.87/1M tokens |
| Providers |
Capabilities
| Capability | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | Yes | Yes |
| Function calling | Yes | Yes |
| Tool use | Yes | Yes |
| Structured outputs | Yes | Yes |
| Code execution | Yes | No |
| IDE integration | No | No |
| Computer use | Yes | No |
| Parallel agents | Yes | No |
Benchmarks
| Benchmark | Claude Opus 4.8 | DeepSeek V4 Pro |
|---|---|---|
| SWE-bench Pro | 69.2 | 55.4 |
Deep dive
On shared benchmark coverage, SWE-bench Pro has Claude Opus 4.8 at 69.2 and DeepSeek V4 Pro at 55.4, with Claude Opus 4.8 ahead by 13.8 points. The largest visible gap is 13.8 points on SWE-bench Pro, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.
The capability footprint differs most on vision: Claude Opus 4.8, multimodal input: Claude Opus 4.8, and code execution: Claude Opus 4.8. Both models share reasoning mode, function calling, tool use, and structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
For cost, Claude Opus 4.8 lists $5/1M input and $25/1M output tokens on the cheapest tracked provider, while DeepSeek V4 Pro lists $0.43/1M input and $0.87/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts DeepSeek V4 Pro lower by about $10.43 per million blended tokens. Availability is 7 providers versus 5, so concentration risk also matters.
Choose Claude Opus 4.8 when coding workflow support and broader provider choice are central to the workload. Choose DeepSeek V4 Pro when provider fit and lower input-token cost are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.
FAQ
Which has a larger context window, Claude Opus 4.8 or DeepSeek V4 Pro?
Claude Opus 4.8 supports 1m tokens, while DeepSeek V4 Pro supports 1m tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Which is cheaper, Claude Opus 4.8 or DeepSeek V4 Pro?
DeepSeek V4 Pro is cheaper on tracked token pricing. Claude Opus 4.8 costs $5/1M input and $25/1M output tokens. DeepSeek V4 Pro costs $0.43/1M input and $0.87/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is Claude Opus 4.8 or DeepSeek V4 Pro open source?
Claude Opus 4.8 is listed under Proprietary. DeepSeek V4 Pro is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, Claude Opus 4.8 or DeepSeek V4 Pro?
Claude Opus 4.8 has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for multimodal input, Claude Opus 4.8 or DeepSeek V4 Pro?
Claude Opus 4.8 has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Claude Opus 4.8 and DeepSeek V4 Pro?
Claude Opus 4.8 is available on Anthropic, AWS Bedrock, GCP Vertex AI, Microsoft Foundry, and OpenRouter. DeepSeek V4 Pro is available on DeepSeek Platform, Fireworks AI, OpenRouter, Vercel AI Gateway, and Novita AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-28. Data sourced from public model cards and provider documentation.