LLM Reference

Claude Opus 4.8 vs DeepSeek V4 Flash

Claude Opus 4.8 (2026) and DeepSeek V4 Flash (2026) are frontier-tier reasoning models from Anthropic and DeepSeek. Claude Opus 4.8 ships a 1m-token context window, while DeepSeek V4 Flash ships a 1m-token context window. On SWE-bench Pro, Claude Opus 4.8 leads by 16.6 pts. On pricing, DeepSeek V4 Flash costs $0.11/1M input tokens versus $5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.

DeepSeek V4 Flash is ~4364% cheaper at $0.11/1M; pay for Claude Opus 4.8 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Opus 4.8DeepSeek V4 Flash
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, tool-calling agents, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$25/1M tokens$0.22/1M tokens
Provider routes7 tracked5 tracked
Shared benchmarksSWE-bench Pro leader1 rows

Decision tradeoffs

Choose Claude Opus 4.8 when...
  • Claude Opus 4.8 leads the largest shared benchmark signal on SWE-bench Pro by 16.6 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.
Choose DeepSeek V4 Flash when...
  • DeepSeek V4 Flash has the lower cheapest tracked output price at $0.22/1M tokens.
  • Local decision data tags DeepSeek V4 Flash 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.

Lower estimate DeepSeek V4 Flash

Claude Opus 4.8

$10,250

Cheapest tracked route/tier: Anthropic

DeepSeek V4 Flash

$146

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $10,104. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Opus 4.8 -> DeepSeek V4 Flash
  • Provider overlap exists on OpenRouter, Microsoft Foundry, and Vercel AI Gateway; start route-level A/B tests there.
  • DeepSeek V4 Flash is $24.78/1M 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.
DeepSeek V4 Flash -> Claude Opus 4.8
  • Provider overlap exists on Microsoft Foundry, OpenRouter, and OpenRouter; start route-level A/B tests there.
  • Claude Opus 4.8 is $24.78/1M 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
Released2026-05-282026-04-24
Context window1m1m
Parameters284B
Architecturedecoder onlymixture of experts
LicenseProprietaryMIT
Knowledge cutoff2026-01-

Pricing and availability

Pricing attributeClaude Opus 4.8DeepSeek V4 Flash
Input price$5/1M tokens$0.11/1M tokens
Output price$25/1M tokens$0.22/1M tokens
Providers

Capabilities

CapabilityClaude Opus 4.8DeepSeek V4 Flash
VisionYesNo
MultimodalYesNo
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useYesNo
Parallel agentsYesNo

Benchmarks

BenchmarkClaude Opus 4.8DeepSeek V4 Flash
SWE-bench Pro69.252.6

Deep dive

On shared benchmark coverage, SWE-bench Pro has Claude Opus 4.8 at 69.2 and DeepSeek V4 Flash at 52.6, with Claude Opus 4.8 ahead by 16.6 points. The largest visible gap is 16.6 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 Flash lists $0.11/1M input and $0.22/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts DeepSeek V4 Flash lower by about $10.85 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 Flash 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 Flash?

Claude Opus 4.8 supports 1m tokens, while DeepSeek V4 Flash 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 Flash?

DeepSeek V4 Flash is cheaper on tracked token pricing. Claude Opus 4.8 costs $5/1M input and $25/1M output tokens. DeepSeek V4 Flash costs $0.11/1M input and $0.22/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Claude Opus 4.8 or DeepSeek V4 Flash open source?

Claude Opus 4.8 is listed under Proprietary. DeepSeek V4 Flash 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 Flash?

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 Flash?

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 Flash?

Claude Opus 4.8 is available on Anthropic, AWS Bedrock, GCP Vertex AI, Microsoft Foundry, and OpenRouter. DeepSeek V4 Flash is available on DeepSeek Platform, OpenRouter, Microsoft Foundry, Vercel AI Gateway, and Novita AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-28. Data sourced from public model cards and provider documentation.