LLM Reference

Claude Haiku 4.5 vs DeepSeek V4 Pro

Claude Haiku 4.5 (2025) and DeepSeek V4 Pro (2026) are frontier reasoning models from Anthropic and DeepSeek. Claude Haiku 4.5 ships a 200k-token context window, while DeepSeek V4 Pro ships a 1m-token context window. On SWE-bench Verified, DeepSeek V4 Pro leads by 7.3 pts. On pricing, DeepSeek V4 Pro costs $0.43/1M input tokens versus $0.80/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

DeepSeek V4 Pro is ~84% cheaper at $0.43/1M; pay for Claude Haiku 4.5 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5DeepSeek V4 Pro
Best formultimodal apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, tool-calling agents, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k1m
Cheapest output$4/1M tokens$0.87/1M tokens
Provider routes8 tracked5 tracked
Shared benchmarks1 rowsSWE-bench Verified leader

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has broader tracked provider coverage for fallback and procurement flexibility.
  • Claude Haiku 4.5 uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose DeepSeek V4 Pro when...
  • DeepSeek V4 Pro holds a shared-benchmark lead on SWE-bench Verified, ahead by 7.3 points.
  • DeepSeek V4 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Pro has the lower cheapest tracked output price at $0.87/1M tokens.
  • DeepSeek V4 Pro uniquely exposes Reasoning in local model data.
  • 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.

Lower estimate DeepSeek V4 Pro

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

DeepSeek V4 Pro

$566

Cheapest tracked route/tier: DeepSeek Platform

Estimated monthly gap: $1,075. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> DeepSeek V4 Pro
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • DeepSeek V4 Pro is $3.13/1M 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.
  • DeepSeek V4 Pro adds Reasoning in local capability data.
DeepSeek V4 Pro -> Claude Haiku 4.5
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Claude Haiku 4.5 is $3.13/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Claude Haiku 4.5 adds Vision, Multimodal, and Code execution in local capability data.

Specs

Specification
Released2025-10-012026-04-24
Context window200k1m
Parameters1.6T
Architecturedecoder onlyMixture of Experts (MoE) with CSA+HCA hybrid attention
LicenseProprietaryMIT(OSI)
OpennessProprietaryOpen source
Commercial useCommercial use with conditionsCommercial use allowed
Knowledge cutoff2025-02-

Pricing and availability

Pricing attributeClaude Haiku 4.5DeepSeek V4 Pro
Input price$0.80/1M tokens$0.43/1M tokens
Output price$4/1M tokens$0.87/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5DeepSeek V4 Pro
VisionYesNo
MultimodalYesNo
ReasoningNoYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude Haiku 4.5DeepSeek V4 Pro
SWE-bench Verified73.380.6

Deep dive

On shared benchmark coverage, SWE-bench Verified has Claude Haiku 4.5 at 73.3 and DeepSeek V4 Pro at 80.6, with DeepSeek V4 Pro ahead by 7.3 points. The largest visible gap is 7.3 points on SWE-bench Verified, 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 Haiku 4.5, multimodal input: Claude Haiku 4.5, reasoning mode: DeepSeek V4 Pro, and code execution: Claude Haiku 4.5. Both models share 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 Haiku 4.5 lists $0.80/1M input and $4/1M 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 $1.19 per million blended tokens. Availability is 8 providers versus 5, so concentration risk also matters.

Choose Claude Haiku 4.5 when coding workflow support and broader provider choice are central to the workload. Choose DeepSeek V4 Pro when reasoning depth, larger context windows, 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 Haiku 4.5 or DeepSeek V4 Pro?

DeepSeek V4 Pro supports 1m tokens, while Claude Haiku 4.5 supports 200k 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 Haiku 4.5 or DeepSeek V4 Pro?

DeepSeek V4 Pro is cheaper on tracked token pricing. Claude Haiku 4.5 costs $0.80/1M input and $4/1M 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 Haiku 4.5 or DeepSeek V4 Pro open source?

Claude Haiku 4.5 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 Haiku 4.5 or DeepSeek V4 Pro?

Claude Haiku 4.5 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 Haiku 4.5 or DeepSeek V4 Pro?

Claude Haiku 4.5 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 Haiku 4.5 and DeepSeek V4 Pro?

Claude Haiku 4.5 is available on Microsoft Foundry, Anthropic, Snowflake Cortex, AWS Bedrock, and GCP Vertex AI. 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.

Continue comparing

Last reviewed: 2026-05-31. Data sourced from public model cards and provider documentation.