LLM Reference

Claude Haiku 4.5 vs o3-pro

Claude Haiku 4.5 (2025) and o3-pro (2025) are frontier reasoning models from Anthropic and OpenAI. Claude Haiku 4.5 ships a 200k-token context window, while o3-pro ships a 200k-token context window. On pricing, Claude Haiku 4.5 costs $0.80/1M input tokens versus $20/1M 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.

Claude Haiku 4.5 is ~2400% cheaper at $0.80/1M; pay for o3-pro only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5o3-pro
Best formultimodal apps, tool-calling agents, and provider-routed productionreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k200k
Cheapest output$4/1M tokens$80/1M tokens
Provider routes9 tracked3 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has the lower cheapest tracked output price at $4/1M tokens.
  • Claude Haiku 4.5 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose o3-pro when...
  • o3-pro uniquely exposes Reasoning in local model data.
  • Local decision data tags o3-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 Claude Haiku 4.5

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

o3-pro

$36,000

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $34,360. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> o3-pro
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • o3-pro is $76/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • o3-pro adds Reasoning in local capability data.
o3-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 $76/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning before moving production traffic.

Specs

Specification
Released2025-10-012025-06-10
Context window200k200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-022025-08

Pricing and availability

Pricing attributeClaude Haiku 4.5o3-pro
Input price$0.80/1M tokens$20/1M tokens
Output price$4/1M tokens$80/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5o3-pro
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.