LLM Reference

Claude Haiku 4.5 vs Llama 3.1 70B Instruct

Claude Haiku 4.5 (2025) and Llama 3.1 70B Instruct (2024) are compact production models from Anthropic and AI at Meta. Claude Haiku 4.5 ships a 200k-token context window, while Llama 3.1 70B Instruct ships a 128k-token context window. On pricing, Llama 3.1 70B Instruct costs $0.40/1M 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.

Llama 3.1 70B Instruct is ~100% cheaper at $0.40/1M; pay for Claude Haiku 4.5 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5Llama 3.1 70B Instruct
Best formultimodal apps, tool-calling agents, and provider-routed productionprovider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Long context
Context window200k128k
Cheapest output$4/1M tokens$0.40/1M tokens
Provider routes9 tracked13 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude Haiku 4.5 uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose Llama 3.1 70B Instruct when...
  • Llama 3.1 70B Instruct has the lower cheapest tracked output price at $0.40/1M tokens.
  • Llama 3.1 70B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Llama 3.1 70B Instruct for Coding, RAG, and Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Llama 3.1 70B Instruct

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

Llama 3.1 70B Instruct

$420

Cheapest tracked route/tier: Hyperbolic AI Inference

Estimated monthly gap: $1,220. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> Llama 3.1 70B Instruct
  • Provider overlap exists on Microsoft Foundry, OpenRouter, and AWS Bedrock; start route-level A/B tests there.
  • Llama 3.1 70B Instruct is $3.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
Llama 3.1 70B Instruct -> Claude Haiku 4.5
  • Provider overlap exists on Microsoft Foundry, AWS Bedrock, and OpenRouter; start route-level A/B tests there.
  • Claude Haiku 4.5 is $3.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Haiku 4.5 adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2025-10-012024-07-23
Context window200k128k
Parameters70B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryLlama 3 Community
OpennessProprietaryOpen weights
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-022023-12

Pricing and availability

Pricing attributeClaude Haiku 4.5Llama 3.1 70B Instruct
Input price$0.80/1M tokens$0.40/1M tokens
Output price$4/1M tokens$0.40/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5Llama 3.1 70B Instruct
VisionYesNo
MultimodalYesNo
ReasoningNoNo
JSON / Tool useYesNo
Structured outputsYesYes
Code executionYesNo
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.