LLM Reference

Claude Haiku 4.5 vs Gemma 4 31B IT

Claude Haiku 4.5 (2025) and Gemma 4 31B IT (2026) are general-purpose language models from Anthropic and Google DeepMind. Claude Haiku 4.5 ships a 200k-token context window, while Gemma 4 31B IT ships a 256k-token context window. On pricing, Gemma 4 31B IT costs $0.13/1M 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.

Gemma 4 31B IT is ~515% cheaper at $0.13/1M; pay for Claude Haiku 4.5 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5Gemma 4 31B IT
Best formultimodal apps, tool-calling agents, and provider-routed productionmultimodal apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k256k
Cheapest output$4/1M tokens$0.38/1M tokens
Provider routes9 tracked6 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Haiku 4.5 uniquely exposes Code execution in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose Gemma 4 31B IT when...
  • Gemma 4 31B IT has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemma 4 31B IT has the lower cheapest tracked output price at $0.38/1M tokens.
  • Local decision data tags Gemma 4 31B IT 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 Gemma 4 31B IT

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

Gemma 4 31B IT

$199

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $1,441. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> Gemma 4 31B IT
  • Provider overlap exists on GCP Vertex AI and OpenRouter; start route-level A/B tests there.
  • Gemma 4 31B IT is $3.62/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Code execution before moving production traffic.
Gemma 4 31B IT -> Claude Haiku 4.5
  • Provider overlap exists on GCP Vertex AI and OpenRouter; start route-level A/B tests there.
  • Claude Haiku 4.5 is $3.62/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Haiku 4.5 adds Code execution in local capability data.

Specs

Specification
Released2025-10-012026-03-31
Context window200k256k
Parameters31B
ArchitectureDecoder Only-
LicenseProprietaryApache 2.0OSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-022025-01

Pricing and availability

Pricing attributeClaude Haiku 4.5Gemma 4 31B IT
Input price$0.80/1M tokens$0.13/1M tokens
Output price$4/1M tokens$0.38/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5Gemma 4 31B IT
VisionYesYes
MultimodalYesYes
ReasoningNoNo
JSON / Tool useYesYes
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.