LLM Reference

Claude Haiku 4.5 vs Gemma 4 E2B

Claude Haiku 4.5 (2025) and Gemma 4 E2B (2026) are compact production models from Anthropic and Google DeepMind. Claude Haiku 4.5 ships a 200k-token context window, while Gemma 4 E2B ships a 128k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

Gemma 4 E2B is safer overall; choose Claude Haiku 4.5 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5Gemma 4 E2B
Best formultimodal apps, tool-calling agents, and provider-routed productionmultimodal apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsRAG, Agents, and Long context
Context window200k128k
Cheapest output$4/1M tokens-
Provider routes9 tracked2 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 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Haiku 4.5 uniquely exposes Vision, Structured outputs, and Code execution in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose Gemma 4 E2B when...
  • Local decision data tags Gemma 4 E2B for RAG, Agents, and Long context.

Monthly cost at traffic

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

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

Gemma 4 E2B

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Claude Haiku 4.5 -> Gemma 4 E2B
  • Provider overlap exists on GCP Vertex AI and AWS Bedrock; start route-level A/B tests there.
  • Check replacement coverage for Vision, Structured outputs, and Code execution before moving production traffic.
Gemma 4 E2B -> Claude Haiku 4.5
  • Provider overlap exists on AWS Bedrock and GCP Vertex AI; start route-level A/B tests there.
  • Claude Haiku 4.5 adds Vision, Structured outputs, and Code execution in local capability data.

Specs

Specification
Released2025-10-012026-03-31
Context window200k128k
Parameters2B
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 E2B
Input price$0.80/1M tokens-
Output price$4/1M tokens-
Providers

Capabilities

CapabilityClaude Haiku 4.5Gemma 4 E2B
VisionYesNo
MultimodalYesYes
ReasoningNoNo
JSON / Tool useYesYes
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

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