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Apac Anthropic Claude 3 Haiku 20240307 vs Hermes 4 405B

This page is context-first: how much text each model can take in one request. Full specs adds capabilities and limits; the pricing matrix below is only about $/million tokens from hosts that list both models.

Anthropic

Model

Apac Anthropic Claude 3 Haiku 20240307

Image inputTool calling

Context window

200K

200,000 tokens · ~150K words

Model page
Nous Research

Model

Hermes 4 405B

Context window

131K

131,072 tokens · ~98K words

Model page

Context window · side by side

Bar length is relative to the larger of the two windows (100% = max of this pair). This is not pricing.

Apac Anthropic Claude 3 Haiku 20240307200K
Hermes 4 405B131K

Apac Anthropic Claude 3 Haiku 20240307 has about 1.5× the context window of the other in this pair.

Apac Anthropic Claude 3 Haiku 20240307 has 52% more context capacity (200K vs 131K tokens). Apac Anthropic Claude 3 Haiku 20240307 is 75% cheaper on input.

Quick verdicts

Short takeaways — validate with your own workloads.

  • Long document processing

    Use Apac Anthropic Claude 3 Haiku 20240307. Its 200K context fits entire documents without chunking (vs 131K).

  • RAG / high-volume retrieval

    Use Apac Anthropic Claude 3 Haiku 20240307. Input tokens are 75% cheaper — critical when sending large retrieved contexts.

  • Long output (reports, code files)

    Use Hermes 4 405B. Its 117K max output lets you generate complete artifacts in one request.

Full specs

Context, output, capabilities, and dates. Green highlights the favorable value where we compute a winner.

SpecApac Anthropic Claude 3 Haiku 20240307Hermes 4 405B
Context window200,000 tokens (200K)131,072 tokens (131K)
Max output tokens4,096 tokens (4K)117,964 tokens (117K)
Speed tierFastDeep
VisionYesNo
Function callingYesNo
Extended thinkingNoYes
Prompt cachingYesNo
Batch APIYesNo
Release dateN/AAug 2025

Pricing matrix

Dollar rates only: hosts that list both models, per 1M tokens. For how much text fits, use the context section above — not this table.

ProviderApac Anthropic Claude 3 Haiku 20240307 inApac Anthropic Claude 3 Haiku 20240307 outHermes 4 405B inHermes 4 405B out
Aws Bedrock$0.250/M$1.25/M——
Nebius——$1.00/M$3.00/M
Openrouter——$1.00/M$3.00/M

Frequently asked questions

Apac Anthropic Claude 3 Haiku 20240307 has a larger context window: 200K tokens vs 131K. For long documents, large codebases, or extended agent sessions, the larger context window reduces the need to chunk inputs or summarize history.

Powered by Mem0

Use a smaller model.
Get better results.

Mem0 gives your AI long-term memory so you stop re-sending context on every call. That means you can use a smaller, faster, cheaper model — and still get better answers.

Example: a multi-turn chat session

Without Mem0~128K tokens sent
Full history
Repeated info
Old context
With Mem0~20K tokens sent
Key memories
Current turn

80% less to send — works with any model