Claude Haiku API Guide: Cheapest Claude at $1/$5 per Million

A practical Claude Haiku 4.5 API guide — Anthropic's fastest, cheapest model at $1/$5 per million tokens. When Haiku is enough, and when to escalate to Sonnet or Opus.

Claude Haiku API Guide: Cheapest Claude at $1/$5 per Million

What Claude Haiku 4.5 Is

Claude Haiku 4.5 is Anthropic's fastest and cheapest model — $1 input / $5 output per 1M tokens — built for high-volume, latency-sensitive work where you want Claude's reliability without flagship pricing. It's the bottom rung of the Claude ladder: Haiku for speed and volume, Sonnet 4.6 for scaled production, Opus 4.8 for the hardest tasks.

Pricing in Context

ModelInputOutput
Claude Haiku 4.5$1$5
Claude Sonnet 4.6$3$15
Claude Opus 4.8$5$25

Batch API halves it (50% off); prompt caching cuts cached input ~90%. On LinkModel it runs behind one key with the rest of the Claude family, up to 30% below official.

When Haiku Is Enough

  • High-volume classification, extraction, tagging, routing — where a smaller model clears the bar and volume drives the bill.
  • Latency-sensitive UX — chat suggestions, autocomplete, live features that need fast responses.
  • Agent sub-steps — the cheap default in a routed stack, escalating only hard steps to Sonnet/Opus.
  • First-pass drafts — draft on Haiku, refine on Sonnet.

When to Escalate

  • Nuanced reasoning or judgment → Sonnet 4.6.
  • Correctness-critical or hardest agentic coding → Opus 4.8.

The tiered pattern — Haiku default, escalate on difficulty — is the single biggest cost lever in a Claude deployment. Details in how to reduce AI API costs.

Haiku vs Cheaper Rivals

At $1/$5, Haiku isn't the cheapest model overall — DeepSeek V4 Flash ($0.14/$0.28) and Gemini Flash-Lite ($0.10/$0.40) undercut it — but it buys Anthropic's safety profile and instruction-following at a fraction of Opus. If you specifically want Claude quality cheaply, Haiku is the pick; if you want the absolute lowest cost, see cheapest LLM API.

How to Call It

curl -X POST https://api.linkmodel.ai/v1/chat/completions \
  -H "Authorization: Bearer $LINKMODEL_API_KEY" -H "Content-Type: application/json" \
  -d '{ "model": "claude-haiku-4-5-20251001", "messages": [{"role":"user","content":"Classify these tickets by urgency: ..."}] }'

Confirm the exact chat endpoint and schema in the docs. Cache a stable prompt prefix to capture the ~90% discount.

Bottom Line

Claude Haiku 4.5 is the fast, cheap Claude for high-volume and latency-sensitive work — default to it, escalate to Sonnet/Opus only when the task demands it. Compare the full ladder in the Claude Opus pricing guide and best LLM API.

Start free with a $1 credit and test Haiku on your high-volume tasks.

About the author

Claire Lowe

Claire Lowe

AI and API researcher at LinkMode

Claire Lowe is an AI and API researcher at LinkModel, specializing in generative AI models, API pricing, provider comparisons, and multimodal infrastructure. Her work is grounded in official documentation, primary-source pricing data, and hands-on research, with a focus on helping developers and businesses make informed decisions about AI models and API providers.

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