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Claude Sonnet vs Haiku

Claude Sonnet 4.6 vs Haiku 4.5 compared: speed, cost, agent reliability, vision, tool use, and the workloads where Haiku is the smarter pick.

Updated May 2026 · 7 min read
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Haiku 4.5 is Claude's budget tier at $0.80/$4 per 1M tokens — about 1/4 the price of Sonnet 4.6. For chat, autocomplete, classification, and short agent steps, Haiku punches well above its price. The honest answer: most users default to Sonnet because the math says they should — but for specific high-volume workloads, Haiku wins on cost-quality.

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Option 1

Claude Sonnet 4.6

Anthropic's daily driver, 95% of Opus quality at 1/5 cost.

Best for

Default for coding, writing, agents, chat. The right pick when quality dominates.

Pros

  • Top-3 on every benchmark in 2026.
  • 1M context, full tool use, vision.
  • Reliable on 30-step agent loops.
  • Strong long-form writing and instruction-following.

Cons

  • 4x the cost of Haiku.
  • Slower for simple tasks where Haiku would suffice.
  • Overkill for autocomplete / classification.

Option 2

Claude Haiku 4.5

Anthropic's fast budget tier — small but capable.

Best for

Autocomplete, classification, short agentic steps, high-volume chat backends, anything latency-sensitive.

Pros

  • $0.80/$4 per 1M — 4x cheaper than Sonnet.
  • Fastest Claude tier (sub-second to first token).
  • Full tool use and vision on the same API.
  • 200k context window.
  • Strong for short, well-scoped tasks.

Cons

  • Falls behind on 30+ step agents.
  • Less robust on complex reasoning.
  • Not a code-refactor model.
  • 200k context (vs 1M on Sonnet).

The verdict

Use Sonnet for coding, writing, and any task where quality matters more than latency or cost. Drop to Haiku for autocomplete, classification, RAG retrieval-with-rephrase, short tool-using steps, and high-volume chat backends where 4x cheaper enables 4x more usage. Mix freely in the same app.

Run the numbers yourself

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Frequently asked questions

Can Haiku handle agentic work?

Yes for short loops (under ~10 steps) and well-scoped tasks. For long-running unsupervised agents, Sonnet or Opus is meaningfully more reliable.

When does Haiku save money vs Sonnet?

Whenever 4x cheaper enables a workflow you couldn't afford on Sonnet — high-volume chat, classification at scale, or fan-out steps in an agent. If you're using Sonnet for autocomplete, switching is usually a 60-70% cost cut at similar quality.

Does Haiku support tool use and vision?

Yes — same API surface as Sonnet. Tool use, JSON mode, vision, prompt caching all work identically.

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