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Claude Sonnet 4.6 vs Haiku 4.5: Which Tier for Your Workload?

Inside the Claude family, the most common decision is Sonnet or Haiku. Opus is reserved for the hard stuff. Sonnet is the workhorse. Haiku is the fast-and-cheap. Picking right per task is the simplest 30-50% cost optimization most developers never make.

Option A

Claude Sonnet 4.6

Anthropic

Best balance of speed and intelligence — production default.

Context
200k
Max output
64k
Input/M (official)
$3.00
Output/M (official)
$15.00
Strengths
  • +Strong reasoning — handles 90% of Opus tasks at 60% the cost
  • +Excellent at code edits, refactoring, plan generation
  • +Reliable tool calling for agents
  • +Fast enough for interactive use (~50 tokens/sec)
Weaknesses
  • More expensive than Haiku for simple tasks
  • Slower than Haiku for fan-out / batch work
  • Drifts on hardest reasoning tasks vs Opus
Option B

Claude Haiku 4.5

Anthropic

Fastest and cheapest Claude — high-volume workhorse.

Context
200k
Max output
64k
Input/M (official)
$1.00
Output/M (official)
$5.00
Strengths
  • +3x cheaper than Sonnet on input, 3x cheaper on output
  • +Faster — ~80 tokens/sec, lower latency to first token
  • +Same 200k context window as Sonnet/Opus
  • +Surprisingly capable on simple-to-moderate tasks
Weaknesses
  • Visibly weaker on multi-step reasoning vs Sonnet
  • More likely to skip steps or produce shallow answers on complex prompts
  • Code quality on hard refactors is noticeably below Sonnet

Round-by-round

Plain chat / Q&A

Winner: Claude Haiku 4.5

Haiku handles factual chat, simple Q&A, and quick lookups perfectly. Sonnet is overkill — pay 3x for marginal quality.

Code generation (single function)

Tie

Both write good code for one function. Sonnet edges ahead on edge cases and idiomatic patterns. Haiku is faster and cheaper. Pick speed (Haiku) or thoroughness (Sonnet).

Multi-file refactor

Winner: Claude Sonnet 4.6

Sonnet wins clearly. Multi-step reasoning, cross-file consistency, edge-case handling — Haiku misses things Sonnet catches.

Agent main loop (Cline, Claude Code)

Winner: Claude Sonnet 4.6

Sonnet is every agent's recommended default. Haiku is OK for lightweight agents but drops the ball on long autonomous chains.

Subagent fan-out (parallel scans, simple tasks)

Winner: Claude Haiku 4.5

Haiku is the right tool — cheap, fast, good enough for one-task subagents like 'grep this dir', 'summarize this file', 'check for X'.

High-volume classification / extraction

Winner: Claude Haiku 4.5

Haiku at $0.12/M input (Pro) lets you process millions of items cheaply. Sonnet at $0.36/M is 3x more — overkill for classification.

Final verdict

Default to Sonnet 4.6 for any agent main loop, multi-file work, or anything requiring deeper reasoning. Switch to Haiku 4.5 for chat, single-function code gen, classification, fan-out subagents, and high-volume jobs. The smart pattern: Sonnet for the spine, Haiku for the limbs.

The cheapest path to either winner

claudeapi.cheap Pro plan: Sonnet 4.6 = $0.36 input / $1.80 output per 1M. Haiku 4.5 = $0.12 input / $0.60 output per 1M. Both 80% off official. Mixing them per task can save you another 50-70% on top of our discount.

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FAQ

Can I use Haiku as my agent's main model?

You can, but you'll see quality drop on multi-step tasks. Most agents (Claude Code, Cline, Cursor) recommend Sonnet for the main loop and Haiku for subagent fan-out. Try Haiku for a day on your real workflow — if it works for your use case, great. If you see drift or missed steps, switch back to Sonnet.

How much can I save mixing them?

Realistic example: an agent that does 80% Sonnet (main reasoning) + 20% Haiku (file scans, classifications). Sonnet-only cost: $1.00. Mixed cost: ~$0.65. Combined with claudeapi.cheap's 80% off, you're at $0.13/$1 — incredibly cheap for a real coding agent.

Are they true API-compatible drop-in?

Yes. Same Anthropic API, same context window, same tool-call format, same streaming. The only thing that changes is the model id: claude-sonnet-4-6 vs claude-haiku-4-5. Switch in one line.

When should I reach for Opus instead?

Opus 4.7 for hard architectural decisions, novel problems Sonnet drifts on, or when you need 128k max output. Default = Sonnet. Escalate = Opus. Drop down = Haiku.