Skip to content
AIAI Tools Hub
Comparison

Claude Opus 5 vs Claude Haiku 4.5: Frontier Reasoning vs Volume Economics

Haiku 4.5 costs $1/$5 with a 200K context. When the cheapest Claude is the right answer — and when it definitely isn't.

AI Tools Hub Editorial TeamUpdated July 27, 20264 min read

These two models are not really competitors; they are the two ends of a routing table. Haiku 4.5 costs a fifth of Opus 5 on input and handles enormous volume; Opus 5 is what you escalate to when Haiku's answer isn't good enough. Knowing which is which for your workload is worth more than any prompt-engineering trick.

Claude Opus 5 vs Claude Haiku 4.5 at a glance

Claude Opus 5Claude Haiku 4.5
Price (per 1M tokens)$5 in / $25 out$1 in / $5 out
Context window1M tokens200K tokens
Max output128K tokens64K tokens
ReasoningAdaptive thinking, five effort levelsSimpler reasoning profile
LatencySlower; long turns are normalFastest in the line
Best forHard, high-stakes, long-horizon workHigh-volume, well-specified tasks

Choose Claude Opus 5 if

  • Multi-step reasoning, ambiguous requirements, and anything agentic.
  • Prompts that exceed 200K tokens — Haiku physically cannot hold them.
  • Tasks where a wrong answer costs more than the token difference.

Choose Claude Haiku 4.5 if

  • Classification, extraction, routing, tagging, and summarisation at scale.
  • First-line support triage before escalation.
  • Anything where latency is the product and the task is well-specified.

The verdict

Use Haiku 4.5 for the volume, Opus 5 for the judgement. A two-tier setup usually costs less than a single mid-tier model and answers better.

Whichever way you lean, run the decision on your own workload rather than a benchmark table. Twenty representative tasks from your real queue will tell you more than any published score.

More on Claude Opus 5

Start with the complete Claude Opus 5 guide for the overview, or go deeper:

Frequently Asked Questions

Is Haiku 4.5 good enough to replace Opus 5?

For well-specified, repetitive tasks — classification, extraction, routing — often yes, at a fifth of the input price. It is not a replacement for multi-step reasoning, ambiguous requirements, or agentic work, and its 200K context window is a hard ceiling that Opus 5's 1M window does not have.

What is the cheapest way to get Opus 5 quality?

Cascade. Answer with Haiku 4.5 or Sonnet 5, apply a cheap automated check, and escalate only failures to Opus 5. Most workloads have a long tail of easy requests, so the blended cost lands far closer to the cheap model than the expensive one.

Do both models support the same features?

Not entirely. Opus 5 has the full five-level effort ladder, adaptive thinking on by default, the 1M-token context window, and fast mode. Haiku 4.5 targets speed and cost, with a 200K window and a 64K output ceiling.

Tools Mentioned

Related Articles