Model comparison
Claude Haiku 4.5 vs Grok 4.20 Reasoning
Compare Claude Haiku 4.5 vs Grok 4.20 Reasoning API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.
Claude Haiku 4.5
anthropic · claude-haiku-4-5
- Input
- $1
- Output
- $5
- Context
- 200K
Grok 4.20 Reasoning
xai · grok-4.20-0309-reasoning
- Input
- $1.25
- Output
- $2.5
- Context
- 1M
Quick take
Claude Haiku 4.5 has the lower input price at $1 per 1M input tokens. Grok 4.20 Reasoning is cheaper for the example blended workload below. Grok 4.20 Reasoning has the larger context window at 1M tokens.
Choose Claude Haiku 4.5 if...
- Claude Haiku 4.5 is required if images, screenshots, or visual documents are part of the workflow.
Choose Grok 4.20 Reasoning if...
- Grok 4.20 Reasoning is the better default for cost-sensitive traffic and repeated high-volume calls.
- Grok 4.20 Reasoning is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.
- Grok 4.20 Reasoning gives more room for long generated answers, reports, or code output.
Example workload cost
Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.
| Workload | Claude Haiku 4.5 | Grok 4.20 Reasoning | Cheaper |
|---|---|---|---|
| 1M input + 200K output | $2.00 | $1.75 | Grok 4.20 Reasoning |
| 10M input + 2M output | $20.00 | $17.50 | Grok 4.20 Reasoning |
| 100M input + 20M output | $200.00 | $175.00 | Grok 4.20 Reasoning |
Context, output, and capability fit
Grok 4.20 Reasoning provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.
- Claude Haiku 4.5 max output
- 64K
- Grok 4.20 Reasoning max output
- 1M
- Claude Haiku 4.5 features
- prompt caching, function calling, vision
- Grok 4.20 Reasoning features
- prompt caching, function calling
Risk notes for Claude Haiku 4.5
- No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.
Risk notes for Grok 4.20 Reasoning
- No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.
Routing tags
fastbudgetagentsenterprise-ragcache-friendlyragfrontierreasoninglong-contextmultimodal