Side-by-side technical and economic comparison between Anthropic's Claude Haiku 4.5 and xAI's Grok 4.6.
| Metric | Claude Haiku 4.5 | Grok 4.6 | Advantage |
|---|---|---|---|
| Provider Organization | Anthropic | xAI | — |
| Standard Input / 1M | $1.00 | $2.00 | Claude Haiku 4.5 (50% lower) |
| Cached Input / 1M | $0.10 | $0.50 | Claude Haiku 4.5 lower |
| Output / 1M | $5.00 | $6.00 | Claude Haiku 4.5 lower |
| Context Window | 200k | 500k | Grok 4.6 (500k) |
| Max Generation Tokens | 8.2k | 128k | Grok 4.6 |
| Tokenizer Family | Anthropic Claude BPE (~65k vocabulary) | xAI Byte-level BPE (~131k vocabulary) | — |
| Workload (per month) | Claude Haiku 4.5 | Grok 4.6 |
|---|---|---|
| Chatbot10k requests · 500 in / 200 out | $15.00 | $22.00 |
| RAG app100k requests · 8,000 in / 1,200 out | $1,400.00 | $2,320.00 |
| Coding agent100k requests · 12,000 in / 2,000 out | $2,200.00 | $3,600.00 |
Standard rates, no caching or batch discounts. Model your own numbers below.
Opt for Claude Haiku 4.5 when your engineering requirements prioritize Anthropic's ecosystem, specific tokenizer efficiencies (Calibrated Claude Tokenizer (±3%)), or when your expected prompt-to-completion ratios favor its $1/M input rate.
Opt for Grok 4.6 when looking for xAI's tooling integration, specific context window depth (500k tokens), or when output generation volume favors its $6/M rate.
At a typical 3:1 input-to-output token mix, Claude Haiku 4.5 is about 33% cheaper than Grok 4.6. Claude Haiku 4.5 costs $1 per 1M input and $5 per 1M output tokens; Grok 4.6 costs $2 and $6.
Grok 4.6 has the larger context window: 500k tokens vs 200k.
Claude Haiku 4.5: yes, cached input costs $0.1/1M. Grok 4.6: yes, cached input costs $0.5/1M.