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Claude 3.5 Haiku vs Grok-4

Grok-4 significantly outperforms across most benchmarks. Claude 3.5 Haiku is 3.8x cheaper per token.

Anthropic · xAI · Updated for 2026

Which is better?

Claude 3.5 Haiku outperforms in 0 benchmarks, while Grok-4 is better at 1 benchmark (GPQA). Grok-4 significantly outperforms across most benchmarks.

On price, Claude 3.5 Haiku is roughly 3.8x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Grok-4 also accepts a larger context window (256,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current benchmark, pricing, and model metadata for 2026.

Choose Claude 3.5 Haiku

  • cost matters — it's about 3.8x cheaper per token

Choose Grok-4

  • you want the strongest raw capability — it leads on 1 of 1 shared benchmarks
  • you process long inputs — it offers a 256,000 token context window
  • you want the most recent training data — it shipped Jul 2025

At a glance

The differences that matter most.

Benchmark wins
0 of 1
1 of 1
Input price
$0.80 / M
$3.00 / M
Output price
$4.00 / M
$15.00 / M
Context window
200,000
256,000
Released
Oct 2024
Jul 2025
License
Proprietary
Proprietary

Performance Benchmarks

Comparative analysis across standard metrics

1 benchmarks

Claude 3.5 Haiku outperforms in 0 benchmarks, while Grok-4 is better at 1 benchmark (GPQA).

Grok-4 significantly outperforms across most benchmarks.

Mon Aug 24 2026 • llm-stats.com

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

Claude 3.5 Haiku costs less

For input processing, Claude 3.5 Haiku ($0.80/1M tokens) is 3.8x cheaper than Grok-4 ($3.00/1M tokens).

For output processing, Claude 3.5 Haiku ($4.00/1M tokens) is 3.8x cheaper than Grok-4 ($15.00/1M tokens).

In conclusion, Grok-4 is more expensive than Claude 3.5 Haiku.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Mon Aug 24 2026 • llm-stats.com
Anthropic
Claude 3.5 Haiku
Input tokens$0.80
Output tokens$4.00
Best providerAWS Bedrock
xAI
Grok-4
Input tokens$3.00
Output tokens$15.00
Best providerxAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Grok-4 accepts 256,000 input tokens compared to Claude 3.5 Haiku's 200,000 tokens. Claude 3.5 Haiku can generate longer responses up to 200,000 tokens, while Grok-4 is limited to 8,000 tokens.

Anthropic
Claude 3.5 Haiku
Input200,000 tokens
Output200,000 tokens
xAI
Grok-4
Input256,000 tokens
Output8,000 tokens
Mon Aug 24 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Grok-4 supports multimodal inputs, whereas Claude 3.5 Haiku does not.

Grok-4 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Claude 3.5 Haiku

Text
Images
Audio
Video

Grok-4

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

Claude 3.5 Haiku

Proprietary

Closed source

Grok-4

Proprietary

Closed source

Release Timeline

When each model was launched

Claude 3.5 Haiku was released on 2024-10-22, while Grok-4 was released on 2025-07-09.

Grok-4 is 9 months newer than Claude 3.5 Haiku.

Claude 3.5 Haiku

Oct 22, 2024

1.8 years ago

Grok-4

Jul 9, 2025

1.1 years ago

8mo newer

Knowledge Cutoff

When training data ends

Grok-4 has a documented knowledge cutoff of 2024-12-31, while Claude 3.5 Haiku's cutoff date is not specified.

We can confirm Grok-4's training data extends to 2024-12-31, but cannot make a direct comparison without Claude 3.5 Haiku's cutoff date.

Claude 3.5 Haiku

Grok-4

Dec 2024

Provider Availability

Claude 3.5 Haiku is available from Bedrock, Google, Anthropic. Grok-4 is available from xAI.

Claude 3.5 Haiku

bedrock logo
AWS Bedrock
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
google logo
Google
Input Price:Input: $0.80/1MOutput Price:Output: $4.00/1M
anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M

Grok-4

xai logo
xAI
Input Price:Input: $3.00/1MOutput Price:Output: $15.00/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Claude 3.5 Haiku and Grok-4 side-by-side, then vote on the output you prefer.

Claude 3.5 Haiku
✓ Preferred
Grok-4
Open in Playground

FAQ

Common questions about Claude 3.5 Haiku vs Grok-4.

Which is better, Claude 3.5 Haiku or Grok-4?

Grok-4 significantly outperforms across most benchmarks. Claude 3.5 Haiku is made by Anthropic and Grok-4 is made by xAI. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Claude 3.5 Haiku compare to Grok-4 in benchmarks?

Claude 3.5 Haiku scores HumanEval: 88.1%, MGSM: 85.6%, DROP: 83.1%, MATH: 69.4%, MMLU-Pro: 65.0%. Grok-4 scores AIME 2025: 91.7%, HMMT25: 90.0%, GPQA: 87.5%, LiveCodeBench: 79.0%, Humanity's Last Exam: 40.0%.

Is Claude 3.5 Haiku cheaper than Grok-4?

Claude 3.5 Haiku is 3.8x cheaper for input tokens. Claude 3.5 Haiku costs $0.80/M input and $4.00/M output via bedrock. Grok-4 costs $3.00/M input and $15.00/M output via xai.

What are the context window sizes for Claude 3.5 Haiku and Grok-4?

Claude 3.5 Haiku supports 200K tokens and Grok-4 supports 256K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude 3.5 Haiku and Grok-4?

Key differences include context window (200K vs 256K), input pricing ($0.80 vs $3.00/M), multimodal support (no vs yes). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude 3.5 Haiku and Grok-4?

Claude 3.5 Haiku is developed by Anthropic and Grok-4 is developed by xAI.