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Claude 3 Haiku vs Grok-2

Grok-2 leads the LLM Stats Score 11.6 to -1.2. Claude 3 Haiku is 8.0x cheaper per token.

Anthropic · xAI · Updated for 2026

Which is better?

Grok-2 leads the overall LLM Stats Score 11.6 to -1.2, ranking #242 overall.

In the 4 individual benchmarks reported for both models, Grok-2 wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, Claude 3 Haiku is roughly 8.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Claude 3 Haiku also accepts a larger context window (200,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Claude 3 Haiku

  • cost matters — it's about 8.0x cheaper per token
  • you process long inputs — it offers a 200,000 token context window

Choose Grok-2

  • overall performance matters — it scores 11.6 and ranks #242 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 4 of 4 exact shared results
  • you want the most recent training data — it shipped Aug 2024

At a glance

The differences that matter most.

Core performance indexes
-1.2
#318
11.6
#242
-1.3
#311
11.6
#239
0.7
#225
9.3
#163
Cost, coverage & limits
Benchmark wins
0 of 4
4 of 4
Input price
$0.25 / M
$2.00 / M
Output price
$1.25 / M
$10.00 / M
Context window
200,000
128,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Claude 3 Haiku
Grok-2
4.7#272
18.4#168
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

10 reported for Claude 3 Haiku · 8 for Grok-2

4 shared

Claude 3 Haiku outperforms in 0 benchmarks, while Grok-2 is better at 4 benchmarks (GPQA, HumanEval, MATH, MMLU).

Grok-2 significantly outperforms across most benchmarks.

Tue Sep 01 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Claude 3 Haiku costs less

For input processing, Claude 3 Haiku ($0.25/1M tokens) is 8.0x cheaper than Grok-2 ($2.00/1M tokens).

For output processing, Claude 3 Haiku ($1.25/1M tokens) is 8.0x cheaper than Grok-2 ($10.00/1M tokens).

In conclusion, Grok-2 is more expensive than Claude 3 Haiku.*

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

Lowest available price from all providers
Tue Sep 01 2026 • llm-stats.com
Anthropic
Claude 3 Haiku
Input tokens$0.25
Output tokens$1.25
Best providerAnthropic
xAI
Grok-2
Input tokens$2.00
Output tokens$10.00
Best providerxAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Claude 3 Haiku accepts 200,000 input tokens compared to Grok-2's 128,000 tokens. Claude 3 Haiku can generate longer responses up to 200,000 tokens, while Grok-2 is limited to 8,000 tokens.

Anthropic
Claude 3 Haiku
Input200,000 tokens
Output200,000 tokens
xAI
Grok-2
Input128,000 tokens
Output8,000 tokens
Tue Sep 01 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude 3 Haiku and Grok-2 support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude 3 Haiku

Text
Images
Audio
Video

Grok-2

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 Haiku

Proprietary

Closed source

Grok-2

Proprietary

Closed source

Release Timeline

When each model was launched

Claude 3 Haiku was released on 2024-03-13, while Grok-2 was released on 2024-08-13.

Grok-2 is 5 months newer than Claude 3 Haiku.

Claude 3 Haiku

Mar 13, 2024

2.5 years ago

Grok-2

Aug 13, 2024

2.0 years ago

5mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

Claude 3 Haiku is available from Anthropic, Bedrock, Google. Grok-2 is available from xAI.

Claude 3 Haiku

anthropic logo
Anthropic
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M
bedrock logo
AWS Bedrock
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M
google logo
Google
Input Price:Input: $0.25/1MOutput Price:Output: $1.25/1M

Grok-2

xai logo
xAI
Input Price:Input: $2.00/1MOutput Price:Output: $10.00/1M
* 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 Haiku and Grok-2 side-by-side, then vote on the output you prefer.

Claude 3 Haiku
✓ Preferred
Grok-2
Open in Playground

FAQ

Common questions about Claude 3 Haiku vs Grok-2.

Which is better, Claude 3 Haiku or Grok-2?

Grok-2 leads the LLM Stats Score 11.6 to -1.2. Claude 3 Haiku is made by Anthropic and Grok-2 is made by xAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude 3 Haiku compare to Grok-2 in benchmarks?

Claude 3 Haiku scores ARC-C: 89.2%, GSM8k: 88.9%, HellaSwag: 85.9%, DROP: 78.4%, HumanEval: 75.9%. Grok-2 scores DocVQA: 93.6%, HumanEval: 88.4%, MMLU: 87.5%, MATH: 76.1%, MMLU-Pro: 75.5%.

Is Claude 3 Haiku cheaper than Grok-2?

Claude 3 Haiku is 8.0x cheaper for input tokens. Claude 3 Haiku costs $0.25/M input and $1.25/M output via anthropic. Grok-2 costs $2.00/M input and $10.00/M output via xai.

What are the context window sizes for Claude 3 Haiku and Grok-2?

Claude 3 Haiku supports 200K tokens and Grok-2 supports 128K 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 Haiku and Grok-2?

Key differences include LLM Stats Score (-1.2 vs 11.6), context window (200K vs 128K), input pricing ($0.25 vs $2.00/M). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude 3 Haiku and Grok-2?

Claude 3 Haiku is developed by Anthropic and Grok-2 is developed by xAI.