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Grok Code Fast 1 vs Laguna XS 2.1

Laguna XS 2.1 significantly outperforms across most benchmarks. Laguna XS 2.1 is 4.2x cheaper per token.

xAI · Poolside · Updated for 2026

Which is better?

Grok Code Fast 1 outperforms in 0 benchmarks, while Laguna XS 2.1 is better at 1 benchmark (SWE-Bench Verified). Laguna XS 2.1 significantly outperforms across most benchmarks.

On price, Laguna XS 2.1 is roughly 4.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

Laguna XS 2.1 also accepts a larger context window (262,144 input tokens), making it the stronger choice for long documents and large codebases.

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

Choose Grok Code Fast 1

  • you want predictable pricing at $0.20/M input and $1.50/M output

Choose Laguna XS 2.1

  • you want the strongest raw capability — it leads on 1 of 1 shared benchmarks
  • cost matters — it's about 4.2x cheaper per token
  • you process long inputs — it offers a 262,144 token context window
  • you want the most recent training data — it shipped Jul 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
0 of 1
1 of 1
Input price
$0.20 / M
$0.10 / M
Output price
$1.50 / M
$0.20 / M
Context window
256,000
262,144
Released
Aug 2025
Jul 2026
License
Proprietary
OpenMDW License v1.1

Performance Benchmarks

Comparative analysis across standard metrics

1 benchmarks

Grok Code Fast 1 outperforms in 0 benchmarks, while Laguna XS 2.1 is better at 1 benchmark (SWE-Bench Verified).

Laguna XS 2.1 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

Laguna XS 2.1 costs less

For input processing, Grok Code Fast 1 ($0.20/1M tokens) is 2.0x more expensive than Laguna XS 2.1 ($0.10/1M tokens).

For output processing, Grok Code Fast 1 ($1.50/1M tokens) is 7.5x more expensive than Laguna XS 2.1 ($0.20/1M tokens).

In conclusion, Grok Code Fast 1 is more expensive than Laguna XS 2.1.*

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

Lowest available price from all providers
Mon Aug 24 2026 • llm-stats.com
xAI
Grok Code Fast 1
Input tokens$0.20
Output tokens$1.50
Best providerxAI
Poolside
Laguna XS 2.1
Input tokens$0.10
Output tokens$0.20
Best providerPoolside
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Laguna XS 2.1 accepts 262,144 input tokens compared to Grok Code Fast 1's 256,000 tokens. Only Grok Code Fast 1 specifies output context (10,000 tokens).

xAI
Grok Code Fast 1
Input256,000 tokens
Output10,000 tokens
Poolside
Laguna XS 2.1
Input262,144 tokens
Output- tokens
Mon Aug 24 2026 • llm-stats.com

License

Usage and distribution terms

Grok Code Fast 1 is licensed under a proprietary license, while Laguna XS 2.1 uses OpenMDW License v1.1.

License differences may affect how you can use these models in commercial or open-source projects.

Grok Code Fast 1

Proprietary

Closed source

Laguna XS 2.1

OpenMDW License v1.1

Open weights

Release Timeline

When each model was launched

Grok Code Fast 1 was released on 2025-08-28, while Laguna XS 2.1 was released on 2026-07-02.

Laguna XS 2.1 is 10 months newer than Grok Code Fast 1.

Grok Code Fast 1

Aug 28, 2025

12 months ago

Laguna XS 2.1

Jul 2, 2026

1 months ago

10mo 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

Grok Code Fast 1 is available from xAI. Laguna XS 2.1 is available from Poolside.

Grok Code Fast 1

xai logo
xAI
Input Price:Input: $0.20/1MOutput Price:Output: $1.50/1M

Laguna XS 2.1

poolside logo
Poolside
Input Price:Input: $0.10/1MOutput Price:Output: $0.20/1M
* 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 Grok Code Fast 1 and Laguna XS 2.1 side-by-side, then vote on the output you prefer.

Grok Code Fast 1
✓ Preferred
Laguna XS 2.1
Open in Playground

FAQ

Common questions about Grok Code Fast 1 vs Laguna XS 2.1.

Which is better, Grok Code Fast 1 or Laguna XS 2.1?

Laguna XS 2.1 significantly outperforms across most benchmarks. Grok Code Fast 1 is made by xAI and Laguna XS 2.1 is made by Poolside. The best choice depends on your use case — compare their benchmark scores, pricing, and capabilities above.

How does Grok Code Fast 1 compare to Laguna XS 2.1 in benchmarks?

Grok Code Fast 1 scores SWE-Bench Verified: 70.8%. Laguna XS 2.1 scores SWE-Bench Verified: 70.9%, SWE-bench Multilingual: 63.1%, SWE-Bench Pro: 47.6%, Terminal-Bench 2.0: 37.5%.

Is Grok Code Fast 1 cheaper than Laguna XS 2.1?

Laguna XS 2.1 is 2.0x cheaper for input tokens. Grok Code Fast 1 costs $0.20/M input and $1.50/M output via xai. Laguna XS 2.1 costs $0.10/M input and $0.20/M output via poolside.

What are the context window sizes for Grok Code Fast 1 and Laguna XS 2.1?

Grok Code Fast 1 supports 256K tokens and Laguna XS 2.1 supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Grok Code Fast 1 and Laguna XS 2.1?

Key differences include context window (256K vs 262K), input pricing ($0.20 vs $0.10/M), licensing (Proprietary vs OpenMDW License v1.1). See the full comparison above for benchmark-by-benchmark results.

Who makes Grok Code Fast 1 and Laguna XS 2.1?

Grok Code Fast 1 is developed by xAI and Laguna XS 2.1 is developed by Poolside.