head-to-head

Meta: Muse Spark 1.2 Contributor vs xAI: Grok Latest

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-06.

Meta: Muse Spark 1.2 Contributor xAI: Grok Latest
Vendormeta~x-ai
Quality Score100100
Benchmark Score-5.8
Input Price$0.10/M$2.00/M
Output Price$0.20/M$6.00/M
Context Window1,048,576500,000
Max Output943,718450,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index-11.4

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Muse Spark 1.2 Contributor costs $0.15 and Grok Latest costs $3.50, so Muse Spark 1.2 Contributor is about 23.3 times cheaper for the same work.

Muse Spark 1.2 Contributor reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 750 pages for Grok Latest.

Only Muse Spark 1.2 Contributor offers video input.

Across the 20 tasks where they differ, Muse Spark 1.2 Contributor scores higher on 7 (Code Completion, Code Documentation, Regex Writing and others), Grok Latest on 13 (SQL Generation, Code Review, Code Refactoring and others).

Muse Spark 1.2 Contributor was released in August 2026 and Grok Latest in July 2026.

Pick Muse Spark 1.2 Contributor if you need lower cost, long documents or video input.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskMeta: Muse Spark 1.2 ContributorxAI: Grok Latest
SQL Generation 134 134
Code Review 132 134
Code Completion 131 118
Code Refactoring 136 137
Bug Fixing 136 138
Unit Test Generation 124 125
Code Documentation 131 131
Regex Writing 119 119
CI/CD Pipelines 120 121
Frontend Component Design 122 123
Data Analysis 124 125
CSV / Spreadsheet Cleanup 134 133
ETL Scripting 128 129
JSON Extraction 131 122
Bulk Data Labeling 129 119
OCR / Document Parsing 131 131
Table Extraction from PDFs 131 131
Long-Document Summarization 138 139
Short-Form Summarization 123 115
Blog Post Writing 122 122

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

Related comparisons

Anthropic: Claude Opus 5.5 (batch) vs Meta: Muse Spark 1.2 Contributor Anthropic: Claude Opus 5 (batch) vs xAI: Grok Latest Anthropic: Claude Sonnet 5.5 (batch) vs Meta: Muse Spark 1.2 Contributor Anthropic: Claude Sonnet 5.5 vs Meta: Muse Spark 1.2 Contributor ByteDance Seed: Seed-2.0-Code vs xAI: Grok Latest ByteDance Seed: Seed 2.1 Turbo vs xAI: Grok Latest Cohere: Command A+ vs Meta: Muse Spark 1.2 Contributor DeepSeek: DeepSeek Flash Latest vs Meta: Muse Spark 1.2 Contributor

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.