head-to-head

OpenAI: GPT-6 Sol (batch) vs Meta: Muse Spark 1.2 Contributor

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-27.

OpenAI: GPT-6 Sol (batch) Meta: Muse Spark 1.2 Contributor
Vendoropenaimeta
Quality Score100100
Benchmark Score81.2-
Input Price$1.00/M$0.10/M
Output Price$5.00/M$0.20/M
Context Window1,050,0001,048,576
Max Output128,000943,718
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index78.4-

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 GPT-6 Sol (batch) costs $2.25, so Muse Spark 1.2 Contributor is about 15.0 times cheaper for the same work.

Both take in a similar amount of text: 1,050,000 and 1,048,576 tokens, about 1,575 and 1,573 pages.

Only Muse Spark 1.2 Contributor offers audio input and video input.

Across the 20 tasks where they differ, GPT-6 Sol (batch) scores higher on 16 (SQL Generation, Code Review, Code Refactoring and others), Muse Spark 1.2 Contributor on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others).

GPT-6 Sol (batch) was released in September 2026 and Muse Spark 1.2 Contributor in August 2026.

Pick GPT-6 Sol (batch) if you need the stronger all-round task scores; pick Muse Spark 1.2 Contributor if you need lower cost, audio input 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?

TaskOpenAI: GPT-6 Sol (batch)Meta: Muse Spark 1.2 Contributor
SQL Generation 142 134
Code Review 146 132
Code Completion 120 131
Code Refactoring 148 136
Bug Fixing 150 136
Unit Test Generation 133 124
Code Documentation 137 131
Regex Writing 126 119
CI/CD Pipelines 129 120
Frontend Component Design 131 122
Data Analysis 135 124
CSV / Spreadsheet Cleanup 136 134
ETL Scripting 139 128
JSON Extraction 122 131
Bulk Data Labeling 120 129
OCR / Document Parsing 134 131
Table Extraction from PDFs 134 131
Long-Document Summarization 149 138
Short-Form Summarization 118 123
Blog Post Writing 130 122

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

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