head-to-head

Meta: Muse Spark 1.3 vs Thinking Machines: Inkling (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-04.

	Meta: Muse Spark 1.3	Thinking Machines: Inkling (batch)
Vendor	meta	thinkingmachines
Quality Score	100	100
Benchmark Score	99.3	70.1
Input Price	$1.25/M	$1.00/M
Output Price	$4.25/M	$4.05/M
Context Window	1,048,576	524,288
Max Output	943,718	471,859
Tool Calling	✓	✓
Structured Output	✓	-
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	✓
Benchmark Scores
ai_index	100.0	69.8
ai_index_agentic	97.8	56.3
ai_index_coding	100.0	85.9

Who wins by task?

Task	Meta: Muse Spark 1.3	Thinking Machines: Inkling (batch)
SQL Generation	176	156
Code Review	171	156
Code Completion	120	120
Code Refactoring	167	154
Bug Fixing	187	171
Unit Test Generation	157	140
Code Documentation	144	140
Regex Writing	138	132
CI/CD Pipelines	147	136
Frontend Component Design	149	138
Data Analysis	177	157
CSV / Spreadsheet Cleanup	155	138
ETL Scripting	157	145
JSON Extraction	140	125
Bulk Data Labeling	126	121
OCR / Document Parsing	148	136
Table Extraction from PDFs	148	136
Long-Document Summarization	163	155
Short-Form Summarization	124	121
Blog Post Writing	143	136

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