head-to-head

Meta: Muse Spark 1.2 vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-06.

Meta: Muse Spark 1.2 Thinking Machines: Inkling
Vendormetathinkingmachines
Quality Score100100
Benchmark Score90.969.7
Input Price$1.25/M$1.00/M
Output Price$4.25/M$4.05/M
Context Window1,048,5761,048,576
Max Output--
Tool Calling
Structured Output
Reasoning Mode
Vision
Audio
Benchmark Scores
ai_index89.267.2
ai_index_agentic77.253.4
ai_index_coding100.085.9

Who wins by task?

TaskMeta: Muse Spark 1.2Thinking Machines: Inkling
SQL Generation 172 163
Code Review 167 159
Code Completion 120 120
Code Refactoring 164 158
Bug Fixing 181 170
Unit Test Generation 154 148
Code Documentation 143 140
Regex Writing 136 132
CI/CD Pipelines 145 139
Frontend Component Design 147 141
Data Analysis 171 160
CSV / Spreadsheet Cleanup 154 150
ETL Scripting 154 148
JSON Extraction 140 137
Bulk Data Labeling 126 125
OCR / Document Parsing 147 144
Table Extraction from PDFs 147 144
Long-Document Summarization 160 154
Short-Form Summarization 123 121
Blog Post Writing 140 136

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

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