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 2026-11-07.

Meta: Muse Spark 1.2 Thinking Machines: Inkling
Vendormetathinkingmachines
Quality Score100100
Input Price$1.25/M$1.00/M
Output Price$4.25/M$4.05/M
Context Window1,048,576524,288
Max Output943,718471,859
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio-✓

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Inkling costs $2.01 and Muse Spark 1.2 costs $2.31, so Inkling is slightly cheaper for the same work.

Muse Spark 1.2 reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 786 pages for Inkling.

Only Muse Spark 1.2 offers structured output and video input; only Inkling offers audio input.

Across the 18 tasks where they differ, Muse Spark 1.2 scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Inkling on 5 (Code Completion, Code Documentation, Regex Writing and others).

Muse Spark 1.2 was released in August 2026 and Inkling in July 2026.

Pick Muse Spark 1.2 if you need long documents, structured output, video input or the stronger all-round task scores; pick Inkling if you need lower cost or audio 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 1.2Thinking Machines: Inkling
SQL Generation 133 125
Code Review 132 128
Code Completion 118 119
Code Refactoring 136 132
Unit Test Generation 124 116
Code Documentation 130 131
Regex Writing 118 119
CI/CD Pipelines 120 116
Frontend Component Design 122 118
Data Analysis 124 120
CSV / Spreadsheet Cleanup 133 121
ETL Scripting 128 124
JSON Extraction 122 111
Bulk Data Labeling 120 116
OCR / Document Parsing 131 123
Table Extraction from PDFs 131 123
Long-Document Summarization 137 137
Short-Form Summarization 114 115

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

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