head-to-head

Thinking Machines: Inkling vs Meta: Muse Spark 1.1

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-19.

Thinking Machines: Inkling Meta: Muse Spark 1.1
Vendorthinkingmachinesmeta
Quality Score100100
Benchmark Score37.2-
Input Price$1.00/M$1.25/M
Output Price$4.05/M$4.25/M
Context Window524,2881,048,576
Max Output471,859943,718
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index41.2-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Inkling costs $2.01 and Muse Spark 1.1 costs $2.31, so Inkling is slightly cheaper for the same work.

Muse Spark 1.1 reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 786 pages for Inkling.

Only Inkling offers audio input; only Muse Spark 1.1 offers structured output and video input.

Across the 20 tasks where they differ, Inkling scores higher on 13 (Code Review, Code Completion, Code Refactoring and others), Muse Spark 1.1 on 7 (SQL Generation, Unit Test Generation, CSV / Spreadsheet Cleanup and others).

Pick Inkling if you need lower cost or audio input; pick Muse Spark 1.1 if you need long documents, structured output 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?

TaskThinking Machines: InklingMeta: Muse Spark 1.1
SQL Generation 130 133
Code Review 135 132
Code Completion 119 118
Code Refactoring 138 136
Bug Fixing 143 136
Unit Test Generation 120 124
Code Documentation 134 130
Regex Writing 123 118
CI/CD Pipelines 120 120
Frontend Component Design 122 122
Data Analysis 126 124
CSV / Spreadsheet Cleanup 123 133
ETL Scripting 129 128
JSON Extraction 111 122
Bulk Data Labeling 116 120
OCR / Document Parsing 125 131
Table Extraction from PDFs 125 131
Long-Document Summarization 144 137
Short-Form Summarization 117 114
Blog Post Writing 126 121

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

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