head-to-head

Meta: Muse Spark 1.2 Contributor vs Thinking Machines: Inkling Small

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-06.

Meta: Muse Spark 1.2 Contributor Thinking Machines: Inkling Small
Vendormetathinkingmachines
Quality Score100100
Benchmark Score-40.6
Input Price$0.10/M$0.45/M
Output Price$0.20/M$1.20/M
Context Window1,048,576524,288
Max Output943,718262,144
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index-42.3

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 Inkling Small costs $0.75, so Muse Spark 1.2 Contributor is about 5.0 times cheaper for the same work.

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

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

Across the 20 tasks where they differ, Muse Spark 1.2 Contributor scores higher on 7 (SQL Generation, Unit Test Generation, CSV / Spreadsheet Cleanup and others), Inkling Small on 13 (Code Review, Code Completion, Code Refactoring and others).

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

Pick Muse Spark 1.2 Contributor if you need lower cost, long documents, structured output or video input; pick Inkling Small if you need 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 1.2 ContributorThinking Machines: Inkling Small
SQL Generation 134 130
Code Review 132 136
Code Completion 131 132
Code Refactoring 136 138
Bug Fixing 136 144
Unit Test Generation 124 121
Code Documentation 131 135
Regex Writing 119 123
CI/CD Pipelines 120 121
Frontend Component Design 122 123
Data Analysis 124 126
CSV / Spreadsheet Cleanup 134 123
ETL Scripting 128 129
JSON Extraction 131 119
Bulk Data Labeling 129 125
OCR / Document Parsing 131 125
Table Extraction from PDFs 131 125
Long-Document Summarization 138 144
Short-Form Summarization 123 125
Blog Post Writing 122 126

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

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