head-to-head

Meta: Muse Ember vs Particle AI: Particle-1

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-12.

Meta: Muse Ember Particle AI: Particle-1
Vendormetaparticle-ai
Quality Score100100
Benchmark Score56.7-
Input Price$0.10/M$0.05/M
Output Price$0.50/M$0.50/M
Context Window1,048,5761,048,576
Max Output943,718131,072
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index59.4-

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Particle-1 costs $0.17 and Muse Ember costs $0.23, so Particle-1 is about 1.3 times cheaper for the same work.

Both read up to 1,048,576 tokens at once, roughly 1,573 pages of text.

Only Muse Ember offers audio input and video input.

Across the 18 tasks where they differ, Muse Ember scores higher on 18 (SQL Generation, Code Review, Code Completion and others).

Muse Ember was released in November 2026 and Particle-1 in October 2026.

Pick Muse Ember if you need audio input, video input or the stronger all-round task scores; pick Particle-1 if you need lower cost.

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 EmberParticle AI: Particle-1
SQL Generation 141 133
Code Review 143 132
Code Completion 133 131
Code Refactoring 145 136
Bug Fixing 147 136
Unit Test Generation 131 124
Code Documentation 137 131
Regex Writing 125 119
CI/CD Pipelines 127 120
Frontend Component Design 129 122
Data Analysis 132 124
CSV / Spreadsheet Cleanup 136 133
ETL Scripting 136 128
OCR / Document Parsing 134 131
Table Extraction from PDFs 134 131
Long-Document Summarization 147 137
Short-Form Summarization 126 123
Blog Post Writing 129 121

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

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