head-to-head

MoonshotAI: Kimi K3.1 Pro vs PrismML: Ternary Bonsai 2 9B

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-02.

MoonshotAI: Kimi K3.1 Pro PrismML: Ternary Bonsai 2 9B
Vendormoonshotaiprism-ml
Quality Score100100
Input Price$2.00/M$0.08/M
Output Price$10.00/M$0.13/M
Context Window1,048,576262,144
Max Output943,71865,536
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Ternary Bonsai 2 9B costs $0.11 and Kimi K3.1 Pro costs $4.50, so Ternary Bonsai 2 9B is about 40.0 times cheaper for the same work.

Kimi K3.1 Pro reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 393 pages for Ternary Bonsai 2 9B.

Only Kimi K3.1 Pro offers video input.

Across the 18 tasks where they differ, Kimi K3.1 Pro scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Ternary Bonsai 2 9B on 5 (Code Completion, Regex Writing, JSON Extraction and others).

Pick Kimi K3.1 Pro if you need long documents, video input or the stronger all-round task scores; pick Ternary Bonsai 2 9B 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?

TaskMoonshotAI: Kimi K3.1 ProPrismML: Ternary Bonsai 2 9B
SQL Generation 132 131
Code Review 132 126
Code Completion 117 129
Code Refactoring 136 127
Bug Fixing 136 130
Unit Test Generation 124 121
Code Documentation 129 126
Regex Writing 117 120
CI/CD Pipelines 120 117
CSV / Spreadsheet Cleanup 132 128
ETL Scripting 128 122
JSON Extraction 121 132
Bulk Data Labeling 118 129
OCR / Document Parsing 131 128
Table Extraction from PDFs 131 128
Long-Document Summarization 136 129
Short-Form Summarization 113 124
Blog Post Writing 120 119

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

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