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 | |
|---|---|---|
| Vendor | moonshotai | prism-ml |
| Quality Score | 100 | 100 |
| Input Price | $2.00/M | $0.08/M |
| Output Price | $10.00/M | $0.13/M |
| Context Window | 1,048,576 | 262,144 |
| Max Output | 943,718 | 65,536 |
| 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?
| Task | MoonshotAI: Kimi K3.1 Pro | PrismML: 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 →