head-to-head

PrismML: Ternary Bonsai 2 27B vs inclusionAI: Ling 3.0 Flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

PrismML: Ternary Bonsai 2 27B inclusionAI: Ling 3.0 Flash
Vendorprism-mlinclusionai
Quality Score100100
Benchmark Score-39.3
Input Price$0.07/M$0.02/M
Output Price$0.50/M$0.06/M
Context Window262,144262,144
Max Output32,76832,768
Tool Calling
Structured Output
Reasoning Mode
Vision-
Audio--
Benchmark Scores
ai_index-41.1

Who wins by task?

TaskPrismML: Ternary Bonsai 2 27BinclusionAI: Ling 3.0 Flash
SQL Generation 131 136
Code Review 126 134
Code Completion 129 130
Code Refactoring 127 134
Bug Fixing 130 138
Unit Test Generation 121 126
Code Documentation 126 130
Regex Writing 119 124
CI/CD Pipelines 117 122
Frontend Component Design 122 96
Data Analysis 124 130
CSV / Spreadsheet Cleanup 128 130
ETL Scripting 122 128
JSON Extraction 131 132
Bulk Data Labeling 129 130
OCR / Document Parsing 128 85
Table Extraction from PDFs 128 85
Long-Document Summarization 129 136
Short-Form Summarization 123 126
Blog Post Writing 119 124

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

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