head-to-head

PrismML: Ternary Bonsai 2 27B vs Sakana: Fugu Max

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-13.

PrismML: Ternary Bonsai 2 27B Sakana: Fugu Max
Vendorprism-mlsakana
Quality Score100100
Input Price$0.07/M$2.00/M
Output Price$0.50/M$6.00/M
Context Window262,1441,000,000
Max Output32,768128,000
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 27B costs $0.20 and Fugu Max costs $3.50, so Ternary Bonsai 2 27B is about 17.5 times cheaper for the same work.

Fugu Max reads up to 1,000,000 tokens at once, roughly 1,500 pages of text, against about 393 pages for Ternary Bonsai 2 27B.

Across the 18 tasks where they differ, Ternary Bonsai 2 27B scores higher on 5 (Code Completion, Regex Writing, JSON Extraction and others), Fugu Max on 13 (SQL Generation, Code Review, Code Refactoring and others).

Pick Ternary Bonsai 2 27B if you need lower cost; pick Fugu Max if you need long documents or the stronger all-round task scores.

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?

TaskPrismML: Ternary Bonsai 2 27BSakana: Fugu Max
SQL Generation 131 133
Code Review 126 132
Code Completion 129 118
Code Refactoring 127 136
Bug Fixing 130 136
Unit Test Generation 121 124
Code Documentation 126 130
Regex Writing 119 118
CI/CD Pipelines 117 120
CSV / Spreadsheet Cleanup 128 133
ETL Scripting 122 128
JSON Extraction 131 122
Bulk Data Labeling 129 119
OCR / Document Parsing 128 131
Table Extraction from PDFs 128 131
Long-Document Summarization 129 137
Short-Form Summarization 123 114
Blog Post Writing 119 121

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

Related comparisons

Meta: Muse Wonder vs PrismML: Ternary Bonsai 2 27B Meta: Muse Wonder vs Sakana: Fugu Max StepFun: Step 5 Preview vs PrismML: Ternary Bonsai 2 27B StepFun: Step 5 Preview vs Sakana: Fugu Max Anthropic: Claude Haiku 5.5 vs PrismML: Ternary Bonsai 2 27B Anthropic: Claude Haiku 5.5 vs Sakana: Fugu Max Anthropic: Claude Haiku 5.5 (batch) vs PrismML: Ternary Bonsai 2 27B Anthropic: Claude Haiku 5.5 (batch) vs Sakana: Fugu Max

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.