head-to-head

PrismML: Ternary Bonsai 2 9B vs OpenAI: GPT-6 Luna Pro (batch)

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

PrismML: Ternary Bonsai 2 9B OpenAI: GPT-6 Luna Pro (batch)
Vendorprism-mlopenai
Quality Score100100
Input Price$0.08/M$0.05/M
Output Price$0.13/M$0.25/M
Context Window262,1441,050,000
Max Output65,536128,000
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, both cost $0.11 at current list prices.

GPT-6 Luna Pro (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 393 pages for Ternary Bonsai 2 9B.

Across the 17 tasks where they differ, Ternary Bonsai 2 9B scores higher on 3 (Regex Writing, JSON Extraction, Short-Form Summarization), GPT-6 Luna Pro (batch) on 14 (SQL Generation, Code Review, Code Completion and others).

Ternary Bonsai 2 9B was released in October 2026 and GPT-6 Luna Pro (batch) in September 2026.

Pick GPT-6 Luna Pro (batch) 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 9BOpenAI: GPT-6 Luna Pro (batch)
SQL Generation 131 134
Code Review 126 132
Code Completion 129 131
Code Refactoring 127 136
Bug Fixing 130 136
Unit Test Generation 121 124
Code Documentation 126 131
Regex Writing 120 119
CI/CD Pipelines 117 120
CSV / Spreadsheet Cleanup 128 134
ETL Scripting 122 128
JSON Extraction 132 131
OCR / Document Parsing 128 131
Table Extraction from PDFs 128 131
Long-Document Summarization 129 138
Short-Form Summarization 124 123
Blog Post Writing 119 122

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

Related comparisons

Particle AI: Particle-1 vs PrismML: Ternary Bonsai 2 9B Particle AI: Particle-1 vs OpenAI: GPT-6 Luna Pro (batch) OpenAI: GPT-6.1 Terra Pro vs PrismML: Ternary Bonsai 2 9B OpenAI: GPT-6.1 Terra Pro vs OpenAI: GPT-6 Luna Pro (batch) OpenAI: GPT-6.1 Terra Pro (batch) vs PrismML: Ternary Bonsai 2 9B OpenAI: GPT-6.1 Terra Pro (batch) vs OpenAI: GPT-6 Luna Pro (batch) OpenAI: GPT-6.1 Terra vs PrismML: Ternary Bonsai 2 9B OpenAI: GPT-6.1 Terra vs OpenAI: GPT-6 Luna Pro (batch)

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.