Cohere: Command A+ vs OpenAI: GPT-6 Luna Pro (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-27.
| Cohere: Command A+ | OpenAI: GPT-6 Luna Pro (batch) | |
|---|---|---|
| Vendor | cohere | openai |
| Quality Score | 100 | 100 |
| Benchmark Score | 17.4 | - |
| Input Price | $0.30/M | $0.05/M |
| Output Price | $1.50/M | $0.25/M |
| Context Window | 192,000 | 1,050,000 |
| Max Output | 64,000 | 128,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 21.7 | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, GPT-6 Luna Pro (batch) costs $0.11 and Command A+ costs $0.68, so GPT-6 Luna Pro (batch) is about 6.0 times cheaper for the same work.
GPT-6 Luna Pro (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 288 pages for Command A+.
Across the 20 tasks where they differ, Command A+ scores higher on 4 (Regex Writing, Frontend Component Design, Data Analysis and others), GPT-6 Luna Pro (batch) on 16 (SQL Generation, Code Review, Code Completion and others).
Pick GPT-6 Luna Pro (batch) if you need lower cost, 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?
| Task | Cohere: Command A+ | OpenAI: GPT-6 Luna Pro (batch) |
|---|---|---|
| SQL Generation | 132 | 134 |
| Code Review | 127 | 132 |
| Code Completion | 127 | 131 |
| Code Refactoring | 127 | 136 |
| Bug Fixing | 131 | 136 |
| Unit Test Generation | 122 | 124 |
| Code Documentation | 125 | 131 |
| Regex Writing | 121 | 119 |
| CI/CD Pipelines | 118 | 120 |
| Frontend Component Design | 124 | 122 |
| Data Analysis | 127 | 124 |
| CSV / Spreadsheet Cleanup | 126 | 134 |
| ETL Scripting | 122 | 128 |
| JSON Extraction | 131 | 131 |
| Bulk Data Labeling | 129 | 129 |
| OCR / Document Parsing | 127 | 131 |
| Table Extraction from PDFs | 127 | 131 |
| Long-Document Summarization | 128 | 138 |
| Short-Form Summarization | 124 | 123 |
| Blog Post Writing | 120 | 122 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →