OpenAI: GPT-6 Luna Pro (batch) vs inclusionAI: Ling 3.0 Flash VL
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| OpenAI: GPT-6 Luna Pro (batch) | inclusionAI: Ling 3.0 Flash VL | |
|---|---|---|
| Vendor | openai | inclusionai |
| Quality Score | 100 | 100 |
| Input Price | $0.05/M | $0.06/M |
| Output Price | $0.25/M | $0.18/M |
| Context Window | 1,050,000 | 131,072 |
| Max Output | 128,000 | 32,768 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash VL costs $0.10 and GPT-6 Luna Pro (batch) costs $0.11, so Ling 3.0 Flash VL is slightly 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 197 pages for Ling 3.0 Flash VL.
Only Ling 3.0 Flash VL offers video input.
Across the 17 tasks where they differ, GPT-6 Luna Pro (batch) scores higher on 14 (SQL Generation, Code Review, Code Completion and others), Ling 3.0 Flash VL on 3 (Regex Writing, JSON Extraction, Short-Form Summarization).
Pick GPT-6 Luna Pro (batch) if you need long documents or the stronger all-round task scores; pick Ling 3.0 Flash VL if you need lower cost or video input.
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 | OpenAI: GPT-6 Luna Pro (batch) | inclusionAI: Ling 3.0 Flash VL |
|---|---|---|
| SQL Generation | 134 | 128 |
| Code Review | 132 | 121 |
| Code Completion | 131 | 126 |
| Code Refactoring | 136 | 119 |
| Bug Fixing | 136 | 125 |
| Unit Test Generation | 124 | 118 |
| Code Documentation | 131 | 121 |
| Regex Writing | 119 | 120 |
| CI/CD Pipelines | 120 | 114 |
| CSV / Spreadsheet Cleanup | 134 | 123 |
| ETL Scripting | 128 | 117 |
| JSON Extraction | 131 | 132 |
| OCR / Document Parsing | 131 | 125 |
| Table Extraction from PDFs | 131 | 125 |
| Long-Document Summarization | 138 | 121 |
| Short-Form Summarization | 123 | 124 |
| Blog Post Writing | 122 | 116 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →