inclusionAI: Ling 3.0 Flash VL vs Nex AGI: Nex-N2.5-Pro
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| inclusionAI: Ling 3.0 Flash VL | Nex AGI: Nex-N2.5-Pro | |
|---|---|---|
| Vendor | inclusionai | nex-agi |
| Quality Score | 100 | 100 |
| Input Price | $0.06/M | $0.07/M |
| Output Price | $0.18/M | $0.25/M |
| Context Window | 131,072 | 262,144 |
| Max Output | 32,768 | 235,929 |
| 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 Nex-N2.5-Pro costs $0.14, so Ling 3.0 Flash VL is about 1.3 times cheaper for the same work.
Nex-N2.5-Pro reads up to 262,144 tokens at once, roughly 393 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, Ling 3.0 Flash VL scores higher on 3 (Regex Writing, JSON Extraction, Short-Form Summarization), Nex-N2.5-Pro on 14 (SQL Generation, Code Review, Code Completion and others).
Pick Ling 3.0 Flash VL if you need lower cost or video input; pick Nex-N2.5-Pro 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?
| Task | inclusionAI: Ling 3.0 Flash VL | Nex AGI: Nex-N2.5-Pro |
|---|---|---|
| SQL Generation | 128 | 131 |
| Code Review | 121 | 126 |
| Code Completion | 126 | 129 |
| Code Refactoring | 119 | 127 |
| Bug Fixing | 125 | 130 |
| Unit Test Generation | 118 | 121 |
| Code Documentation | 121 | 126 |
| Regex Writing | 120 | 119 |
| CI/CD Pipelines | 114 | 117 |
| CSV / Spreadsheet Cleanup | 123 | 128 |
| ETL Scripting | 117 | 122 |
| JSON Extraction | 132 | 131 |
| OCR / Document Parsing | 125 | 128 |
| Table Extraction from PDFs | 125 | 128 |
| Long-Document Summarization | 121 | 129 |
| Short-Form Summarization | 124 | 123 |
| Blog Post Writing | 116 | 119 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →