inclusionAI: Ling 3.0 Flash VL vs Thinking Machines: Inkling
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| inclusionAI: Ling 3.0 Flash VL | Thinking Machines: Inkling | |
|---|---|---|
| Vendor | inclusionai | thinkingmachines |
| Quality Score | 100 | 100 |
| Input Price | $0.06/M | $1.00/M |
| Output Price | $0.18/M | $4.05/M |
| Context Window | 131,072 | 524,288 |
| Max Output | 32,768 | 471,859 |
| 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 Inkling costs $2.01, so Ling 3.0 Flash VL is about 19.2 times cheaper for the same work.
Inkling reads up to 524,288 tokens at once, roughly 786 pages of text, against about 197 pages for Ling 3.0 Flash VL.
Only Ling 3.0 Flash VL offers structured output and video input; only Inkling offers audio input.
Across the 20 tasks where they differ, Ling 3.0 Flash VL scores higher on 12 (SQL Generation, Code Completion, Unit Test Generation and others), Inkling on 8 (Code Review, Code Refactoring, Bug Fixing and others).
Ling 3.0 Flash VL was released in September 2026 and Inkling in July 2026.
Pick Ling 3.0 Flash VL if you need lower cost, structured output or video input; pick Inkling if you need long documents or audio 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 | inclusionAI: Ling 3.0 Flash VL | Thinking Machines: Inkling |
|---|---|---|
| SQL Generation | 128 | 125 |
| Code Review | 121 | 128 |
| Code Completion | 126 | 119 |
| Code Refactoring | 119 | 132 |
| Bug Fixing | 125 | 136 |
| Unit Test Generation | 118 | 116 |
| Code Documentation | 121 | 131 |
| Regex Writing | 120 | 119 |
| CI/CD Pipelines | 114 | 116 |
| Frontend Component Design | 122 | 118 |
| Data Analysis | 124 | 120 |
| CSV / Spreadsheet Cleanup | 123 | 121 |
| ETL Scripting | 117 | 124 |
| JSON Extraction | 132 | 111 |
| Bulk Data Labeling | 129 | 116 |
| OCR / Document Parsing | 125 | 123 |
| Table Extraction from PDFs | 125 | 123 |
| Long-Document Summarization | 121 | 137 |
| Short-Form Summarization | 124 | 115 |
| Blog Post Writing | 116 | 121 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →