inclusionAI: Ling 3.0 Flash vs xAI: Grok Latest
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-02.
| inclusionAI: Ling 3.0 Flash | xAI: Grok Latest | |
|---|---|---|
| Vendor | inclusionai | ~x-ai |
| Quality Score | 100 | 100 |
| Benchmark Score | 30.4 | 5.8 |
| Input Price | $0.02/M | $2.00/M |
| Output Price | $0.06/M | $6.00/M |
| Context Window | 262,144 | 500,000 |
| Max Output | 32,768 | 450,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | - | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 33.2 | 11.4 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash costs $0.037 and Grok Latest costs $3.50, so Ling 3.0 Flash is about 95.2 times cheaper for the same work.
Grok Latest reads up to 500,000 tokens at once, roughly 750 pages of text, against about 393 pages for Ling 3.0 Flash.
Only Grok Latest offers image input.
On our blended benchmark score Ling 3.0 Flash leads 30.4 to 5.8.
Across the 20 tasks where they differ, Ling 3.0 Flash scores higher on 8 (SQL Generation, Code Completion, Regex Writing and others), Grok Latest on 12 (Code Review, Code Refactoring, Bug Fixing and others).
Pick Ling 3.0 Flash if you need lower cost or benchmark performance; pick Grok Latest if you need long documents or image 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 | xAI: Grok Latest |
|---|---|---|
| SQL Generation | 135 | 134 |
| Code Review | 132 | 134 |
| Code Completion | 129 | 118 |
| Code Refactoring | 133 | 137 |
| Bug Fixing | 136 | 138 |
| Unit Test Generation | 125 | 125 |
| Code Documentation | 129 | 131 |
| Regex Writing | 123 | 119 |
| CI/CD Pipelines | 121 | 121 |
| Frontend Component Design | 96 | 123 |
| Data Analysis | 129 | 125 |
| CSV / Spreadsheet Cleanup | 129 | 133 |
| ETL Scripting | 127 | 129 |
| JSON Extraction | 132 | 122 |
| Bulk Data Labeling | 130 | 119 |
| OCR / Document Parsing | 84 | 131 |
| Table Extraction from PDFs | 84 | 131 |
| Long-Document Summarization | 135 | 139 |
| Short-Form Summarization | 125 | 115 |
| Blog Post Writing | 123 | 122 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →