inclusionAI: Ling 3.0 Flash vs MoonshotAI: Kimi K2.7 Code
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-02.
| inclusionAI: Ling 3.0 Flash | MoonshotAI: Kimi K2.7 Code | |
|---|---|---|
| Vendor | inclusionai | moonshotai |
| Quality Score | 100 | 100 |
| Benchmark Score | 30.4 | 40.9 |
| Input Price | $0.02/M | $0.67/M |
| Output Price | $0.06/M | $3.35/M |
| Context Window | 262,144 | 262,144 |
| Max Output | 32,768 | 235,929 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | - | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 33.2 | 42.6 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash costs $0.037 and Kimi K2.7 Code costs $1.51, so Ling 3.0 Flash is about 41.1 times cheaper for the same work.
Both read up to 262,144 tokens at once, roughly 393 pages of text.
Only Kimi K2.7 Code offers image input.
On our blended benchmark score Kimi K2.7 Code leads 40.9 to 30.4.
Across the 18 tasks where they differ, Ling 3.0 Flash scores higher on 4 (Code Completion, JSON Extraction, Bulk Data Labeling and others), Kimi K2.7 Code on 14 (SQL Generation, Code Review, Code Refactoring and others).
Ling 3.0 Flash was released in July 2026 and Kimi K2.7 Code in June 2026.
Pick Ling 3.0 Flash if you need lower cost; pick Kimi K2.7 Code if you need image input, benchmark performance 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 | MoonshotAI: Kimi K2.7 Code |
|---|---|---|
| SQL Generation | 135 | 136 |
| Code Review | 132 | 134 |
| Code Completion | 129 | 129 |
| Code Refactoring | 133 | 134 |
| Bug Fixing | 136 | 138 |
| Unit Test Generation | 125 | 126 |
| Regex Writing | 123 | 123 |
| CI/CD Pipelines | 121 | 122 |
| Frontend Component Design | 96 | 127 |
| Data Analysis | 129 | 130 |
| ETL Scripting | 127 | 128 |
| JSON Extraction | 132 | 131 |
| Bulk Data Labeling | 130 | 128 |
| OCR / Document Parsing | 84 | 130 |
| Table Extraction from PDFs | 84 | 130 |
| Long-Document Summarization | 135 | 136 |
| Short-Form Summarization | 125 | 125 |
| Blog Post Writing | 123 | 124 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →