MoonshotAI: Kimi K3 vs OpenAI: GPT-5.6 Sol (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-27.
| MoonshotAI: Kimi K3 | OpenAI: GPT-5.6 Sol (batch) | |
|---|---|---|
| Vendor | moonshotai | openai |
| Quality Score | 100 | 100 |
| Benchmark Score | 73.9 | 80.2 |
| Input Price | $3.00/M | $1.00/M |
| Output Price | $15.00/M | $5.00/M |
| Context Window | 1,048,576 | 1,050,000 |
| Max Output | 943,718 | 128,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | 71.9 | 77.5 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, GPT-5.6 Sol (batch) costs $2.25 and Kimi K3 costs $6.75, so GPT-5.6 Sol (batch) is about 3.0 times cheaper for the same work.
Both take in a similar amount of text: 1,048,576 and 1,050,000 tokens, about 1,573 and 1,575 pages.
Only Kimi K3 offers video input.
On our blended benchmark score GPT-5.6 Sol (batch) leads 80.2 to 73.9.
Across the 20 tasks where they differ, GPT-5.6 Sol (batch) on 20 (SQL Generation, Code Review, Code Completion and others).
Pick Kimi K3 if you need video input; pick GPT-5.6 Sol (batch) if you need lower cost, 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 | MoonshotAI: Kimi K3 | OpenAI: GPT-5.6 Sol (batch) |
|---|---|---|
| SQL Generation | 140 | 142 |
| Code Review | 145 | 146 |
| Code Completion | 117 | 120 |
| Code Refactoring | 147 | 148 |
| Bug Fixing | 149 | 150 |
| Unit Test Generation | 132 | 133 |
| Code Documentation | 134 | 137 |
| Regex Writing | 123 | 126 |
| CI/CD Pipelines | 128 | 129 |
| Frontend Component Design | 130 | 131 |
| Data Analysis | 134 | 135 |
| CSV / Spreadsheet Cleanup | 135 | 136 |
| ETL Scripting | 138 | 138 |
| JSON Extraction | 120 | 122 |
| Bulk Data Labeling | 116 | 120 |
| OCR / Document Parsing | 134 | 134 |
| Table Extraction from PDFs | 134 | 134 |
| Long-Document Summarization | 147 | 149 |
| Short-Form Summarization | 116 | 118 |
| Blog Post Writing | 128 | 130 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →