inclusionAI: Ling 3.0 Flash vs Google: Gemini 3.5 Flash Lite (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-02.
| inclusionAI: Ling 3.0 Flash | Google: Gemini 3.5 Flash Lite (batch) | |
|---|---|---|
| Vendor | inclusionai | |
| Quality Score | 100 | 100 |
| Benchmark Score | 30.4 | 34.2 |
| Input Price | $0.02/M | $0.15/M |
| Output Price | $0.06/M | $1.25/M |
| Context Window | 262,144 | 1,048,576 |
| Max Output | 32,768 | 65,536 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | - | ✓ |
| Audio | - | ✓ |
| Benchmark Scores | ||
| ai_index | 33.2 | 36.6 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Ling 3.0 Flash costs $0.037 and Gemini 3.5 Flash Lite (batch) costs $0.46, so Ling 3.0 Flash is about 12.6 times cheaper for the same work.
Gemini 3.5 Flash Lite (batch) reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 393 pages for Ling 3.0 Flash.
Only Gemini 3.5 Flash Lite (batch) offers image input, audio input and video input.
On our blended benchmark score Gemini 3.5 Flash Lite (batch) leads 34.2 to 30.4.
Across the 20 tasks where they differ, Ling 3.0 Flash scores higher on 3 (JSON Extraction, Bulk Data Labeling, Short-Form Summarization), Gemini 3.5 Flash Lite (batch) on 17 (SQL Generation, Code Review, Code Completion and others).
Pick Ling 3.0 Flash if you need lower cost; pick Gemini 3.5 Flash Lite (batch) if you need long documents, image input, audio input, video 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 | Google: Gemini 3.5 Flash Lite (batch) |
|---|---|---|
| SQL Generation | 135 | 138 |
| Code Review | 132 | 139 |
| Code Completion | 129 | 132 |
| Code Refactoring | 133 | 141 |
| Bug Fixing | 136 | 143 |
| Unit Test Generation | 125 | 128 |
| Code Documentation | 129 | 135 |
| Regex Writing | 123 | 123 |
| CI/CD Pipelines | 121 | 124 |
| Frontend Component Design | 96 | 126 |
| Data Analysis | 129 | 129 |
| CSV / Spreadsheet Cleanup | 129 | 135 |
| ETL Scripting | 127 | 133 |
| JSON Extraction | 132 | 131 |
| Bulk Data Labeling | 130 | 129 |
| OCR / Document Parsing | 84 | 132 |
| Table Extraction from PDFs | 84 | 132 |
| Long-Document Summarization | 135 | 143 |
| Short-Form Summarization | 125 | 125 |
| Blog Post Writing | 123 | 126 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →