Anthropic: Claude Opus 4.8 (batch) vs Google: Gemini 3.1 Flash Lite (batch)
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| Anthropic: Claude Opus 4.8 (batch) | Google: Gemini 3.1 Flash Lite (batch) | |
|---|---|---|
| Vendor | anthropic | |
| Quality Score | 100 | 100 |
| Benchmark Score | 93.7 | - |
| Input Price | $2.50/M | $0.12/M |
| Output Price | $12.50/M | $0.75/M |
| Context Window | 1,000,000 | 1,048,576 |
| Max Output | 128,000 | 65,536 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | ✓ |
| Benchmark Scores | ||
| ai_index | 91.9 | - |
| ai_index_agentic | 77.8 | - |
| ai_index_coding | 100.0 | - |
| eqbench | 74.2 | - |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Gemini 3.1 Flash Lite (batch) costs $0.31 and Claude Opus 4.8 (batch) costs $5.62, so Gemini 3.1 Flash Lite (batch) is about 18.0 times cheaper for the same work.
Both take in a similar amount of text: 1,000,000 and 1,048,576 tokens, about 1,500 and 1,573 pages.
Only Gemini 3.1 Flash Lite (batch) offers audio input and video input.
Across the 20 tasks where they differ, Claude Opus 4.8 (batch) scores higher on 17 (SQL Generation, Code Review, Code Refactoring and others), Gemini 3.1 Flash Lite (batch) on 3 (Code Completion, Bulk Data Labeling, Short-Form Summarization).
Pick Claude Opus 4.8 (batch) if you need the stronger all-round task scores; pick Gemini 3.1 Flash Lite (batch) if you need lower cost, audio input or video 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 | Anthropic: Claude Opus 4.8 (batch) | Google: Gemini 3.1 Flash Lite (batch) |
|---|---|---|
| SQL Generation | 176 | 133 |
| Code Review | 177 | 132 |
| Code Completion | 121 | 131 |
| Code Refactoring | 174 | 136 |
| Bug Fixing | 190 | 136 |
| Unit Test Generation | 160 | 124 |
| Code Documentation | 147 | 131 |
| Regex Writing | 137 | 119 |
| CI/CD Pipelines | 150 | 120 |
| Frontend Component Design | 150 | 122 |
| Data Analysis | 176 | 124 |
| CSV / Spreadsheet Cleanup | 158 | 133 |
| ETL Scripting | 162 | 128 |
| JSON Extraction | 138 | 131 |
| Bulk Data Labeling | 123 | 129 |
| OCR / Document Parsing | 149 | 131 |
| Table Extraction from PDFs | 149 | 131 |
| Long-Document Summarization | 169 | 137 |
| Short-Form Summarization | 123 | 123 |
| Blog Post Writing | 145 | 121 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →