Google: Gemini 3.1 Flash Lite vs OpenAI: GPT-5.4
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| Google: Gemini 3.1 Flash Lite | OpenAI: GPT-5.4 | |
|---|---|---|
| Vendor | openai | |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 89.6 |
| Input Price | $0.25/M | $2.50/M |
| Output Price | $1.50/M | $15.00/M |
| Context Window | 1,048,576 | 1,050,000 |
| Max Output | 65,536 | 128,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | ✓ | - |
| Benchmark Scores | ||
| ai_index | - | 84.8 |
| ai_index_agentic | - | 67.8 |
| ai_index_coding | - | 100.0 |
| eqbench | - | 75.6 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, Gemini 3.1 Flash Lite costs $0.62 and GPT-5.4 costs $6.25, so Gemini 3.1 Flash Lite is about 10.0 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 Gemini 3.1 Flash Lite offers audio input and video input.
Across the 20 tasks where they differ, Gemini 3.1 Flash Lite scores higher on 3 (Code Completion, Bulk Data Labeling, Short-Form Summarization), GPT-5.4 on 17 (SQL Generation, Code Review, Code Refactoring and others).
Gemini 3.1 Flash Lite was released in May 2026 and GPT-5.4 in March 2026.
Pick Gemini 3.1 Flash Lite if you need lower cost, audio input or video input; pick GPT-5.4 if you need 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 | Google: Gemini 3.1 Flash Lite | OpenAI: GPT-5.4 |
|---|---|---|
| SQL Generation | 133 | 174 |
| Code Review | 132 | 175 |
| Code Completion | 131 | 120 |
| Code Refactoring | 136 | 173 |
| Bug Fixing | 136 | 187 |
| Unit Test Generation | 124 | 158 |
| Code Documentation | 131 | 146 |
| Regex Writing | 119 | 136 |
| CI/CD Pipelines | 120 | 149 |
| Frontend Component Design | 122 | 148 |
| Data Analysis | 124 | 173 |
| CSV / Spreadsheet Cleanup | 133 | 157 |
| ETL Scripting | 128 | 161 |
| JSON Extraction | 131 | 137 |
| Bulk Data Labeling | 129 | 122 |
| OCR / Document Parsing | 131 | 148 |
| Table Extraction from PDFs | 131 | 148 |
| Long-Document Summarization | 137 | 167 |
| Short-Form Summarization | 123 | 122 |
| Blog Post Writing | 121 | 143 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →