head-to-head

OpenAI: GPT-5.4 Nano vs Google: Gemini 3.1 Flash Lite Preview

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-06-22.

	OpenAI: GPT-5.4 Nano	Google: Gemini 3.1 Flash Lite Preview
Vendor	openai	google
Quality Score	100	100
Benchmark Score	68.0	-
Input Price	$0.20/M	$0.25/M
Output Price	$1.25/M	$1.50/M
Context Window	400,000	1,048,576
Max Output	128,000	65,536
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	-	✓
Benchmark Scores
ai_index	63.1	-
ai_index_agentic	45.4	-
ai_index_coding	92.5	-

Who wins by task?

Task	OpenAI: GPT-5.4 Nano	Google: Gemini 3.1 Flash Lite Preview
SQL Generation	163	133
Code Review	158	132
Code Completion	133	131
Code Refactoring	157	136
Bug Fixing	168	136
Unit Test Generation	148	124
Code Documentation	140	131
Regex Writing	132	119
CI/CD Pipelines	139	120
Frontend Component Design	141	122
Data Analysis	159	124
CSV / Spreadsheet Cleanup	151	133
ETL Scripting	148	128
JSON Extraction	146	131
Bulk Data Labeling	134	129
OCR / Document Parsing	144	131
Table Extraction from PDFs	144	131
Long-Document Summarization	154	137
Short-Form Summarization	130	123
Blog Post Writing	135	121

Scores reflect capability match + benchmark data + pricing for each task. Methodology →