Gemini 3 Flash Preview (batch) vs GPT-5.4 Pro
| Signal | Gemini 3 Flash Preview (batch) | Delta | GPT-5.4 Pro |
|---|---|---|---|
Capabilities | 100 | -- | |
Benchmarks | 87 | -4 | |
Pricing | 99 | +94 | |
Context window size | 96 | 0 | |
Recency | 90 | -10 | |
Output Capacity | 80 | -5 | |
| Overall Result | 1 wins | of 6 | 4 wins |
Score History
88.4
current score
GPT-5.4 Pro
right now
91.9
current score
Gemini 3 Flash Preview (batch)
GPT-5.4 Pro
OpenAI
Gemini 3 Flash Preview (batch) saves you $11900.00/month
That's $142800.00/year compared to GPT-5.4 Pro at your current usage level of 100K calls/month.
| Metric | Gemini 3 Flash Preview (batch) | GPT-5.4 Pro | Winner |
|---|---|---|---|
| Overall Score | 88 | 92 | GPT-5.4 Pro |
| Rank | #56 | #18 | GPT-5.4 Pro |
| Quality Rank | #56 | #18 | GPT-5.4 Pro |
| Adoption Rank | #56 | #18 | GPT-5.4 Pro |
| Parameters | -- | -- | -- |
| Context Window | 1049K | 1050K | GPT-5.4 Pro |
| Pricing | $0.25/$1.50/M | $30.00/$180.00/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | Gemini 3 Flash Preview (batch) |
| Benchmarks | 87 | 90 | GPT-5.4 Pro |
| Pricing | 99 | 5 | Gemini 3 Flash Preview (batch) |
| Context window size | 96 | 96 | GPT-5.4 Pro |
| Recency | 90 | 100 | GPT-5.4 Pro |
| Output Capacity | 80 | 85 | GPT-5.4 Pro |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 88/100 (rank #56), placing it in the top 81% of all 290 models tracked.
Scores 92/100 (rank #18), placing it in the top 94% of all 290 models tracked.
With only a 4-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose Gemini 3 Flash Preview (batch) when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
Choose GPT-5.4 Pro when you need:
- Step-by-step reasoning and chain-of-thought problem solving
Gemini 3 Flash Preview (batch) offers 99% better value per quality point. At 1M tokens/day, you'd spend $26.25/month with Gemini 3 Flash Preview (batch) vs $3150.00/month with GPT-5.4 Pro - a $3123.75 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Gemini 3 Flash Preview (batch) also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($1.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (92/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
GPT-5.4 Pro has a moderate advantage with a 3.5-point lead in composite score. It wins on more signal dimensions, but Gemini 3 Flash Preview (batch) has specific strengths that could make it the better choice for certain workflows.
By Use Case
Best for Quality
Gemini 3 Flash Preview (batch)
Marginally better benchmark scores; both are excellent
Best for Cost
Gemini 3 Flash Preview (batch)
99% lower pricing; better value at scale
Best for Reliability
Gemini 3 Flash Preview (batch)
Higher uptime and faster response speeds
Best for Prototyping
Gemini 3 Flash Preview (batch)
Stronger community support and better developer experience
Best for Production
Gemini 3 Flash Preview (batch)
Wider enterprise adoption and proven at scale
by Google
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 99% lower pricing; better value at scale
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Gemini 3 Flash Preview (batch) | GPT-5.4 Pro |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Gemini 3 Flash Preview (batch)
GPT-5.4 Pro
OpenAI
Gemini 3 Flash Preview (batch) saves you $267.75/month
That's 99% cheaper than GPT-5.4 Pro at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Gemini 3 Flash Preview (batch) | GPT-5.4 Pro |
|---|---|---|
| Context Window | 1.0M | 1.1M |
| Max Output Tokens | 65,536 | 128,000 |
| Open Source | No | No |
| Created | Dec 17, 2025 | Mar 5, 2026 |