Gemini 3.1 Pro Preview vs MiniMax M2.7
API pricing, context window and capabilities for Gemini 3.1 Pro Preview and MiniMax M2.7, side by side. Prices are the cheapest serving route per 1M tokens, verified against LiteLLM and OpenRouter.
Verdict
computed from the published numbersGemini 3.1 Pro Preview wins on coding and on intelligence. MiniMax M2.7 wins on price.
Price
MiniMax M2.7
Coding
Gemini 3.1 Pro Preview
Intelligence
Gemini 3.1 Pro Preview
Context window
Tied
Key takeaways
who wins on what, from the published numbersGemini 3.1 Pro Preview wins
- More serving providers (4 vs 2)
- Supports vision
- Supports audio
- Supports prompt caching
- Supports structured output
- Has web search
MiniMax M2.7 wins
- Cheaper input ($2.00 vs $0.26 /1M)
- Cheaper output ($12.00 vs $0.55 /1M)
- Higher max output (66K vs 1M)
Cheaper overall
MiniMax M2.7
$0.26 + $0.55 /1M
Larger context
Tied
More providers
Gemini 3.1 Pro Preview
4 providers
Pricing & specs
cheapest serving route · per 1M tokens| Gemini 3.1 Pro Preview | MiniMax M2.7 | |
|---|---|---|
| Input $/1M | $2.00 | $0.26 best |
| Output $/1M | $12.00 | $0.55 best |
| Context window | 1M | 1M |
| Max output | 66K | 1M best |
| Serving providers | 4 best | 2 |
| Released | 2026-02-19 | 2026-03-18 |
Benchmarks
Artificial Analysis indices, side by side| Gemini 3.1 Pro Preview | MiniMax M2.7 | |
|---|---|---|
| Intelligence | 46.5 best | 38.1 |
| Coding | 68.8 best | 52.6 |
| GPQA Diamond | 94% best | 87% |
| Output speed | 154 t/s best | 59 t/s |
| Latency (TTFT) | 34.98s | 5.53s best |
Cost calculator
choose a serving route for each sideInput tokens / month
Output tokens / month
Gemini 3.1 Pro Preview
via Vertex AI
$22
MiniMax M2.7
via Pinstripes
$1.82
Capabilities
feature support, side by side| Feature | Gemini 3.1 Pro Preview | MiniMax M2.7 |
|---|---|---|
| Vision | ✓ | — |
| Tool use | ✓ | ✓ |
| Reasoning | ✓ | ✓ |
| Audio | ✓ | — |
| Prompt caching | ✓ | — |
| Structured output | ✓ | — |
| Web search | ✓ | — |
Related comparisons
Frequently asked questions
Which is cheaper, Gemini 3.1 Pro Preview or MiniMax M2.7?
MiniMax M2.7 is cheaper for input ($2.00 vs $0.26 per 1M tokens). MiniMax M2.7 is cheaper for output ($12.00 vs $0.55 per 1M tokens).
What is the context window difference between Gemini 3.1 Pro Preview and MiniMax M2.7?
Both Gemini 3.1 Pro Preview and MiniMax M2.7 have about a 1M-token context window.
How do Gemini 3.1 Pro Preview and MiniMax M2.7 compare on benchmarks?
On the tracked Artificial Analysis indices, Gemini 3.1 Pro Preview leads on coding, and Gemini 3.1 Pro Preview leads on intelligence.
Pricing verified against LiteLLM + OpenRouter + provider pages · refreshed daily
Every weekday
AI moves fast. Here's your debrief.
News, analysis, tools, and more.
For people who build with AI