Gemini 3.1 Pro vs Qwen-Plus
Compare Gemini 3.1 Pro and Qwen-Plus. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | Gemini 3.1 Pro | Qwen-Plus |
|---|---|---|
| Provider | Alibaba Cloud | |
| Model Type | text | text |
| Context Window | 1,048,576 tokens | 1,000,000 tokens |
| Input Cost | $4.00/ 1M tokens | $0.12/ 1M tokens |
| Output Cost | $18.00/ 1M tokens | $0.29/ 1M tokens |
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Strengths & Best Use Cases
Gemini 3.1 Pro
Google1. Google's most advanced reasoning Gemini model
- Designed to solve complex problems across multimodal inputs, including text, audio, images, video, PDFs, and full code repositories.
- Google highlights improved software engineering behavior, better agentic performance, and stronger usability in domains like finance and spreadsheets.
2. Large multimodal context with substantial output room
- Supports a 1,048,576 token input context window for large repositories, long documents, and multi-source workflows.
- Allows up to 65,536 output tokens for longer answers, plans, and code generations.
3. More efficient thinking with expanded controls
- Improves token efficiency and reasoning performance across use cases.
- Adds the
MEDIUMthinking_leveloption to better balance cost, speed, and quality.
4. Strong support for production agents
- Supports grounding with Google Search, code execution, function calling, structured outputs, context caching, RAG, and chat completions.
- Also offers a custom-tools endpoint tuned for agentic workflows that mix bash-like tools with custom code tools.
Qwen-Plus
Alibaba Cloud1. Excellent balance of performance and cost
- Faster and cheaper than Max but still powerful.
2. Optional thinking mode
- Enhanced reasoning when needed.
- Non-thinking mode is very fast and cheap.
3. Huge context window
- Up to 1M tokens for long-document workflows.
4. Strong multilingual understanding
- Supports 100+ languages.
Prompts to Get Started
Use these prompts to power AI products you build on Appaca. Each works great with the models above.
Best for Gemini 3.1 Pro
textConduct Legal Research & Analysis (Structured Memo)
Generate a structured legal research memo with governing law, key authorities, analysis, and a verification checklist.
Bug Fixer & Debugger
Identify bugs in your code, understand why they happen, and get a corrected version.
Score Cold Sales Emails
Evaluate and improve a cold sales email using a weighted scorecard (clarity, relevance, proof, CTA, deliverability) with specific rewrite suggestions.
Best for Qwen-Plus
textMarketing Tech Stack (MarTech) Recommendations
Design a marketing technology stack that supports executing and measuring persona-targeted campaigns centered on your USP and challenges.
Craft Catchy Sales Emails
Write high-converting sales emails with strong hooks, clear value, and a single focused CTA-optimized for your audience and offer.
Customer Advisory Board (CAB) Program
Design a customer advisory board that gathers persona leader insights to refine marketing strategy, strengthen your USP, and address evolving challenges.