| Signal | Gemini 3.1 Pro Preview Custom Tools | Delta | WizardLM-2 8x22B |
|---|---|---|---|
Capabilities | 83 | +67 | |
Pricing | 12 | +11 | |
Context window size | 96 | +19 | |
Recency | 100 | +94 | |
Output Capacity | 80 | +15 | |
| Overall Result | 5 wins | of 5 | 0 wins |
30
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Microsoft
WizardLM-2 8x22B saves you $707.00/month
That's $8484.00/year compared to Gemini 3.1 Pro Preview Custom Tools at your current usage level of 100K calls/month.
| Metric | Gemini 3.1 Pro Preview Custom Tools | WizardLM-2 8x22B | Winner |
|---|---|---|---|
| Overall Score | 89 | 34 | Gemini 3.1 Pro Preview Custom Tools |
| Rank | #28 | #290 | Gemini 3.1 Pro Preview Custom Tools |
| Quality Rank | #28 | #290 | Gemini 3.1 Pro Preview Custom Tools |
| Adoption Rank | #28 | #290 | Gemini 3.1 Pro Preview Custom Tools |
| Parameters | -- | 22B | -- |
| Context Window | 1049K | 66K | Gemini 3.1 Pro Preview Custom Tools |
| Pricing | $2.00/$12.00/M | $0.62/$0.62/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 17 | Gemini 3.1 Pro Preview Custom Tools |
| Pricing | 12 | 1 | Gemini 3.1 Pro Preview Custom Tools |
| Context window size | 96 | 76 | Gemini 3.1 Pro Preview Custom Tools |
| Recency | 100 | 6 | Gemini 3.1 Pro Preview Custom Tools |
| Output Capacity | 80 | 65 | Gemini 3.1 Pro Preview Custom Tools |
Our composite score (0–100) combines six weighted signals: benchmark performance (25%), pricing efficiency (25%), context window size (15%), model recency (15%), output capacity (10%), and capability versatility (10%). Here's what the scores mean for these two models:
Scores 89/100 (rank #28), placing it in the top 91% of all 290 models tracked.
Scores 34/100 (rank #290), placing it in the top 0% of all 290 models tracked.
Gemini 3.1 Pro Preview Custom Tools has a 55-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
WizardLM-2 8x22B offers 91% better value per quality point. At 1M tokens/day, you'd spend $18.60/month with WizardLM-2 8x22B vs $210.00/month with Gemini 3.1 Pro Preview Custom Tools — a $191.40 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
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. WizardLM-2 8x22B also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.62/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (89/100) 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
Gemini 3.1 Pro Preview Custom Tools clearly outperforms WizardLM-2 8x22B with a significant 55-point lead. For most general use cases, Gemini 3.1 Pro Preview Custom Tools is the stronger choice. However, WizardLM-2 8x22B may still excel in niche scenarios.
Best for Quality
Gemini 3.1 Pro Preview Custom Tools
Marginally better benchmark scores; both are excellent
Best for Cost
WizardLM-2 8x22B
91% lower pricing; better value at scale
Best for Reliability
Gemini 3.1 Pro Preview Custom Tools
Higher uptime and faster response speeds
Best for Prototyping
Gemini 3.1 Pro Preview Custom Tools
Stronger community support and better developer experience
Best for Production
Gemini 3.1 Pro Preview Custom Tools
Wider enterprise adoption and proven at scale
by Google
| Capability | Gemini 3.1 Pro Preview Custom Tools | WizardLM-2 8x22B |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Callingdiffers | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoningdiffers | ||
| Web Search | ||
| Image Output |
Microsoft
WizardLM-2 8x22B saves you $16.14/month
That's 90% cheaper than Gemini 3.1 Pro Preview Custom Tools 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 3.1 Pro Preview Custom Tools | WizardLM-2 8x22B |
|---|---|---|
| Context Window | 1.0M | 66K |
| Max Output Tokens | 65,536 | 8,000 |
| Open Source | Yes | Yes |
| Created | Feb 25, 2026 | Apr 16, 2024 |
Gemini 3.1 Pro Preview Custom Tools scores 89/100 (rank #28) compared to WizardLM-2 8x22B's 34/100 (rank #290), giving it a 55-point advantage. Gemini 3.1 Pro Preview Custom Tools is the stronger overall choice, though WizardLM-2 8x22B may excel in specific areas like cost efficiency.
Gemini 3.1 Pro Preview Custom Tools is ranked #28 and WizardLM-2 8x22B is ranked #290 out of 290+ AI models. Rankings use a composite score combining benchmark performance (25%), pricing (25%), context window (15%), recency (15%), output capacity (10%), and versatility (10%). Scores update hourly.
WizardLM-2 8x22B is cheaper at $0.62/M output tokens vs Gemini 3.1 Pro Preview Custom Tools's $12.00/M output tokens — 19.4x more expensive. Input token pricing: Gemini 3.1 Pro Preview Custom Tools at $2.00/M vs WizardLM-2 8x22B at $0.62/M.
Gemini 3.1 Pro Preview Custom Tools has a larger context window of 1,048,576 tokens compared to WizardLM-2 8x22B's 65,535 tokens. A larger context window means the model can process longer documents and conversations.