All tasks / Models / Gemini 3.1 Pro (Preview)
Alternatives to Gemini 3.1 Pro (Preview)
For each task Gemini 3.1 Pro (Preview) is listed in, the highest-ranked other options of the same kind, ranked only from public benchmarks.
Chat & assistants: models
S
Gemini 3.1 Pro (Preview) · Cloud · 1,487 on LMArena Text Arena (overall, style control)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Gemini 4 Argon Google | Models | Cloud | 1,524 on LMArena Text Arena (overall, style control) | $4/M tokens | — |
| S | Muse Wonder Meta | Models | Cloud | 1,509 on LMArena Text Arena (overall, style control) | $8/M tokens | — |
| S |  Claude Opus 5.5Anthropic | Models | Cloud | 1,508 on LMArena Text Arena (overall, style control) | $8/M tokens | — |
| S | Claude Fable 5.1 Anthropic | Models | Cloud | 1,502 on LMArena Text Arena (overall, style control) | $20/M tokens | — |
| S | Gemini 3.8 Flash Google | Models | Cloud | 1,496 on LMArena Text Arena (overall, style control) | $1.5/M tokens | — |
| S | Muse Spark 1.3 Meta | Models | Cloud | 1,494 on LMArena Text Arena (overall, style control) | $2/M tokens | — |
| S |  Kimi K3Moonshot AI | Models | Local | 1,487 on LMArena Text Arena (overall, style control) | ~1600 GB VRAM | — |
| S |  GPT-6.1 SolOpenAI | Models | Cloud | 1,484 on LMArena Text Arena (overall, style control) | $4/M tokens | — |
Search & research: models
A Gemini 3.1 Pro (Preview) · Cloud · 1,207 on LMArena Search Arena (style control)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | GPT-6.1 Sol OpenAI | Models | Cloud | 1,250 on LMArena Search Arena (style control) | $4/M tokens | — |
| S | GPT-6 Astra OpenAI | Models | Cloud | 1,246 on LMArena Search Arena (style control) | $20/M tokens | — |
| S | Claude Fable 5.1 Anthropic | Models | Cloud | 1,233 on LMArena Search Arena (style control) | $20/M tokens | — |
| S | Qwen3.8-Max Alibaba (Qwen) | Models | Cloud | 1,230 on LMArena Search Arena (style control) | $3/M tokens | — |
| A | Claude Opus 5.5 Anthropic | Models | Cloud | 1,211 on LMArena Search Arena (style control) | $8/M tokens | — |
| A | GPT-6 Luna OpenAI | Models | Cloud | 1,209 on LMArena Search Arena (style control) | $0.2/M tokens | — |
| A |  ERNIE 5.1Baidu | Models | Cloud | 1,192 on LMArena Search Arena (style control) | — | — |
| B |  Sonar ProPerplexity AI | Models | Cloud | 1,143 on LMArena Search Arena (style control) | $6/M tokens | — |
Writing: models
S Gemini 3.1 Pro (Preview) · Cloud · 1,481 on LMArena Text Arena: Creative Writing (style control)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Claude Opus 5.5 Anthropic | Models | Cloud | 1,519 on LMArena Text Arena: Creative Writing (style control) | $8/M tokens | — |
| S | Gemini 4 Argon Google | Models | Cloud | 1,516 on LMArena Text Arena: Creative Writing (style control) | $4/M tokens | — |
| S | Gemini 3.8 Flash Google | Models | Cloud | 1,487 on LMArena Text Arena: Creative Writing (style control) | $1.5/M tokens | — |
| S | Muse Wonder Meta | Models | Cloud | 1,485 on LMArena Text Arena: Creative Writing (style control) | $8/M tokens | — |
| S | Claude Fable 5.1 Anthropic | Models | Cloud | 1,485 on LMArena Text Arena: Creative Writing (style control) | $20/M tokens | — |
| A | Qwen3.8-Max Alibaba (Qwen) | Models | Cloud | 1,469 on LMArena Text Arena: Creative Writing (style control) | $3/M tokens | — |
| A | Claude Sonnet 5.5 Anthropic | Models | Cloud | 1,465 on LMArena Text Arena: Creative Writing (style control) | $4/M tokens | — |
| A | Kimi K3 Moonshot AI | Models | Local | 1,461 on LMArena Text Arena: Creative Writing (style control) | ~1600 GB VRAM | — |
Coding: models
C Gemini 3.1 Pro (Preview) · Cloud · 1,447 on LMArena WebDev / Code Arena (overall)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Claude Opus 5.5 Anthropic | Models | Cloud | 1,806 on LMArena WebDev / Code Arena (overall) | $8/M tokens | — |
| S | GPT-6 Astra OpenAI | Models | Cloud | 1,776 on LMArena WebDev / Code Arena (overall) | $20/M tokens | — |
| S | Claude Sonnet 5.5 Anthropic | Models | Cloud | 1,768 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| A | GPT-6.1 Sol OpenAI | Models | Cloud | 1,754 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| A | Claude Fable 5.1 Anthropic | Models | Cloud | 1,742 on LMArena WebDev / Code Arena (overall) | $20/M tokens | — |
| B | Gemini 4 Argon Google | Models | Cloud | 1,678 on LMArena WebDev / Code Arena (overall) | $4/M tokens | — |
| B | Qwen3.8-Max Alibaba (Qwen) | Models | Cloud | 1,674 on LMArena WebDev / Code Arena (overall) | $3/M tokens | — |
| B |  DeepSeek-V4.1-Flash-1017DeepSeek | Models | Local | 1,670 on LMArena WebDev / Code Arena (overall) | ~320 GB VRAM | — |
Image understanding: models
S Gemini 3.1 Pro (Preview) · Cloud · 1,280 on LMArena Vision Arena (overall, style control)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Qwen3.8-Max Alibaba (Qwen) | Models | Cloud | 1,301 on LMArena Vision Arena (overall, style control) | $3/M tokens | — |
| S | GPT-6.1 Sol OpenAI | Models | Cloud | 1,294 on LMArena Vision Arena (overall, style control) | $4/M tokens | — |
| S | Claude Opus 5.5 Anthropic | Models | Cloud | 1,293 on LMArena Vision Arena (overall, style control) | $8/M tokens | — |
| S | Muse Spark 1.3 Meta | Models | Cloud | 1,290 on LMArena Vision Arena (overall, style control) | $2/M tokens | — |
| S | Gemini 3.8 Flash Google | Models | Cloud | 1,289 on LMArena Vision Arena (overall, style control) | $1.5/M tokens | — |
| S | Claude Fable 5.1 Anthropic | Models | Cloud | 1,286 on LMArena Vision Arena (overall, style control) | $20/M tokens | — |
| S | GPT-6 Astra OpenAI | Models | Cloud | 1,286 on LMArena Vision Arena (overall, style control) | $20/M tokens | — |
| S |  GLM-5.3-FlashZ.ai | Models | Local | 1,273 on LMArena Vision Arena (overall, style control) | ~185 GB VRAM | — |
Vector graphics & logos: models
C Gemini 3.1 Pro (Preview) · Cloud · 1,284 on Design Arena SVG
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S |  Arrow 2 TelosQuiverAI | Models | Cloud | 1,554 on Design Arena SVG | $12/M tokens | — |
| B | GPT-6 Astra OpenAI | Models | Cloud | 1,431 on Design Arena SVG | $20/M tokens | — |
| B | Arrow 2 QuiverAI | Models | Cloud | 1,380 on Design Arena SVG | $8/M tokens | — |
| C | Claude Opus 5.5 Anthropic | Models | Cloud | 1,332 on Design Arena SVG | $8/M tokens | — |
| C | Muse Spark 1.3 Meta | Models | Cloud | 1,323 on Design Arena SVG | $2/M tokens | — |
| C | Claude Fable 5.1 Anthropic | Models | Cloud | 1,300 on Design Arena SVG | $20/M tokens | — |
| C | Kimi K3 Moonshot AI | Models | Local | 1,300 on Design Arena SVG | ~1600 GB VRAM | — |
| C | Gemini 3.8 Flash Google | Models | Cloud | 1,294 on Design Arena SVG | $1.5/M tokens | — |
Transcription: models
A Gemini 3.1 Pro (Preview) · Cloud · 2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S |  Fun-Realtime-ASR (preview)Alibaba | Models | Cloud | 1.7% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | — | — |
| S |  MAI-Transcribe-2 (preview)Microsoft AI | Models | Cloud | 2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | $0.0017/min of audio | — |
| S |  Scribe v2ElevenLabs | Models | Cloud | 2.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | $0.0037/min of audio | — |
| S |  Grok Voice Transcribe 2.0xAI | Models | Cloud | 2.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | $0.0017/min of audio | — |
| S |  StepAudio 3 ASRStepFun | Models | Cloud | 2.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | $0.0067/min of audio | — |
| S | Gemini 3.5 Transcribe Google | Models | Cloud | 2.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) | $0.0050/min of audio | — |
| A |  Ink-2Cartesia | Models | Cloud | 3.4% on Artificial Analysis Speech to Text: AA-WER Streaming | $0.0040/min of audio | — |
| A |  Qwen3-ASR-1.7BAlibaba (Qwen) | Models | Local | 5.4% on Hugging Face Open ASR Leaderboard (English, short-form average WER) | ~6 GB VRAM | — |
Slides & presentations: models
C Gemini 3.1 Pro (Preview) · Cloud · 1,063 on Design Arena Python-PPTX Slides
| Tier | Name | Approach | Runs | Rated by | Price | Skill |
|---|---|---|---|---|---|---|
| S | Claude Fable 5.1 Anthropic | Models | Cloud | 1,328 on Design Arena Python-PPTX Slides | $20/M tokens | — |
| A | Kimi K3 Moonshot AI | Models | Local | 1,273 on Design Arena Python-PPTX Slides | ~1600 GB VRAM | — |
| A | GLM-5.3 Z.ai | Models | Local | 1,255 on Design Arena Python-PPTX Slides | ~425 GB VRAM | — |
| A | GPT-6 Astra OpenAI | Models | Cloud | 1,246 on Design Arena Python-PPTX Slides | $20/M tokens | — |
| A | Muse Spark 1.3 Meta | Models | Cloud | 1,244 on Design Arena Python-PPTX Slides | $2/M tokens | — |
| B |  MiniMax-M3MiniMax | Models | Local | 1,205 on Design Arena Python-PPTX Slides | ~245 GB VRAM | — |
| B | Gemini 3.8 Flash Google | Models | Cloud | 1,179 on Design Arena Python-PPTX Slides | $1.5/M tokens | — |
Tiers come only from public benchmarks; tools without a result of their own inherit the tier of the best model they offer. How we rank.