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Looking for the right open source model? Whether you’re exploring by use case or migrating from closed source models like Claude, GPT, or Gemini, this guide provides recommendations based on Fireworks internal testing, customer deployments, and external benchmarks. We update it regularly as new models emerge.
Model sizes are marked as Small, Medium, or Large. For best quality, use large models or fine-tune medium/small models. For best speeds, use small models.

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Choose by Use Case

CategoryUse CaseRecommended Models
Code & DevelopmentCode generation & reasoningKimi K2 0905, Deepseek V3.1, GLM 4.6 (Large)
Qwen2.5-32B-Coder (Medium)
Qwen3 Coder 30B A3B (Small)
Code completion & bug fixingQwen3 235B A22B, Qwen2.5-32B-Coder (Medium)
Qwen3 Coder 30B A3B, Qwen3 14B, Qwen3 8B (Small)
AI ApplicationsAI Agents with tool useKimi K2 0905, Deepseek V3.1, Qwen3 235B A22B, GLM 4.6 (Large)
Qwen 3 Family Models (Large/Medium/Small)
General reasoning & planningKimi K2 0905, Kimi K2 Thinking, Deepseek V3.1, Qwen3 235B Thinking 2507, GLM 4.6 (Large)
GPT-OSS-120B, Qwen2.5-72B-Instruct, Llama 3.3 70B (Medium)
Long context & summarizationKimi K2 0905 (Large)
GPT-OSS-120B (Medium)
Fast semantic search & extractionGPT-OSS-120B (Medium)
GPT-OSS 20B, Qwen3 8B, Qwen 3 4B, Llama 3.1 8B, Llama 3.2 3B, Llama 3.2 1B (Small)
Vision & MultimodalVision & document understandingQwen3 VL 235B A22B, Qwen2.5-VL 72B Instruct, Qwen2.5-VL 32B Instruct (Medium)
Deepseek OCR, Qwen3 VL 30B A3B, Qwen2.5-VL 3-7B (Small)

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Migrating from Closed Models?

If you’re currently using Claude, OpenAI / GPT, or Gemini models, here’s a guide to the best open source alternatives on Fireworks by use case and latency requirements.

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Claude Alternatives

Closed SourceUse CaseLatency BudgetOpen Source Alternative
Claude Sonnet 4.5• Agentic use cases
• Coding
• Research agents		High• Deepseek V3.1
• Kimi K2 0905
• GLM 4.6
Claude Haiku 4.5• Agentic use cases
• Coding
• Research agents		Low• Qwen 3 Coder 30B
• Qwen 3 14B
• Mistral Codestral 22B

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OpenAI GPT Alternatives

Closed SourceUse CaseLatency BudgetOpen Source Alternative
GPT-5• Agentic use cases
• Research agents		High• Kimi K2 0905
• Qwen 3 235B
GPT-5 mini & nano• Chatbots
• Intent classification
• Search		Low• Qwen 3 14B and 8B
• GPT-OSS 120B and 20B

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Google Gemini Alternatives

Closed SourceUse CaseLatency BudgetOpen Source Alternative
Gemini 2.5 Pro• Agentic use cases
• Research agents		High• Kimi K2 Thinking
• Qwen 3 235B
Gemini 2.5 Pro Flash & Flash Light• Chatbots
• Intent classification
• Search		Low• Qwen 3 4B and 8B
• Llama 3.1 8B
• GPT-OSS 20B
Understanding Latency Budget:
  • High latency budget: Quality is priority. Best for complex reasoning, multi-step workflows, and research tasks where accuracy matters more than speed.
  • Low latency budget: Speed is priority. Best for user-facing applications like chatbots, real-time search, and high-throughput classification.
You can explore all models in the Fireworks Model Library
Last updated: November 2025