/ rankings

Model rankings.

Use these shortlists when product and platform teams need a fast model decision, with source labels and cost context already attached.

How should teams use these AI model rankings?

These rankings are decision shortlists, not absolute leaderboards. Each page groups models by a practical workload such as low-cost inference, Chinese product work, coding, vision, long context, agent use, OpenAI-compatible gateways, or OpenRouter-style alternatives, then pairs the shortlist with cost and source context.

Blended price

Best cheap LLM API models for cost-sensitive products

Compare cheap LLM APIs by input and output token price, context window, and capability, then estimate your monthly cost before routing production traffic.

Open ranking
1
FLUX.2 Flex

image understanding, multimodal chat

Black Forest LabsBlended price: USD 0.000/1M
2
FLUX.2 PRO

image understanding, multimodal chat

Black Forest LabsBlended price: USD 0.000/1M
3
Doubao Seedance 2.0

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
4
Doubao Seedance 2.0 Fast

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
5
Doubao Seedance 2.0 mini

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
6
Doubao Seedance 2.5

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M

Fit score

Best Chinese LLM API models for developer teams

Compare Chinese LLM API options across domestic and global providers: price, context, latency ballpark, and where each one fits.

Open ranking
1
Deepseek-V4-Pro-0813

Chinese Q&A, general chat

DeepSeekFit score: 48/100
2
DeepSeek-V4-Flash-0731

Chinese Q&A, general chat

DeepSeekFit score: 42/100
3
DeepSeek-V4-Flash

Chinese Q&A, general chat

DeepSeekFit score: 13/100
4
DeepSeek-V4-Pro

Chinese Q&A, general chat

DeepSeekFit score: 13/100
5
MiniMax M2.5

Chinese Q&A, general chat

MiniMaxFit score: 6/100
6
DeepSeek-V4.1-Flash

Chinese Q&A, general chat

DeepSeekFit score: 1/100

Fit score

Best coding model APIs for agents and code review

Compare coding model APIs by context length, tools, JSON output, latency, price, and what role they should play in production.

Open ranking
1
‌Gemini 4 Argon

image understanding, multimodal chat

GoogleFit score: 98/100
2
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicFit score: 92/100
3
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIFit score: 84/100
4
Claude Sonnet 5.5

image understanding, multimodal chat

AnthropicFit score: 83/100
5
Claude Opus 5.5

image understanding, multimodal chat

AnthropicFit score: 77/100
6
GPT‑6 Luna

image understanding, multimodal chat

OpenAIFit score: 77/100

Fit score

Best vision model APIs for image understanding

Compare vision model APIs for screenshots, documents, product images, and support tickets, with price and capability labels.

Open ranking
1
‌Gemini 4 Argon

image understanding, multimodal chat

GoogleFit score: 98/100
2
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicFit score: 92/100
3
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIFit score: 84/100
4
Claude Sonnet 5.5

image understanding, multimodal chat

AnthropicFit score: 83/100
5
Claude Opus 5.5

image understanding, multimodal chat

AnthropicFit score: 77/100
6
GPT‑6 Luna

image understanding, multimodal chat

OpenAIFit score: 77/100

Catalog activity

OpenRouter alternatives for teams that need cost control

What to check before you move off OpenRouter: multi-model access, BYOK, project budgets, domestic providers, and cost reporting, compared in one place.

Open ranking
1
Claude Fable 5.1

image understanding, multimodal chat

AnthropicCatalog activity: 0/100
2
Claude Haiku 4.5

image understanding, multimodal chat

AnthropicCatalog activity: 0/100
3
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicCatalog activity: 0/100
4
Claude Opus 4.5

image understanding, multimodal chat

AnthropicCatalog activity: 0/100
5
Claude Opus 4.6

image understanding, multimodal chat

AnthropicCatalog activity: 0/100
6
Claude Opus 5.5

image understanding, multimodal chat

AnthropicCatalog activity: 0/100

Fit score

Best LLM API providers compared for price, coverage, and control

Compare LLM API providers on model coverage, token prices, budget controls, and OpenAI-compatible migration before you commit traffic.

Open ranking
1
‌Gemini 4 Argon

image understanding, multimodal chat

GoogleFit score: 98/100
2
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicFit score: 92/100
3
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIFit score: 84/100
4
Claude Sonnet 5.5

image understanding, multimodal chat

AnthropicFit score: 83/100
5
Claude Opus 5.5

image understanding, multimodal chat

AnthropicFit score: 77/100
6
GPT‑6 Luna

image understanding, multimodal chat

OpenAIFit score: 77/100

Fit score

Best OpenAI-compatible LLM gateway options for multi-model routing

Shortlist models for an OpenAI-compatible LLM gateway: one base_url, multi-provider routing, cost visibility, and sane fallbacks.

Open ranking
1
‌Gemini 4 Argon

image understanding, multimodal chat

GoogleFit score: 98/100
2
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicFit score: 92/100
3
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIFit score: 84/100
4
Claude Sonnet 5.5

image understanding, multimodal chat

AnthropicFit score: 83/100
5
Claude Opus 5.5

image understanding, multimodal chat

AnthropicFit score: 77/100
6
GPT‑6 Luna

image understanding, multimodal chat

OpenAIFit score: 77/100

Context

Best long-context model APIs for large documents

Compare long-context model APIs by window size, price, source, and when a big context is actually worth paying for.

Open ranking
1
GPT-6 Astra

image understanding, multimodal chat

OpenAIContext: 1050k tokens
2
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIContext: 1050k tokens
3
Claude Fable 5.1

image understanding, multimodal chat

AnthropicContext: 1000k tokens
4
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicContext: 1000k tokens
5
Claude Opus 4.6

image understanding, multimodal chat

AnthropicContext: 1000k tokens
6
Claude Opus 5.5

image understanding, multimodal chat

AnthropicContext: 1000k tokens

Fit score

Best agent model APIs for tool-calling workflows

Compare model APIs for agents that need tools, JSON mode, long context, and a budget you can live with.

Open ranking
1
‌Gemini 4 Argon

image understanding, multimodal chat

GoogleFit score: 98/100
2
Claude Haiku 5.5

image understanding, multimodal chat

AnthropicFit score: 92/100
3
GPT-6.1 Sol

image understanding, multimodal chat

OpenAIFit score: 84/100
4
Claude Sonnet 5.5

image understanding, multimodal chat

AnthropicFit score: 83/100
5
Claude Opus 5.5

image understanding, multimodal chat

AnthropicFit score: 77/100
6
GPT‑6 Luna

image understanding, multimodal chat

OpenAIFit score: 77/100