/ 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

Pick a cheap LLM API by real price, context size, and what you can ship, then check monthly cost before you route 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 260128

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
4
Doubao Seedance 2 0 Fast 260128

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
5
Doubao Seedance 2 0 Mini 260615

image understanding, multimodal chat

DoubaoBlended price: USD 0.000/1M
6
Doubao Seedream 4 0 250828

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 V3.2 CN

Chinese Q&A, general chat

DeepSeekFit score: 80/100
2
Deepseek V4 Flash CN

Chinese Q&A, general chat

DeepSeekFit score: 80/100
3
Deepseek V4 PRO CN

Chinese Q&A, general chat

DeepSeekFit score: 80/100
4
Doubao Seed 2 0 Code

Chinese Q&A, general chat

VolcengineFit score: 80/100
5
Doubao Seed 2 0 Lite

Chinese Q&A, general chat

VolcengineFit score: 80/100
6
Doubao Seed 2 0 Mini

Chinese Q&A, general chat

VolcengineFit score: 80/100

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
Anthropic: Claude Haiku 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
2
Anthropic: Claude Opus 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
3
Anthropic: Claude Opus 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
4
Anthropic: Claude Sonnet 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
5
Anthropic: Claude Sonnet 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
6
FLUX.2 Flex

image understanding, multimodal chat

Black Forest LabsFit score: 80/100

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
Anthropic: Claude Haiku 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
2
Anthropic: Claude Opus 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
3
Anthropic: Claude Opus 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
4
Anthropic: Claude Sonnet 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
5
Anthropic: Claude Sonnet 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
6
FLUX.2 Flex

image understanding, multimodal chat

Black Forest LabsFit score: 80/100

Catalog activity

OpenRouter alternatives for teams that need cost control

Evaluate OpenRouter alternatives when you need multi-model access plus budgets, BYOK, domestic providers, and usage reporting.

Open ranking
1
Anthropic: Claude Haiku 4.5

image understanding, multimodal chat

AnthropicCatalog activity: 70/100
2
Anthropic: Claude Opus 4.5

image understanding, multimodal chat

AnthropicCatalog activity: 70/100
3
Anthropic: Claude Opus 4.6

image understanding, multimodal chat

AnthropicCatalog activity: 70/100
4
Anthropic: Claude Sonnet 4.5

image understanding, multimodal chat

AnthropicCatalog activity: 70/100
5
Anthropic: Claude Sonnet 4.6

image understanding, multimodal chat

AnthropicCatalog activity: 70/100
6
FLUX.2 Flex

image understanding, multimodal chat

Black Forest LabsCatalog activity: 70/100

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
Anthropic: Claude Haiku 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
2
Anthropic: Claude Opus 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
3
Anthropic: Claude Opus 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
4
Anthropic: Claude Sonnet 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
5
Anthropic: Claude Sonnet 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
6
FLUX.2 Flex

image understanding, multimodal chat

Black Forest LabsFit score: 80/100

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
OpenAI: GPT-5.4

image understanding, multimodal chat

OpenAIContext: 1050k tokens
2
OpenAI: GPT-5.4 Pro

image understanding, multimodal chat

OpenAIContext: 1050k tokens
3
OpenAI: GPT-5.5

image understanding, multimodal chat

OpenAIContext: 1050k tokens
4
OpenAI: GPT-5.6 Luna

image understanding, multimodal chat

OpenAIContext: 1050k tokens
5
OpenAI: GPT-5.6 Sol

image understanding, multimodal chat

OpenAIContext: 1050k tokens
6
OpenAI: GPT-5.6 Terra

image understanding, multimodal chat

OpenAIContext: 1050k 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
Anthropic: Claude Haiku 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
2
Anthropic: Claude Opus 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
3
Anthropic: Claude Opus 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
4
Anthropic: Claude Sonnet 4.5

image understanding, multimodal chat

AnthropicFit score: 80/100
5
Anthropic: Claude Sonnet 4.6

image understanding, multimodal chat

AnthropicFit score: 80/100
6
Google: Gemini 2.5 Flash

image understanding, multimodal chat

GoogleFit score: 80/100