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Reference Guide

The AI Model Reference

Every model that matters, in one place. Who made it, whether you can run it yourself, how smart it is, and what to use it for.

How to Read the Intelligence Column

There is no industry-standard word for how smart a model is, so this guide uses a four-rung scale that is independent of any lab. From the top:

Frontier

The top of the market. The strongest models available.

Advanced

Strong, one step below the frontier.

Standard

The balanced workhorse for everyday work.

Light

Fast and light, good enough for routine work.

For reference, Anthropic's lineup maps onto the scale as Fable (Frontier), Opus (Advanced), Sonnet (Standard) and Haiku (Light). One model sits above the scale: Mythos 5.1, Anthropic's most advanced intelligence. It is available only to select partners, so it is not a model you can buy, and it is not slotted here.

Sort:
Open:
Run:
ModelVendorOpenRunSizeContextIntelligence
Fable 5.1AnthropicClosedCloudNot publishedNot publishedFrontier
GPT-5.6 SolOpenAIClosedCloudNot published1.05MFrontier
Gemini 3.1 ProGoogleClosedCloudNot publishedNot publishedFrontier
Llama 4 MaverickMetaOpenLocal400B MoE, 17B active1MFrontier
DeepSeek V4 ProDeepSeekOpenCloud1.6T, 49B active1MFrontier
Kimi K3MoonshotOpenCloud2.8T1MFrontier
Grok 4.6xAIClosedCloudNot published500KFrontier
GLM 5.3Z.aiOpenCloud753B1MFrontier
Opus 5AnthropicClosedCloudNot publishedNot publishedAdvanced
GPT-5.6 TerraOpenAIClosedCloudNot published1.05MAdvanced
Gemini 3.8 FlashGoogleClosedCloudNot publishedNot publishedAdvanced
Llama 4 ScoutMetaOpenLocal109B MoE, 17B active10MAdvanced
Mistral Large 3MistralOpenCloud675B MoE256KAdvanced
DeepSeek V4 FlashDeepSeekOpenCloud284B, 13B active1MAdvanced
Qwen 3.5AlibabaOpenLocal or Cloud0.8B–122B256KAdvanced
Qwen 3.6AlibabaOpenLocal27B, 35B256KAdvanced
SonnetAnthropicClosedCloudNot publishedNot publishedStandard
GPT-5.6 LunaOpenAIClosedCloudNot published1.05MStandard
Gemma 4GoogleOpenLocal or CloudE2B, E4B, 12B, 26B, 31B128K–256KStandard
DeepSeek R1DeepSeekOpenLocal1.5B–671B128K–160KStandard
Nemotron 3.5 LightningNvidiaOpenLocal30B MoE, 3B active1MStandard
Command ACohereOpenLocal111B256KStandard
HaikuAnthropicClosedCloudNot publishedNot publishedLight
Mistral Small 3.2MistralOpenLocal24B128KLight
Phi 4MicrosoftOpenLocal14B16KLight
Granite 4.2IBMOpenLocal3B, 8B, 30B128KLight

The Models, One by One

What each model is, what it is for, and how to run it.

Fable 5.1

Anthropic

Frontier

Anthropic's next-generation model for knowledge work and coding. It is built for days-long projects, deep analysis, and work that needs fewer check-ins. This is the top of the ladder the rest of this guide is measured against.

ClosedCloudToolsThinkingVision

Opus 5

Anthropic

Advanced

Anthropic's powerful model for complex tasks and deep research. It handles documents, slides, spreadsheets, and analysis that needs real reasoning. One step below Fable, and the model most people mean when they say Claude is smart.

ClosedCloudToolsThinkingVision

Sonnet

Anthropic

Standard

The balanced workhorse. Sonnet is the middle of the ladder, the model that does most everyday work well without the cost or latency of the frontier tiers. It is the default choice for most people most of the time.

ClosedCloudToolsThinkingVision

Haiku

Anthropic

Light

The fast, light tier. Haiku is built for speed and cost, the model you reach for when the task is routine and you want an answer now. It is the fundamental rung of the ladder.

ClosedCloudToolsThinkingVision

GPT-5.6 Sol

OpenAI

Frontier

OpenAI's flagship model for complex reasoning and coding. Sol is the top of the GPT-5.6 family, priced at the top end, and it is the model OpenAI points you to when you are not sure where to start.

ClosedCloudToolsThinkingVision

GPT-5.6 Terra

OpenAI

Advanced

The balanced member of the GPT-5.6 family. Terra trades a little of Sol's peak capability for a lower price, and it is the model OpenAI recommends when you want to balance intelligence and cost.

ClosedCloudToolsThinkingVision

GPT-5.6 Luna

OpenAI

Standard

The cost-sensitive member of the family. Luna is built for high-volume workloads where the price per token matters more than peak intelligence, and it is dramatically cheaper than Sol.

ClosedCloudToolsThinkingVision

Gemini 3.8 Flash

Google

Advanced

Google's most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows. The Flash line is Google's fast tier, and 3.8 is the most capable of it.

ClosedCloudToolsThinkingVision

Gemini 3.1 Pro

Google

Frontier

Google's advanced intelligence model for complex problem-solving and agentic work. Pro is the top of the Gemini line, the counterpart to Fable and Sol.

ClosedCloudToolsThinkingVision

Gemma 4

Google

Standard

Google DeepMind's open family, built to deliver frontier-level performance at each size. The smaller E2B and E4B variants run on laptops and phones, while the 12B, 26B and 31B models are workstation-class. It is the open model that most closely tracks the closed Gemini line.

OpenLocal or CloudToolsThinkingVision
ollama run gemma4

Llama 4 Scout

Meta

Advanced

The smaller of Meta's two Llama 4 models, a mixture-of-experts design with 109B total parameters but only 17B active at any moment. That sparsity is what lets a model this capable run on hardware that could never hold 109B dense parameters.

OpenLocalToolsVision
ollama run llama4:scout

Llama 4 Maverick

Meta

Frontier

Meta's largest open model, 400B parameters with 17B active. It is the most capable model Meta has released, and it is the default answer when someone asks what the strongest open model is.

OpenLocalToolsVision
ollama run llama4:maverick

Mistral Large 3

Mistral

Advanced

Mistral's flagship, a 675B mixture-of-experts model released under Apache 2.0. It is open-weight but too large to run on consumer hardware, so it runs on Ollama's cloud. The European answer to the American and Chinese frontier models.

OpenCloudToolsVision
ollama run mistral-large-3:675b-cloud

Mistral Small 3.2

Mistral

Light

Mistral's small model, 24B parameters, built for function calling and instruction following. It is the model you run locally when you want Mistral quality without the datacenter.

OpenLocalToolsVision
ollama run mistral-small3.2

DeepSeek V4 Pro

DeepSeek

Frontier

DeepSeek's flagship, a 1.6-trillion-parameter mixture-of-experts model with three reasoning modes (none, thinking, max). It is the Chinese frontier model that reset the market's price expectations, and it runs on Ollama's cloud.

OpenCloudToolsThinking
ollama run deepseek-v4-pro:cloud

DeepSeek V4 Flash

DeepSeek

Advanced

The efficient member of the V4 series, 284B total with 13B active, built for reasoning across a 1M-token window at a fraction of the Pro cost.

OpenCloudToolsThinking
ollama run deepseek-v4-flash:cloud

DeepSeek R1

DeepSeek

Standard

The open reasoning model that started the current wave. R1 is MIT-licensed and comes in distilled sizes from 1.5B up to the full 671B, so it runs on everything from a laptop to a cluster. Its reasoning patterns were distilled into the smaller Qwen and Llama models.

OpenLocalToolsThinking
ollama run deepseek-r1

Qwen 3.5

Alibaba

Advanced

Alibaba's open multimodal family, spanning 0.8B to 122B parameters and 201 languages. It is the most widely pulled open model family on Ollama, and the 122B variant is the strongest of the line.

OpenLocal or CloudToolsThinkingVision
ollama run qwen3.5

Qwen 3.6

Alibaba

Advanced

The follow-up to Qwen 3.5, focused on agentic coding and thinking preservation. It is built for developers who want a stable, productive coding experience from an open model.

OpenLocalToolsThinkingVision
ollama run qwen3.6

Kimi K3

Moonshot

Frontier

Moonshot's flagship, a 2.8-trillion-parameter model and the world's first open 3T-class model. It is natively multimodal and built for long-horizon coding and knowledge work, and it runs on Ollama's cloud.

OpenCloudToolsThinkingVision
ollama run kimi-k3:cloud

Grok 4.6

xAI

Frontier

xAI's flagship, the model behind the Grok assistant on X. It is closed and cloud-only, with a 500K context window and a knowledge cutoff of February 2026. xAI positions it as the most intelligent and fastest model they have built.

ClosedCloudToolsThinkingVision

Nemotron 3.5 Lightning

Nvidia

Standard

Nvidia's open 30B mixture-of-experts model with only 3B active parameters, built for always-on agents. The sparsity gives it four times the throughput of similar-sized models, which is what you want for an agent that runs all day.

OpenLocalToolsThinking
ollama run nemotron-3.5-lightning

GLM 5.3

Z.ai

Frontier

Z.ai's flagship, the most capable open-weights model for coding, with major gains on long-horizon agentic tasks. It is 753B parameters with a 1M context window, and it approaches Claude Opus on coding benchmarks. Z.ai is the consumer brand of Zhipu AI.

OpenCloudToolsThinking
ollama run glm-5.3:cloud

Phi 4

Microsoft

Light

Microsoft's small open model, 14B parameters, built for reasoning and logic in memory-constrained environments. It is the model you run when the machine is modest and the task is focused.

OpenLocal
ollama run phi4

Command A

Cohere

Standard

Cohere's 111B open model, built for enterprise RAG and tool use. It is trained specifically for the final step of retrieval-augmented generation, which makes it a strong choice for business applications that answer from a document base.

OpenLocalTools
ollama run command-a

Granite 4.2

IBM

Light

IBM's enterprise-ready open family, released under Apache 2.0. Granite is built for governance, risk and compliance use, with tool use, thinking mode and structured JSON output. It is the model enterprises pick when the licence and the audit trail matter as much as the capability.

OpenLocalToolsThinking
ollama run granite4.2

Want the full picture?

The written guide covers which tools each model supports, how local models compare to the cloud on privacy, and the hardware you need to run them yourself.

Read the full guide