Observatory
AI Model Observatory
Structured data on significant AI models, maintained from official announcements and documentation. Each entry tracks capability, access and limitations - not marketing claims.
| Model | Developer | Released | Type | Context | Modalities | Reasoning | Tools | Weights |
|---|---|---|---|---|---|---|---|---|
| Claude Opus 4 | Anthropic | 2025-05-22 | Large language model | 200K | text, image | Yes | Yes | closed |
| Claude Sonnet 4 | Anthropic | 2025-05-22 | Large language model | 200K | text, image | Yes | Yes | closed |
| Qwen3 | Alibaba Cloud | 2025-04-29 | Large language model | 131K | text | Yes | Yes | open |
| Gemini 2.5 Flash | Google DeepMind | 2025-04-17 | Large language model | 1.0M | text, image, audio, video | Yes | Yes | closed |
| o3 | OpenAI | 2025-04-16 | Reasoning model | 200K | text, image | Yes | Yes | closed |
| o4-mini | OpenAI | 2025-04-16 | Reasoning model | 200K | text, image | Yes | Yes | closed |
| GPT-4.1 | OpenAI | 2025-04-14 | Large language model | 1.0M | text, image | No | Yes | closed |
| Llama 4 Maverick | Meta | 2025-04-05 | Large language model (MoE) | 1.0M | text, image | No | Yes | open |
| Llama 4 Scout | Meta | 2025-04-05 | Large language model (MoE) | 10.5M | text, image | No | Yes | open |
| Gemini 2.5 Pro | Google DeepMind | 2025-03-25 | Large language model | 1.0M | text, image, audio, video | Yes | Yes | closed |
| Command A | Cohere | 2025-03-13 | Large language model | 256K | text | No | Yes | open |
| DeepSeek-R1 | DeepSeek | 2025-01-20 | Reasoning model | 128K | text | Yes | No | open |
| DeepSeek-V3 | DeepSeek | 2024-12-26 | Large language model (MoE) | 128K | text | No | Yes | open |
| Mistral Large 2 | Mistral AI | 2024-07-24 | Large language model | 128K | text | No | Yes | open |
| GPT-4o | OpenAI | 2024-05-13 | Large language model | 128K | text, image, audio | No | Yes | closed |
Model details
Claude Opus 4
- Type
- Large language model
- Modalities
- text, image
- Context window
- 200K tokens
- Max output
- 32K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Extended thinking uses additional tokens
- Image understanding but no image generation
Claude Sonnet 4
- Type
- Large language model
- Modalities
- text, image
- Context window
- 200K tokens
- Max output
- 16K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Lower capability ceiling than Opus on complex tasks
- Extended thinking available but uses more tokens
Qwen3
- Type
- Large language model
- Modalities
- text
- Context window
- 131K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- open
- Licence
- Apache 2.0
Known limitations
- Hybrid thinking mode switches between fast and reasoning
- Largest dense variant is 32B parameters
Gemini 2.5 Flash
- Type
- Large language model
- Modalities
- text, image, audio, video
- Context window
- 1.0M tokens
- Max output
- 66K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Optimised for speed over peak capability
- Lower ceiling on hard reasoning tasks than Pro
o3
- Type
- Reasoning model
- Modalities
- text, image
- Context window
- 200K tokens
- Max output
- 100K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Higher latency and cost due to chain-of-thought
- Internal reasoning tokens are not shown
o4-mini
- Type
- Reasoning model
- Modalities
- text, image
- Context window
- 200K tokens
- Max output
- 100K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Smaller model with less world knowledge than o3
- Optimised for cost over peak capability
GPT-4.1
- Type
- Large language model
- Modalities
- text, image
- Context window
- 1.0M tokens
- Max output
- 33K tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Not a reasoning model - use o-series for complex multi-step logic
Llama 4 Maverick
- Type
- Large language model (MoE)
- Modalities
- text, image
- Context window
- 1.0M tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- open
- Licence
- Llama 4 Community License
Known limitations
- MoE architecture - active parameters are a fraction of total
- Licence has commercial use restrictions above 700M monthly active users
Llama 4 Scout
- Type
- Large language model (MoE)
- Modalities
- text, image
- Context window
- 10.5M tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- No
- Weights
- open
- Licence
- Llama 4 Community License
Known limitations
- 10M token context is experimental
- Smaller active parameter count than Maverick
Gemini 2.5 Pro
- Type
- Large language model
- Modalities
- text, image, audio, video
- Context window
- 1.0M tokens
- Max output
- 66K tokens
- Reasoning
- Yes
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Very large context window but retrieval quality degrades with volume
- Thinking tokens billed separately
Command A
- Type
- Large language model
- Modalities
- text
- Context window
- 256K tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- open
- Licence
- CC-BY-NC 4.0
Known limitations
- Non-commercial licence for open weights
- Text only - no image input
DeepSeek-R1
- Type
- Reasoning model
- Modalities
- text
- Context window
- 128K tokens
- Max output
- 33K tokens
- Reasoning
- Yes
- Tool use
- No
- Agent capable
- No
- Weights
- open
- Licence
- MIT
Known limitations
- Text only - no image input
- Reasoning traces can be very long, increasing cost
- No native tool calling
DeepSeek-V3
- Type
- Large language model (MoE)
- Modalities
- text
- Context window
- 128K tokens
- Max output
- 8K tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- No
- Weights
- open
- Licence
- MIT (model), DeepSeek License (some outputs)
Known limitations
- Text only
- MoE with 37B active of 671B total parameters
Mistral Large 2
- Type
- Large language model
- Modalities
- text
- Context window
- 128K tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- open
- Licence
- Mistral Research License (non-commercial)
Known limitations
- Research licence restricts commercial use without agreement
- 123B parameters requires substantial hardware
GPT-4o
- Type
- Large language model
- Modalities
- text, image, audio
- Context window
- 128K tokens
- Max output
- 16K tokens
- Reasoning
- No
- Tool use
- Yes
- Agent capable
- Yes
- Weights
- closed
- Licence
- Proprietary
Known limitations
- Hallucination on niche domains
- No persistent memory across sessions without external tooling