Author
Affiliation

Dr. Benjamin Soltoff

Cornell University
INFO 4940/5940 - Fall 2025

Modified

October 30, 2025

table_provider(c("openai", "openai_o1"))
Warning: The value for `scale_by` cannot be changed if `suffixing` is anything other than `FALSE`.
• The value provided to `scale_by` will be ignored.
Model Speed Intelligence Context
GPT-4
8K
GPT-4 Turbo
127K
GPT-4.1
1M
Vision
GPT-4.1 mini
1M
Vision
GPT-4.1 nano
1M
Vision
GPT-4o
127K
Vision
GPT-4o mini
127K
Vision
GPT-5
400K
Vision
GPT-5 Reasoning
400K
Vision
Reasoning
GPT-5 mini
400K
Vision
GPT-5 nano
400K
Vision
o1
200K
Vision
Reasoning
o3
200K
Vision
Reasoning
o3-mini
200K
Reasoning
o4-mini
200K
Vision
Reasoning
table_provider("anthropic")
Warning: The value for `scale_by` cannot be changed if `suffixing` is anything other than `FALSE`.
• The value provided to `scale_by` will be ignored.
Model Speed Intelligence Context
Claude 3.5 Haiku
200K
Vision
Claude 3.5 Sonnet
200K
Vision
Claude 3.7 Sonnet
200K
Vision
Claude 3.7 Sonnet (Reasoning)
200K
Vision
Reasoning
Claude 4 Opus
200K
Vision
Claude 4 Opus (Reasoning)
200K
Vision
Reasoning
Claude 4 Sonnet
200K
Vision
Claude 4 Sonnet (Reasoning)
200K
Vision
Reasoning
Claude 4.1 Opus
200K
Vision
Claude 4.1 Opus (Reasoning)
200K
Vision
Reasoning
table_provider("google")
Warning: The value for `scale_by` cannot be changed if `suffixing` is anything other than `FALSE`.
• The value provided to `scale_by` will be ignored.
Model Speed Intelligence Context
Gemini 2.0 Flash
1M
Vision
Gemini 2.5 Flash
1M
Vision
Reasoning
Gemini 2.5 Flash Lite
1M
Vision
Gemini 2.5 Pro
1M
Vision
Reasoning
table_provider("perplexity")
Warning: The value for `scale_by` cannot be changed if `suffixing` is anything other than `FALSE`.
• The value provided to `scale_by` will be ignored.
Model Speed Intelligence Context
Sonar
127K
Vision
Sonar Pro
200K
Vision
Sonar Reasoning
127K
Vision
Reasoning
Sonar Reasoning Pro
127K
Vision
Reasoning
table_provider("mistral")
Warning: The value for `scale_by` cannot be changed if `suffixing` is anything other than `FALSE`.
• The value provided to `scale_by` will be ignored.
Model Speed Intelligence Context
Codestral
256K
Mistral Large
128K
Mistral Medium
128K
Mistral Nemo
128K
Mistral Small 3
32K
  • OpenAI: Widest adoption, most popular models, excellent API and tooling. Industry leader.
  • Anthropic: Focus on safety and alignment, strong coding capabilities, excellent at complex analysis and creative tasks.
  • Gemini: Google’s offering, large context windows, cheap and integrates with all things Google.
  • Perplexity: Real-time information, focus on reducing hallucinations, strong at fact-based tasks.
  • Mistral: Open-source models, GDPR compliant in Europe, transparent training.