Long context models, ranked

A long context buys you the option to skip retrieval altogether and hand the model the whole document. The cost grows linearly with what you send, so if most of the prompt repeats between calls, pick a model with cheap cached input — that one column changes the monthly bill more than the model choice does.

Most used in this category

Each model's share of this category's usage over the last 30 days, and its output price per 1M tokens in toman.

  1. 1Gemini 3.8 Flash50% share1,298,323 toman
  2. 2Gemini 2.5 Flash Lite30% share138,488 toman
  3. 3Gemini 3.1 Flash Lite5.7% share519,329 toman
  4. 4Claude Sonnet 54.7% share3,462,194 toman
  5. 5Gemini 2.5 Flash4.1% share865,548 toman

Best value in this category

Score out of 100: 50% cheapness, 30% capabilities, 20% context size — not a quality benchmark.

#ModelContext (tokens)≈ 1,000 words (toman)Score
11GLM Flash LatestContext (tokens)1,048,576≈ 1,000 words (toman)54Score88.9
22Qwen3.7 FlashContext (tokens)1,000,000≈ 1,000 words (toman)72Score85.6
33GPT-6 Luna Pro (batch)Context (tokens)1,050,000≈ 1,000 words (toman)135Score84.9
44GPT-6 Luna (batch)Context (tokens)1,050,000≈ 1,000 words (toman)135Score84.9
55Claude Haiku 5.5 (batch)Context (tokens)1,000,000≈ 1,000 words (toman)135Score84.8
66GPT-5 Nano (batch)Context (tokens)400,000≈ 1,000 words (toman)101Score84.7
77Ling 3.0 TinyContext (tokens)262,144≈ 1,000 words (toman)27Score82.4
88Ling 3.0 FlashContext (tokens)262,144≈ 1,000 words (toman)38Score81.9
99GLM 5.3 Flash (batch)Context (tokens)1,048,576≈ 1,000 words (toman)104Score81.7
1010Gemma 4 26B A4BContext (tokens)262,144≈ 1,000 words (toman)67Score81.7
1111ExtractContext (tokens)1,000,000≈ 1,000 words (toman)18Score81.1
1212SummarizeContext (tokens)1,000,000≈ 1,000 words (toman)18Score81.1
1313Gemini 2.5 Flash LiteContext (tokens)1,048,576≈ 1,000 words (toman)225Score79.4
1414Qwen3.5-FlashContext (tokens)1,000,000≈ 1,000 words (toman)146Score77.9
1515Ternary Bonsai 2 9BContext (tokens)262,144≈ 1,000 words (toman)95Score77.9

Full list of long-context models for documents and codebases with prices →