LLMCost
Guides · Updated 2026-10-21

Cheapest LLMs with 200K+ Token Context Windows

Long context used to mean premium pricing. Not anymore — these models take 200K+ tokens of input, ranked cheapest first. Ideal for whole-repo coding, long-document analysis, and large RAG pipelines.

💡 Current leader: inclusionAI: Ling 3.0 Flash at $0.021 input / $0.063 output per 1M tokens.

Ranking (30 models)

#ModelInput /1MOutput /1MContext
1inclusionAI: Ling 3.0 Flash
inclusionai
$0.021$0.063262K
2Nex AGI: Nex-N2.5-Mini
nex-agi
$0.025$0.100262K
3OpenAI: GPT-5 Nano (batch)
openai
$0.025$0.200400K
4Qwen: Qwen3.7 Flash
qwen
$0.030$0.1301M
5Z.ai: GLM 5.2
z-ai
$0.034$7.001.0M
6ScaleDown: Summarize
scaledown
$0.040Free1M
7ScaleDown: Extract
scaledown
$0.040Free1M
8Inception: Mercury 2.5
inception
$0.040$0.150260K
9Qwen: Qwen3.8 27B
qwen
$0.040$1.351M
10DeepSeek: DeepSeek V4 Flash Latest
~deepseek
$0.048$0.1571.0M
11DeepSeek: DeepSeek Flash Latest
~deepseek
$0.049$0.3751.0M
12DeepSeek: DeepSeek V4.1 Flash
deepseek
$0.049$0.3751.0M
13OpenAI: GPT-5 Nano
openai
$0.050$0.400400K
14Anthropic: Claude Haiku 5.5 (batch)
anthropic
$0.050$0.2501M
15Upstage: Solar Mini 4
upstage
$0.050$0.200524K
16OpenAI: GPT-6 Luna Pro (batch)
openai
$0.050$0.2501.1M
17OpenAI: GPT-6 Luna (batch)
openai
$0.050$0.2501.1M
18DeepSeek: DeepSeek V4.1 Flash (batch)
deepseek
$0.050$0.1501.0M
19Z.ai: GLM 5.3 Flash (batch)
z-ai
$0.050$0.1801.0M
20Google: Gemini 2.5 Flash Lite (batch)
google
$0.050$0.2001.0M
21OpenAI: GPT-4.1 Nano (batch)
openai
$0.050$0.2001.0M
22Z.ai: GLM Flash Latest
~z-ai
$0.052$0.1201.0M
23Poolside: Laguna XS 2.1
poolside
$0.060$0.120262K
24NVIDIA: Nemotron 3 Nano 30B A3B
nvidia
$0.060$0.240262K
25Amazon: Nova Lite 1.0
amazon
$0.060$0.240300K
26Z.ai: GLM 4.7 Flash
z-ai
$0.060$0.400200K
27Qwen: Qwen3.5-Flash
qwen
$0.065$0.2601M
28NVIDIA: Nemotron 3.5 Lightning
nvidia
$0.070$0.200262K
29Qwen: Qwen3 Coder 30B A3B Instruct
qwen
$0.070$0.280262K
30inclusionAI: Ling 3.1 Flash
inclusionai
$0.075$0.225262K

Prices are list prices via OpenRouter, verified 2026-10-21. Provider first-party pricing may differ (volume discounts, batch tiers).

FAQ

Which is the cheapest LLM with a 200K token context window?
Several open-weight models now offer 128K–1M token contexts at budget prices. The live ranking above reflects current pricing — it shifts as providers compete on long-context cost.
Does long context cost more per token?
Some providers charge tiered pricing above certain context lengths (e.g., >128K or >200K prompts). The prices shown are base tiers; check each provider for overage tiers on very large prompts.
Do I actually need 200K context?
Only if your workload feeds very large inputs: whole-codebase analysis, book-length documents, or retrieval with many chunks. For typical chat/RAG, 32K–128K is plenty and cheaper.

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