ModelPriceWatch.com
Last scan 2026-10-17 Models tracked 290 Providers 40 Cheapest paid Granite 4.0 H Micro $0.017/Mtok in Every price links to its source

Best LLM APIs for Long Context Windows

LLM APIs with the largest context windows. Compare models that support 100K+ tokens for document analysis, codebase processing, and long conversations.

174 models qualify top 20 shown sorted by context window, largest first
1Meta

Llama 4 Scout

$0.168 /1M blended

$0.110 in · $0.340 out · 10M ctx

2Google

Gemini 3.1 Pro

$4.50 /1M blended

$2.00 in · $12.00 out · 2M ctx

3OpenAI

GPT-6 Luna

$0.200 /1M blended

$0.100 in · $0.500 out · 1M ctx

MODELPRICEWATCH.COM · 2026-10-17

Cost calculator for this use casemonthly cost, top 3 models

1 Llama 4 Scout
$—
2 Gemini 3.1 Pro
$—
3 GPT-6 Luna
$—

Full ranking — top 20 models

list prices, USD per 1M tokens
Top 20 models for Best LLM APIs for Long Context Windows, ranked by context window, largest first
Model Blended* Input Output Context Provider
1Llama 4 Scout $0.168 $0.110 $0.340 10M Meta
2Gemini 3.1 Pro $4.50 $2.00 $12.00 2M Google
3GPT-6 Luna $0.200 $0.100 $0.500 1M OpenAI
4GPT-5.6 Luna $0.450 $0.200 $1.20 1M OpenAI
5GPT-6.1 Sol $4.00 $2.00 $10.00 1M OpenAI
6GPT-6 Sol $4.00 $2.00 $10.00 1M OpenAI
7GPT-5.6 Terra $4.50 $2.00 $12.00 1M OpenAI
8GPT-5.6 Sol $8.00 $4.00 $20.00 1M OpenAI
9GPT-5.5 $11.25 $5.00 $30.00 1M OpenAI
10GPT-6 Astra $20.00 $10.00 $50.00 1M OpenAI
11GPT-5.4 Pro $67.50 $30.00 $180.00 1M OpenAI
12GPT-5.5 Pro $67.50 $30.00 $180.00 1M OpenAI
13Gemini 3 Flash Preview $1.13 $0.500 $3.00 1M Google
14Hy4 preview $1.25 $0.834 $2.50 1M Tencent
15Muse Spark 1.1 $2.00 $1.25 $4.25 1M Meta
16Muse Spark 1.2 $2.00 $1.25 $4.25 1M Meta
17Muse Spark 1.3 $2.00 $1.25 $4.25 1M Meta
18Gemini 4 Argon $4.00 $2.00 $10.00 1M Google
19Ember-1 $6.00 $3.00 $15.00 1M Fireworks
20Kimi K3 $6.00 $3.00 $15.00 1M Moonshot
Ranking basis: context window, largest first. * Blended = (3×input + 1×output) ÷ 4. Every price links to its source on the model page.

Recent price movement in this ranking

price-only deltas · logged by the daily scan

3 of the top 20 long context models have re-priced since we began tracking · last checked .

Models in this Best LLM APIs for Long Context Windows ranking that have re-priced since tracking began, most recent move first
Model Changes Latest move Provider
GPT-5.6 Sol 1 price cut on : $5.00/$30.00 → $4.00/$20.00 /Mtok OpenAI
GPT-5.6 Luna 1 price cut on : $1.00/$6.00 → $0.200/$1.20 /Mtok OpenAI
GPT-5.6 Terra 1 price cut on : $2.50/$15.00 → $2.00/$12.00 /Mtok OpenAI
Changes = distinct price moves logged since tracking began; in/out prices are $ per 1M tokens. MODELPRICEWATCH.COM · 2026-10-17

Most recently, GPT-5.6 Sol cut its price on — a sign pricing in this category is still moving, so re-check before committing to a long-term choice. See all recent price moves →

How models are selected

Models with 100K+ token context windows, sorted by context size (largest first); models tied on context size list the maker's own row first, then cheapest blended price.

Prices are per million tokens (Mtok), sourced directly from — and linked to — official provider pricing pages. "Blended cost" is (3×input + 1×output) ÷ 4 — weighted toward input because real workloads read far more tokens than they generate.

Other use case rankings