AI Model Context & Character Limits

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Every model accepts a prompt only up to a certain size. Send more than its context window and it either truncates your prompt or refuses. This table shows the real limits and per-token prices for the models people ask about most, taken directly from the 182 models in the TPEE app. Browse and filter every one of them in the Model Selection Helper (last updated 2026-10-15 16:45).

By Jacques Botte, founder of Toptronic®. Last updated 12 September 2026.

Context windows and prices (headline models)

ModelContext windowInput $/1MOutput $/1MReleased
Kimi K31,048,576$3.00$15.0007-16-2026
Claude Fable 51M$10.00$50.0006-09-2026
GPT-5400K$1.25$10.0008-07-2025
Gemini 4 Argon1,048,576$2.00$10.0010-13-2026
DeepSeek V4 Pro1M$1.32$3.9608-13-2026
Qwen 3.7 Max1M$2.50$7.5006-01-2026
Mistral Large 3262,144$0.50$1.5012-02-2025
Grok 4.6500K$2.00$6.0008-12-2026
GLM-5204,800$1.00$3.2002-12-2026
Llama 4 Scout10M$0.08$0.3004-05-2025

HOW DID WE GET HERE

Prices and windows change often — this table is a snapshot. The full, up-to-date list of all 182 models across 23 providers ships inside the TPEE app, where the API Character Limits panel checks your prompt against the exact limit of the model you've chosen before you send it.

What one call costs

The app applies this same table to the prompt you have written. Choose the model you will paste into, and Prompt Cost shows what ONE call costs with the prompt you typed — the prompt alone, and the prompt plus the reply you expect — and then lists the cheapest models in the catalogue that can hold the whole prompt and that reply in a single call. The rates are the published per-token prices in the table above; the token count is an estimate (four characters per token), and the reply size is your own assumption, so the figure is a planning number rather than a bill.

If the prompt will not fit, Prompt Cost says so instead of guessing — a model whose context window the catalogue does not state is never listed as able to hold it. Like everything else in TPEE, it runs on your own machine and sends nothing anywhere. Browse the model catalogue or get TPEE.

Why the limit matters

A prompt that's too long for the model gets cut off mid-thought — the model never sees the end of your instructions and answers as if they weren't there. A prompt that's just under the limit, meanwhile, may leave no room for the model's own answer. TPEE's character counters and per-model limits let you size the prompt to the model you're actually paying for, so you don't discover the problem after you've spent the tokens.

Get TPEE or read the prompt engineering guide.

Buy TPEE — one-time USD $49, $99 or $299. The full Windows app, no subscription, a 14-day refund, and every purchase carries the Toptronic® Lifetime Warranty. It runs entirely on your own machine, so nothing you type leaves it.

See the plans and buy Read the questions buyers ask

Every model has its own reference page inside the app

Inside TPEE the API Character Limits panel lists all 182 models, grouped by the company that makes each one. From this build, a double-click on any model's tile opens that model's own reference page in a window you can resize, maximise and scroll in both directions. It collects in one place what would otherwise be a dozen browser tabs: the model's name and the company behind it, the day it was released, what it costs — including the point at which a long prompt starts costing more — a plain description, what the model can do and what it cannot, the problems people actually run into, what it depends on, what you can give it, what it gives back, how it is put together, what is publicly known about the data it was trained on, how that data was prepared, what it is meant for, where its limits are, and the links to the maker's own documentation so every figure can be checked at its source.

Where a maker does not publish something — and for a large hosted model the training data usually is not published — the page says so in plain words rather than filling the gap with a guess. From this build every model's tile opens its page — all 182 of them. Each page states at the top which kind it is. A sourced page is written from the maker's own documentation, with every figure traceable to a link printed at the foot of the page, and Claude Haiku 5.5 (1,000,000-token context, $0.10 and $0.50 per 1M tokens up to a 100K prompt, released 07 October 2026) is the first of those. A catalogue page is composed from the figures TPEE itself already holds — the model's context window, its price, the day it was released, and the point at which a long prompt starts costing more than a short one — and it names the maker's own documentation as the authority for everything else, rather than paraphrasing it. The panel also carries a box reading Double Click Model Tile for Full Information, because a feature nobody is told about is a feature nobody uses. The app stays 100% offline: the links are printed for you to open in your own browser, and the app never opens a connection to anything.

Choosing a model to work with got easier in the same build. A button reading Model Selection Helper sits on its own line directly under the heading of the panel above — it moved there from the right-hand side of the panel in this build, and it was renamed to match the window it opens — and it opens a window of that same name — a window you can resize, which scrolls both ways and narrows the whole catalogue on every figure the app holds: part of a model's name, the supplier column it sits in, the maker, the size of the context window (at least 8,000, 32,000, 128,000, 200,000, 256,000 or a million tokens), a ceiling on the input price and a ceiling on the output price, the models that cost nothing at all, the year a model was released, whether a release date has been published, and which kind of reference page a model has. The result can be sorted seven ways, copied to the clipboard as plain text, and any row can be selected — which makes that model the one the rest of the app is working with — or sent straight to its reference page. The panel itself now scrolls sideways as well as up and down, so a third column of suppliers is reached by dragging rather than being wrapped away. The helper reaches nothing: it filters the catalogue compiled into the app, and no figure on it comes from anywhere else. Alongside the move, every one of the 182 model tiles was checked again against the makers' own published documentation, and forty-six figures across thirty-four models were corrected where the maker's own page disagreed — several context windows that had been rounded, a handful of prices and a handful of release dates. No model was added, removed or renamed, so the catalogue still holds 182 models from 23 suppliers.

Context windows and prices: the four questions people ask

Every figure below is read from the same table further up this page. Nothing here is a separate source.

What is Claude Fable 5's context window and price per million tokens?

Claude Fable 5 has a 1M context window, with input priced at $10 per 1M tokens and output at $50 per 1M tokens.

What is GPT-5's context window and price per million tokens?

GPT-5 has a 400K context window, with input priced at $1.25 per 1M tokens and output at $10 per 1M tokens.

What is the largest context window in the full table?

Llama 4 Scout has the largest context window in the table at 10M tokens, with input priced at $0.08 per 1M tokens and output at $0.30 per 1M tokens.

Which model has the smallest context window?

Qwen3 8B has the smallest context window in the full 182-model table, at 32,768 tokens (32K). A small window is not a fault: it is the model to pick when you want the cheapest possible call and your prompt already fits.

All 182 models — context windows and prices (full plain-text table for search engines and readers without JavaScript)
TPEE API character limits: all 182 models across 23 provider groups.
ModelContext windowInput $/1MOutput $/1MReleased
Kimi K31,048,576$3.00$15.0007-16-2026
Kimi K2.7 Code262,144$0.95$4.0006-12-2026
Kimi K2.7 Code HighSpeed262,144$1.90$8.00not published
Kimi K2.6262,144$0.95$4.0004-20-2026
GPT-5.6 Sol1,050,000$4.00$20.0007-09-2026
GPT-5.6 Terra1,050,000$2.00$12.0007-09-2026
GPT-5.6 Luna1,050,000$0.20$1.2007-09-2026
GPT-5.51,050,000$5.00$30.0004-23-2026
GPT-5.5 Pro1,050,000$30.00$180.0004-23-2026
GPT-5.5 Instant1M$5.00$30.0005-05-2026
GPT-5.41,050,000$2.50$15.0003-05-2026
GPT-5.4 Pro1,050,000$30.00$180.0003-05-2026
GPT-5.4 Mini400K$0.75$4.5003-05-2026
GPT-5.4 Nano400K$0.20$1.2503-05-2026
GPT-5.3 Codex400K$1.75$14.0002-05-2026
GPT-5.2400K$1.75$14.0012-11-2025
GPT-5.2 Pro400K$21.00$168.0012-11-2025
GPT-5.1400K$1.25$10.0011-12-2025
GPT-5.1 Codex400K$1.25$10.0011-19-2025
GPT-5400K$1.25$10.0008-07-2025
GPT-5 Mini400K$0.25$2.0008-07-2025
GPT-5 Nano400K$0.05$0.4008-07-2025
GPT-4.11,047,576$2.00$8.0004-14-2025
GPT-4.1 Mini1,047,576$0.40$1.6004-14-2025
GPT-4.1 Nano1,047,576$0.10$0.4004-14-2025
o4-mini200K$1.10$4.4004-16-2025
o3-pro200K$20.00$80.0006-10-2025
o3200K$2.00$8.0004-16-2025
o3-deep-research200K$10.00$40.0006-26-2025
o3-mini200K$1.10$4.4001-31-2025
GPT-4o128,000$2.50$10.0005-13-2024
GPT-4o-mini128,000$0.15$0.6007-18-2024
GPT-5.6 Cyber400K$12.50$75.0008-07-2026
GPT-6 Astra1,050,000$10.00$50.0009-03-2026
GPT-6 Sol1,050,000$2.00$10.0009-22-2026
GPT-6 Luna1,050,000$0.10$0.5009-22-2026
GPT-6.1 Sol1,050,000$2.00$10.0009-29-2026
GPT-Rosalind1,050,000$5.00$25.0009-08-2026
Claude Haiku 5.51M$0.10$0.5010-07-2026
Claude Fable 51M$10.00$50.0006-09-2026
Claude Fable 5.11M$10.00$50.0009-01-2026
Claude Opus 51M$5.00$25.0007-24-2026
Claude Opus 5 Fast Mode1M$10.00$50.0007-24-2026
Claude Mythos 51M$10.00$50.0006-09-2026
Claude Sonnet 51M$2.00$10.0006-30-2026
Claude Opus 4.81M$5.00$25.0005-28-2026
Claude Opus 4.8 Fast Mode1M$10.00$50.0005-28-2026
Claude Opus 4.71M$5.00$25.0004-16-2026
Claude Opus 4.61M$5.00$25.0002-05-2026
Claude Opus 4.5200K$5.00$25.0011-24-2025
Claude Sonnet 4.61M$3.00$15.0002-17-2026
Claude Sonnet 4.5200K$3.00$15.0009-29-2025
Claude Haiku 4.5200K$1.00$5.0010-15-2025
Claude Opus 5.51M$4.00$20.0009-22-2026
Claude Sonnet 5.51M$2.00$10.0009-28-2026
Claude Mythos 5.11M$10.00$50.0009-01-2026
Amazon Nova 2 Lite1M$0.30$2.5011-20-2025
Amazon Nova Pro300K$0.80$3.2012-03-2024
Amazon Nova Lite300K$0.06$0.2412-03-2024
Amazon Nova Micro128,000$0.04$0.1412-03-2024
Amazon Nova Premier1M$2.50$12.5004-30-2025
DeepSeek V4 Pro1M$1.32$3.9608-13-2026
DeepSeek V4.1 Flash1M$0.30$1.2009-10-2026
Qwen3.8-Max1M$2.00$6.0008-03-2026
Qwen3.8-Flash1M$0.15$0.4708-26-2026
Qwen3.8-Flash-Next262,144$0.15$0.4708-26-2026
Qwen 3.7 Max1M$2.50$7.5006-01-2026
Qwen3.7-Plus1M$0.40$1.6006-01-2026
Qwen3.6-Plus1M$0.50$3.0004-02-2026
Qwen3.6-35B-A3B262,144$0.00$0.0004-14-2026
Qwen 3.5262,144$1.20$6.0002-16-2026
Qwen 3.5 Flash1M$0.10$0.4002-24-2026
Qwen3 Max262,144$1.20$6.0004-28-2025
Qwen3 Coder262,144$0.22$1.0007-23-2025
Qwen3 Coder Plus1M$1.00$5.0007-23-2025
Qwen3 Coder Flash1M$0.30$1.5007-23-2025
Qwen3 235B-A22B262,144$0.30$1.2004-28-2025
Qwen3 32B41,000$0.08$0.2404-28-2025
Qwen3 8B32,768$0.05$0.4004-28-2025
Qwen Plus1M$0.40$1.2004-28-2025
Qwen Max33,000$1.60$6.4004-28-2025
Qwen Turbo131,072$0.05$0.2004-28-2025
Qwen3.8-Omni-Flash1M$0.15$0.4709-18-2026
Gemini 3.1 Pro1,048,576$2.00$12.0002-19-2026
Gemini 3.1 Flash-Lite1,048,576$0.25$1.5005-07-2026
Gemini 3.6 Flash1,048,576$0.75$3.7507-21-2026
Gemini 3.8 Flash1,048,576$0.75$3.7509-02-2026
Gemini 3.5 Flash-Lite1,048,576$0.30$2.5007-21-2026
Gemini 3 Flash Preview1,048,576$0.50$3.0012-17-2025
Gemini 2.5 Pro1,048,576$1.25$10.0006-17-2025
Gemini 2.5 Flash1,048,576$0.30$2.5006-17-2025
Gemini 2.5 Flash-Lite1,048,576$0.10$0.4007-22-2025
Gemini 4 Argon1,048,576$2.00$10.0010-13-2026
Mistral Large 41M$0.68$2.0910-06-2026
Mistral Large 3262,144$0.50$1.5012-02-2025
Mistral Medium 3.5262,144$1.50$7.5004-29-2026
Mistral Small 4256,000$0.15$0.6003-16-2026
Mistral Large 2512262,144$0.50$1.5012-02-2025
Codestral 2508131,072$0.30$0.9008-01-2025
Magistral Medium40,000$2.00$5.0006-10-2025
Ministral 3B262,144$0.10$0.1012-02-2025
Grok 4.5500K$2.00$6.0007-16-2026
Grok 4.6500K$2.00$6.0008-12-2026
Grok Build 0.1256,000$1.00$2.0005-29-2026
Grok 4.31M$1.25$2.5005-15-2026
Grok 4.20 Reasoning1M$1.25$2.5003-09-2026
Grok 4.20 Multi-Agent1M$1.25$2.5003-09-2026
Grok 4.7500K$2.00$6.0009-21-2026
Grok 4.20 Non-Reasoning1M$1.25$2.5003-09-2026
Llama 4 Scout10M$0.08$0.3004-05-2025
Llama 4 Maverick1M$0.15$0.6004-05-2025
Llama 3.3 70B131,072$0.10$0.3212-06-2024
Llama 3.1 405B131,072$4.00$4.0007-23-2024
Sonar Pro Search200K$3.00$15.0002-03-2025
Sonar Pro200K$3.00$15.0002-03-2025
Sonar Deep Research128,000$2.00$8.0002-03-2025
Sonar Reasoning Pro128,000$2.00$8.0002-03-2025
Sonar127,072$1.00$1.0002-03-2025
Command A+128,000$0.00$0.0005-20-2026
Command A256,000$2.50$10.0005-22-2025
Command R+128,000$2.50$10.0004-04-2024
Command R128,000$0.15$0.6003-04-2024
Command R7B128,000$0.04$0.1512-13-2024
MiniMax M2.7204,800$0.30$1.2003-18-2026
MiniMax M31M$0.30$1.2006-01-2026
MiniMax M2.5204,800$0.30$1.2002-12-2026
MiniMax M2.1204,800$0.30$1.2012-22-2025
MiniMax M2204,800$0.30$1.2010-27-2025
MiniMax M2.7 HighSpeed204,800$0.60$2.4003-18-2026
GLM-5.21M$1.40$4.4006-16-2026
GLM-5.1204,800$1.40$4.4004-07-2026
GLM-5.31M$1.40$4.4008-18-2026
GLM-5.3-Flash1M$0.15$0.5008-26-2026
GLM-5204,800$1.00$3.2002-12-2026
GLM-4.7204,800$0.60$2.2012-22-2025
GLM-4.7-Flash131,072$0.00$0.0001-19-2026
GLM-4.7-FlashX131,072$0.07$0.40not published
GLM-4.6V-FlashX131,072$0.04$0.40not published
GLM-4.6204,800$0.60$2.2009-30-2025
GLM-4.6V131,072$0.30$0.9012-08-2025
GLM-4.5131,072$0.60$2.2007-28-2025
GLM-4.5-X131,072$2.20$8.9007-28-2025
GLM-4.5-Air131,072$0.20$1.1007-28-2025
GLM-4.5-AirX131,072$1.10$4.5007-28-2025
GLM-4.5V65,536$0.60$1.8008-11-2025
GLM-4.5-Flash131,072$0.00$0.0007-28-2025
GLM-4-32B-0414-128K131,072$0.10$0.1004-14-2025
GLM-5.3-FlashX1M$0.37$1.2509-18-2026
Hermes-4-405B131,072$1.00$3.0008-26-2025
Hermes-4-70B131,072$0.13$0.4008-26-2025
Hermes-4.3-36B524,288$0.20$0.8012-03-2025
Hermes-3-405B131,072$1.00$1.0008-01-2024
Hermes-3-70B131,072$0.70$0.7008-01-2024
Llama 3.1 8B Instant (Groq)131,072$0.05$0.0809-01-2024
Llama 3.3 70B Versatile (Groq)131,072$0.59$0.7912-06-2024
Qwen3.6-27B (Groq)131,072$0.60$3.0006-01-2026
GPT-OSS-120B (Groq)131,072$0.15$0.6008-05-2025
GPT-OSS-120B (Cerebras)131,072$0.35$0.7508-05-2025
GLM-4.7 (Cerebras)131,072$2.25$2.7504-01-2026
Gemma 4 31B (Cerebras)131,072$0.99$1.4903-01-2026
Qwen3-235B (Cerebras)131,072$0.60$1.2007-01-2026
DeepSeek V4-Pro (Together)1,048,576$1.32$3.9604-24-2026
MiniMax M3 (Together)524,288$0.30$1.2006-01-2026
GLM-5.2 (Together)1,048,575$1.40$4.4007-01-2026
Qwen3.7-Max (Together)1M$2.50$7.5006-01-2026
GPT-OSS-120B (Together)131,072$0.15$0.6008-05-2025
DeepSeek V4-Pro (Fireworks)524,288$1.74$3.4804-24-2026
DeepSeek V4-Flash (Fireworks)1M$0.14$0.2807-31-2026
GLM-5.2 (Fireworks)1,048,576$1.40$4.4007-01-2026
MiniMax M3 (Fireworks)524,288$0.30$1.2006-01-2026
Nemotron-3-Ultra (Fireworks)262,144$0.60$2.4006-01-2026
DeepSeek V4-Pro (DeepInfra)1,048,576$1.30$2.6004-24-2026
DeepSeek V4-Flash (DeepInfra)1,048,576$0.09$0.1807-31-2026
Llama-4-Maverick (DeepInfra)1,048,576$0.20$0.8004-05-2025
Llama-4-Scout (DeepInfra)320,000$0.10$0.3004-05-2025
Hermes-3-70B (DeepInfra)131,072$0.70$0.7008-01-2024
GPT-OSS-120B (DigitalOcean)131,072$0.10$0.7008-05-2025
Llama 3.3 70B (DigitalOcean)131,072$0.65$0.6512-06-2024
GLM 5.2 (DigitalOcean)202,752$1.40$4.4006-16-2026
Muse Spark 1.31,048,576$1.25$4.2509-02-2026
Muse Wonder1,050,000$4.00$20.0010-12-2026
Step 5 Preview1M$1.00$2.7009-20-2026