{"id":15260428,"date":"2026-08-19T02:00:00","date_gmt":"2026-08-19T06:00:00","guid":{"rendered":"https:\/\/www.inthacity.com\/news\/glm-5-3-hits-the-api-at-1-4-4-4-per-million-tokens\/"},"modified":"2026-08-19T02:33:38","modified_gmt":"2026-08-19T06:33:38","slug":"glm-5-3-hits-the-api-at-1-4-4-4-per-million-tokens","status":"publish","type":"post","link":"https:\/\/www.inthacity.com\/news\/glm-5-3-hits-the-api-at-1-4-4-4-per-million-tokens\/","title":{"rendered":"GLM-5.3 hits the API at $1.4\/$4.4 per million tokens"},"content":{"rendered":"<p>After a <a href=\"https:\/\/venturebeat.com\/technology\/glm-5-3-is-here-with-advanced-cyber-capabilities-and-reportedly-already-found-a-serious-vulnerability-in-cursor\">stunning debut last week<\/a> with cyber capabilities so advanced they reportedly found a previously undetected vulnerability in Cursor, GLM-5.3, the new frontier open source language model from Chinese startup z.ai, has <a href=\"https:\/\/x.com\/Zai_org\/status\/2089816129011098048?s=20\">now hit the application programming interface (API)<\/a> \u2014 allowing developers the ability to build atop it and plug it into their agents and applications. <\/p>\n<p>Developers who previously subscribed to a GLM Coding Plan are currently limited to the OpenAI Chat Completions-compatible protocol. Z.ai said it plans to make the model&#x27;s weights openly available, but a precise date and licensing remain to be seen. <\/p>\n<p>On the API, the price is unchanged from <b>GLM-5.2: $1.40 per million input tokens and $4.40 per million output tokens<\/b>. Cached input costs $0.26 per million tokens, while Z.ai currently lists cached-input storage as free for a limited time. <\/p>\n<p>That means developers can move to the new generation without taking a higher posted per-token rate from Z.ai, even as the company claims substantially stronger coding and long-horizon agent performance.<br \/>\nAt those rates, GLM-5.3 sits well below several of the highest-end frontier APIs. <\/p>\n<table>\n<tbody>\n<tr>\n<td>\n<p><b>Model<\/b><\/p>\n<\/td>\n<td>\n<p><b>Input ($\/1M)<\/b><\/p>\n<\/td>\n<td>\n<p><b>Output ($\/1M)<\/b><\/p>\n<\/td>\n<td>\n<p><b>Total ($\/1M)<\/b><\/p>\n<\/td>\n<td>\n<p><b>Source<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Muse Spark 1.2 Contributor<\/p>\n<\/td>\n<td>\n<p>$0.10<\/p>\n<\/td>\n<td>\n<p>$0.20<\/p>\n<\/td>\n<td>\n<p>$0.30<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/dev.meta.ai\/docs\/pricing-rate-limits\">Meta<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>MiMo-V2.5 Flash<\/p>\n<\/td>\n<td>\n<p>$0.10<\/p>\n<\/td>\n<td>\n<p>$0.30<\/p>\n<\/td>\n<td>\n<p>$0.40<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.xiaomimimo.com\/docs\/en-US\/pricing\">Xiaomi<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V4-Flash \u2014 off-peak<\/p>\n<\/td>\n<td>\n<p>$0.22<\/p>\n<\/td>\n<td>\n<p>$0.66<\/p>\n<\/td>\n<td>\n<p>$0.88<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/x.com\/deepseek_ai\/status\/2087864589895798968\">DeepSeek<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-5.6 Luna<\/p>\n<\/td>\n<td>\n<p>$0.20<\/p>\n<\/td>\n<td>\n<p>$1.20<\/p>\n<\/td>\n<td>\n<p>$1.40<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/openai.com\/index\/advancing-the-price-performance-frontier-with-gpt-5-6\/\">OpenAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>MiniMax-M3<\/p>\n<\/td>\n<td>\n<p>$0.30<\/p>\n<\/td>\n<td>\n<p>$1.20<\/p>\n<\/td>\n<td>\n<p>$1.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.minimax.io\/subscribe\/token-plan?tab=api-enterprise\">MiniMax<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LongCat-2.0 \u2014 limited-time promo<\/p>\n<\/td>\n<td>\n<p>$0.30<\/p>\n<\/td>\n<td>\n<p>$1.20<\/p>\n<\/td>\n<td>\n<p>$1.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/longcat.chat\/platform\/docs\/APIPayAsYouGo.html\">LongCat<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V4-Flash \u2014 peak hours<\/p>\n<\/td>\n<td>\n<p>$0.44<\/p>\n<\/td>\n<td>\n<p>$1.32<\/p>\n<\/td>\n<td>\n<p>$1.76<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/x.com\/deepseek_ai\/status\/2087864589895798968\">DeepSeek<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>MiMo-V2.5<\/p>\n<\/td>\n<td>\n<p>$0.40<\/p>\n<\/td>\n<td>\n<p>$2.00<\/p>\n<\/td>\n<td>\n<p>$2.40<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.xiaomimimo.com\/docs\/en-US\/pricing\">Xiaomi<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V4-Pro \u2014 off-peak<\/p>\n<\/td>\n<td>\n<p>$0.66<\/p>\n<\/td>\n<td>\n<p>$1.98<\/p>\n<\/td>\n<td>\n<p>$2.64<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/x.com\/deepseek_ai\/status\/2087864589895798968\">DeepSeek<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>LongCat-2.0 \u2014 standard<\/p>\n<\/td>\n<td>\n<p>$0.75<\/p>\n<\/td>\n<td>\n<p>$2.95<\/p>\n<\/td>\n<td>\n<p>$3.70<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/longcat.chat\/platform\/docs\/APIPayAsYouGo.html\">LongCat<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>MiMo-V2.5 Pro (\u2264256K)<\/p>\n<\/td>\n<td>\n<p>$1.00<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$4.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.xiaomimimo.com\/docs\/en-US\/pricing\">Xiaomi<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini 3.6 Flash \u2014 through Dec. 31, 2026<\/p>\n<\/td>\n<td>\n<p>$0.75<\/p>\n<\/td>\n<td>\n<p>$3.75<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/pricing\">Google<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini 3.7 Flash \u2014 through Dec. 31, 2026<\/p>\n<\/td>\n<td>\n<p>$0.75<\/p>\n<\/td>\n<td>\n<p>$3.75<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/pricing\">Google<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>DeepSeek-V4-Pro \u2014 peak hours<\/p>\n<\/td>\n<td>\n<p>$1.32<\/p>\n<\/td>\n<td>\n<p>$3.96<\/p>\n<\/td>\n<td>\n<p>$5.28<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/x.com\/deepseek_ai\/status\/2087864589895798968\">DeepSeek<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Muse Spark 1.1 \/ 1.2<\/p>\n<\/td>\n<td>\n<p>$1.25<\/p>\n<\/td>\n<td>\n<p>$4.25<\/p>\n<\/td>\n<td>\n<p>$5.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/dev.meta.ai\/docs\/pricing-rate-limits\">Meta<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>GLM-5.3<\/b><\/p>\n<\/td>\n<td>\n<p><b>$1.40<\/b><\/p>\n<\/td>\n<td>\n<p><b>$4.40<\/b><\/p>\n<\/td>\n<td>\n<p><b>$5.80<\/b><\/p>\n<\/td>\n<td>\n<p><b><\/b><a href=\"https:\/\/docs.z.ai\/guides\/overview\/pricing\"><b>Z.AI<\/b><\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Grok 4.6 \u2014 &lt;200K prompt tokens<\/p>\n<\/td>\n<td>\n<p>$2.00<\/p>\n<\/td>\n<td>\n<p>$6.00<\/p>\n<\/td>\n<td>\n<p>$8.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/docs.x.ai\/developers\/models\/grok-4.6\">xAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>MiMo-V2.5 Pro (&gt;256K)<\/p>\n<\/td>\n<td>\n<p>$2.00<\/p>\n<\/td>\n<td>\n<p>$6.00<\/p>\n<\/td>\n<td>\n<p>$8.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.xiaomimimo.com\/docs\/en-US\/pricing\">Xiaomi<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Qwen3.8-Max<\/p>\n<\/td>\n<td>\n<p>$2.00<\/p>\n<\/td>\n<td>\n<p>$6.00<\/p>\n<\/td>\n<td>\n<p>$8.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/www.qwencloud.com\/models\/qwen3.8-max\">QwenCloud<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini 3.6 Flash \u2014 starting Jan. 1, 2027<\/p>\n<\/td>\n<td>\n<p>$1.50<\/p>\n<\/td>\n<td>\n<p>$7.50<\/p>\n<\/td>\n<td>\n<p>$9.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/pricing\">Google<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Gemini 3.7 Flash \u2014 starting Jan. 1, 2027<\/p>\n<\/td>\n<td>\n<p>$1.50<\/p>\n<\/td>\n<td>\n<p>$7.50<\/p>\n<\/td>\n<td>\n<p>$9.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/pricing\">Google<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-5.6 Terra<\/p>\n<\/td>\n<td>\n<p>$2.00<\/p>\n<\/td>\n<td>\n<p>$12.00<\/p>\n<\/td>\n<td>\n<p>$14.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/openai.com\/index\/advancing-the-price-performance-frontier-with-gpt-5-6\/\">OpenAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Grok 4.6 \u2014 \u2265200K prompt tokens<\/p>\n<\/td>\n<td>\n<p>$4.00<\/p>\n<\/td>\n<td>\n<p>$12.00<\/p>\n<\/td>\n<td>\n<p>$16.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/docs.x.ai\/developers\/models\/grok-4.6\">xAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-5.4<\/p>\n<\/td>\n<td>\n<p>$2.50<\/p>\n<\/td>\n<td>\n<p>$15.00<\/p>\n<\/td>\n<td>\n<p>$17.50<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/openai.com\/api\/pricing\/\">OpenAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Kimi K3<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$15.00<\/p>\n<\/td>\n<td>\n<p>$18.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.kimi.ai\/docs\/pricing\/chat-k3\">Moonshot AI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Claude Opus 5<\/p>\n<\/td>\n<td>\n<p>$5.00<\/p>\n<\/td>\n<td>\n<p>$25.00<\/p>\n<\/td>\n<td>\n<p>$30.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/pricing\">Anthropic<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Sakana Fugu Ultra (\u2264272K)<\/p>\n<\/td>\n<td>\n<p>$5.00<\/p>\n<\/td>\n<td>\n<p>$30.00<\/p>\n<\/td>\n<td>\n<p>$35.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/console.sakana.ai\/pricing#subscription-plan\">Sakana AI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-5.6 Sol \u2014 Standard mode<\/p>\n<\/td>\n<td>\n<p>$5.00<\/p>\n<\/td>\n<td>\n<p>$30.00<\/p>\n<\/td>\n<td>\n<p>$35.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/openai.com\/index\/advancing-the-price-performance-frontier-with-gpt-5-6\/\">OpenAI<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Claude Fable 5 \/ Claude Mythos 5<\/p>\n<\/td>\n<td>\n<p>$10.00<\/p>\n<\/td>\n<td>\n<p>$50.00<\/p>\n<\/td>\n<td>\n<p>$60.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/platform.claude.com\/docs\/en\/about-claude\/models\/overview\">Anthropic<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>GPT-5.6 Sol \u2014 Fast mode<\/p>\n<\/td>\n<td>\n<p>$10.00<\/p>\n<\/td>\n<td>\n<p>$60.00<\/p>\n<\/td>\n<td>\n<p>$70.00<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/openai.com\/index\/advancing-the-price-performance-frontier-with-gpt-5-6\/\">OpenAI<\/a><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Using the simple VentureBeat comparison of one million input tokens plus one million output tokens, GLM-5.3 comes to $5.80, versus $8 for <a href=\"https:\/\/venturebeat.com\/technology\/spacexai-debuts-grok-4-6-overtaking-kimi-k3s-performance-and-matching-gpt-5-6-sol-for-worlds-third-best-on-artificial-analysis\">Grok 4.6 <\/a>at its lower context rate, $18 for<a href=\"https:\/\/venturebeat.com\/technology\/kimi-k3s-full-weights-are-here-but-theyre-open-with-a-caveat-what-enterprises-should-know\"> Kimi K3,<\/a> $30 for <a href=\"https:\/\/venturebeat.com\/orchestration\/anthropic-launches-claude-opus-5-a-cheaper-ai-model-for-coding-agents-and-enterprise-workflows\">Claude Opus 5<\/a> and $35 for <a href=\"https:\/\/venturebeat.com\/technology\/openai-unveils-gpt-5-6-sol-terra-and-luna-models-but-only-accessible-to-limited-preview-partners-for-now-per-us-gov\">GPT-5.6 Sol<\/a>. <\/p>\n<p>That is not a workload-cost estimate \u2014 real bills depend heavily on the input\/output mix, caching and token consumption \u2014 but it makes the relative API price tier easy to see.<\/p>\n<p>GLM-5.3 is not the cheapest capable model available. Google\u2019s current introductory price for Gemini 3.7 Flash is $0.75 per million input tokens and $3.75 per million output tokens through Dec. 31, 2026, while OpenAI\u2019s GPT-5.6 Luna is priced at $0.20 input and $1.20 output. <\/p>\n<p>Still, Z.ai\u2019s price puts GLM-5.3 into a notably lower cost band than the premium frontier models it is increasingly benchmarked against.<\/p>\n<p>That comparison has become more relevant following the latest independent results. <a href=\"https:\/\/x.com\/ArtificialAnlys\/status\/2089830890709135426\/photo\/1\">Artificial Analysis gives GLM-5.3 a score of 60 on its Intelligence Index<\/a>, tying Kimi K3 as the top performing open weights model in the world, and scoring seven points higher than GLM-5.2. I<\/p>\n<p>ts analysis also estimates GLM-5.3 at about $0.68 per Intelligence Index task, versus roughly $0.44 for GLM-5.2, despite the identical API token prices.<\/p>\n<p>The difference underscores an important caveat in headline API pricing: Artificial Analysis found GLM-5.3 more verbose than its predecessor, so flat per-token rates do not necessarily mean flat costs for a completed workload.<\/p>\n<p>For developers, though, the immediate change is straightforward: GLM-5.3 is now callable through Z.ai\u2019s API at the same $1.40\/$4.40 per-million-token rate as GLM-5.2, giving teams another relatively low-cost option for testing frontier-class coding and agent workloads.<\/p>\n<p class=\"inmi-source\">Source: <a href=\"https:\/\/venturebeat.com\/technology\/glm-5-3-hits-the-api-at-1-4-4-4-per-million-tokens\" target=\"_blank\" rel=\"noopener nofollow\">TECH &#8211; VentureBeat<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>After a stunning debut last week with cyber capabilities so advanced they reportedly found a previously undetected vulnerability in Cursor, GLM-5.3, the new frontier open source language model from Chinese startup z.ai, has now hit the application programming interface (API)\u2026<\/p>\n","protected":false},"author":1,"featured_media":15260430,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[214],"tags":[],"class_list":["post-15260428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech"],"featured_image_urls":{"full":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"thumbnail":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-300x169.png",300,169,true],"medium":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-620x349.png",620,349,true],"medium_large":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-768x432.png",768,432,true],"large":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"1536x1536":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"2048x2048":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"post-thumbnail":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"ignition_item":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-670x446.png",670,446,true],"ignition_item_lg":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm.png",800,450,false],"ignition_article_media":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-510x450.png",510,450,true],"ignition_minicart_item":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-160x160.png",160,160,true],"profile_24":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-24x24.png",24,24,true],"profile_48":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-48x48.png",48,48,true],"profile_96":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-96x96.png",96,96,true],"profile_150":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-150x150.png",150,150,true],"profile_300":["https:\/\/www.inthacity.com\/news\/wp-content\/uploads\/2026\/08\/15260428-chatgpt_image_aug_18__2026__09_59_34_pm-300x300.png",300,300,true]},"author_info":{"display_name":"news.iNthacity","author_link":"https:\/\/www.inthacity.com\/news\/author\/atombo\/"},"category_info":"<a 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