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VentureBeat ML · 2026/7/21 19:59:58

Google's Gemini 3.6 Flash model cuts AI agent token costs by up to 65% on long horizon engineering tasks —and 3.5 Pro is on the way
AI 中文解读
核心亮点:Google DeepMind发布的三款新AI模型,在复杂工程任务上通过减少token消耗,让成本最高直降65%,堪称AI界的“省钱高手”。
通俗解读:AI按“字数”收钱,每个字就是一个token。过去让AI长思考、多步骤干活,token烧得飞快。新模型就像精打细算的管家,用更少的词就把事办明白——虽然每千字单价没降太多,但总花费大大减少。比如Gemini 3.6 Flash在处理长期工程任务时,比前代便宜近三分之二;而更便宜的Gemini 3.5 Flash-Lite速度却比老款快2倍,企业可以根据要“省钱”还是“要快”灵活选。
实际影响:对普通人来说,用AI修bug、写代码或处理复杂文档时,反应更快、账单更低。企业能更低成本部署AI“数字员工”做自动化运维、安全检测。开发者也能用更少的钱在APP里集成AI,让手机上的智能助手变得更聪明、更愿意“多跑几圈”。
Google DeepMind today released three new proprietary AI models it says are among its most token-efficient yet: Gemini 3.6 Flash, Gemini 3.5 Flash-Lite, and Gemini 3.5 Flash Cyber. The models aim to make AI agents faster, smarter, and cheaper at scale. Google is pricing Gemini 3.6 Flash at $1.50 per one million input tokens and $7.50 per one million output tokens through its application programming interface (API), while Gemini 3.5 Flash-Lite costs a staggeringly cheap $0.30/$2.50 per million tokens in/out. Compare that to the $1.50/$9.00 per 1M tokens for Gemini 3.5 Flash, and the $2/$12 for Gemini 3.1 Pro Preview, and the savings are considerable. However, Google's prior generation Gemini 3.1 Flash-Lite still remains the search giant's "most cost-efficient" model at $0.25/$1.50 per 1M tokens. Yet, it remains 2X slower than the new, more expensive Gemini 3.5 Flash-Lite, giving those enterprises who value speed more "bang" for their buck. VB Frontier AI Model API Pricing Comparison Chart (Late July 2026 Shortlist)ModelInput ($/1M)Output ($/1M)Total ($/1M)SourceMiMo-V2.5 Flash$0.10$0.30$0.40Xiaomideepseek-v4-flash$0.14$0.28$0.42DeepSeekdeepseek-v4-pro$0.435$0.87$1.305DeepSeekMiniMax-M3$0.30$1.20$1.50MiniMaxLongCat-2.0 — limited-time promo$0.30$1.20$1.50LongCatGemini 3.1 Flash-Lite$0.25$1.50$1.75GoogleQwen3.7-Plus$0.40$1.60$2.00Alibaba CloudMiMo-V2.5$0.40$2.00$2.40XiaomiGemini 3.5 Flash-Lite$0.30$2.50$2.80GoogleLongCat-2.0 — standard$0.75$2.95$3.70LongCatMiMo-V2.5 Pro (≤256K)$1.00$3.00$4.00XiaomiGLM-5.2$1.40$4.40$5.80Z.aiGPT-5.6 Luna$1.00$6.00$7.00OpenAIGrok 4.5$2.00$6.00$8.00xAIMiMo-V2.5 Pro (>256K)$2.00$6.00$8.00XiaomiGemini 3.6 Flash$1.50$7.50$9.00GoogleQwen3.7-Max$2.50$7.50$10.00Alibaba CloudGemini 3.5 Flash$1.50$9.00$10.50GoogleGemini 3.1 Pro Preview (≤200K)$2.00$12.00$14.00GoogleGPT-5.6 Terra$2.50$15.00$17.50OpenAIGPT-5.4$2.50$15.00$17.50OpenAIKimi K3$3.00$15.00$18.00Moonshot AIGemini 3.1 Pro Preview (>200K)$4.00$18.00$22.00GoogleClaude Opus 4.8$5.00$25.00$30.00AnthropicGPT-5.5$5.00$30.00$35.00OpenAIGPT-5.5 Instant (chat-latest)$5.00$30.00$35.00OpenAISakana Fugu Ultra (≤272K)$5.00$30.00$35.00Sakana AIGPT-5.6 Sol$5.00$30.00$35.00OpenAIClaude Fable 5 / Claude Mythos 5$10.00$50.00$60.00AnthropicNo price was provided yet for the specialty Gemini 3.5 Flash Cyber model, which, as its name would imply, is designed for cybersecurity researchers and red teamers to patch bugs. While the prices are among the middle-low end of all major AI models globally, the fact that Google designed them to use less tokens overall also should drive down costs for enterprises beyond what the sticker price shows (since you'll be paying for fewer total tokens at any rate). Gemini 3.6 Flash and Gemini 3.5 Flash-Lite are available immediately through the Gemini API in Google AI Studio and Android Studio, as well as within the consumer Gemini application and Google Search. According to a separate Google blog post, Gemini 3.5 Flash Cyber will be available "exclusively available to governments and trusted partners via CodeMender soon" — CodeMender being Google's proprietary AI code bug-fixing agent released last year. As with previous Gemini models, these are all proprietary and "closed source," thus, they can only be obtained through Google's official API and that of its partners, as opposed to an open-source license like MIT or Apache 2.0. One conspicuous omission noted by developers on X and social media: where is the larger, more powerful, flagship Gemini 3.5 Pro model Google previously alluded would be released this summer? After all, Gemini 3.1 Pro, the prior flagship, debuted back in February 2026, and rivals OpenAI and Anthropic have since released several more generations of flagship updates far more powerful than Google's. Google technical staffer Logan Kilpatrick responded to one such inquiry on X, writing: "Gemini 3.5 Pro is currently testing with partners and we plan to make it broadly available as soon as it’s rea
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