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Gemini Notebook is ditching its simple daily limits for a more complicated model
Google is making a big change to how Gemini Notebook works, introducing compute-based usage limits. This is similar to how Gemini already works, with usage limits based on the prompt's length, context window, and complexity. Until May this year, Google calculated Gemini's daily usage limit based on the number of prompts. This was different from how ChatGPT and Claude calculated their usage limits, which were based on token consumption. But right after I/O 2026 in May, Google switched to a similar compute-used model for Gemini. More importantly, it switched to a five-hour usage limit window instead of a 24-hour one. The changes did not apply to Gemini Notebook (then known as NotebookLM). It has continued offering prompt-based limits. These range from three audio/video overviews and 10 reports or quizzes per day on the free tier to as many as 5,000 daily chat queries and 200 audio/video overviews on the Ultra plan. However, this will change starting September 2, 2026, with Google rolling out similar compute-based usage limits. Google's support page says the following about the change: "Starting on September 2, 2026, Gemini Notebook will have compute-based usage limits that determine how much you can interact with features. The limits factor the complexity of your prompt, the models and features you use, the length of your chat and specific features. If you've hit your usage limits, you can come back later as the quota refreshes every 5 hours until you reach your weekly limit, or upgrade Gemini Notebook to get higher AI limits." Get higher Gemini Notebook limits with a Google AI plan On the free plan, "standard limits" will apply. On the AI Plus plan, you get "two times higher" usage than standard limits, while the Pro plan bumps it to four times. With AI Ultra, that usage limit goes up to 5x or 20x higher depending on whether you are on the $100 or $200 plan. Google's announcement says that your notebook will "suggest alternative outputs if your first choice surpasses your limit." And when you hit your usage limit, you can schedule Video Overviews or Slide Deck to be generated later. Gemini Notebook will automatically send a notification once they are generated.
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Gemini Notebook switching to compute-based usage limits, like Gemini app
Following the Gemini app in May, Gemini Notebook is switching to "compute-specific usage limits" starting in September. This system replaces the set number of feature generations per day that depended on your Google AI tier. Limits refresh every five hours "rather than daily." Google explains that "your overall usage limit will factor in prompt complexity, chat length, number of sources, and the features you use." Notebooks will "help you keep track of your usage," with a status appearing below the chat: * "You're almost at your AI usage limit. Limit resets at 3:00 PM." * "Limit reached. All features are available after 3:00 PM." Another indicator will appear at the bottom of Studio generations to show expected AI usage cost: "The more the bar is filled in, the higher the expected cost." Gemini Notebook will "suggest alternative outputs if your first choice surpasses your limit." There's also "Generate later" to "defer generating outputs," like intensive Video Overviews or Slide Decks. Google will automatically create them once your limit resets, with this feature coming first to the web. * Free/Without a plan: Standard limits * Google AI Plus: 2x higher than standard limits * Google AI Pro: 4x higher than standard limits * Google AI Ultra: 5x or 20x higher than AI Pro depending on your subscription The new compute-based usage limits will start rolling out to consumer accounts on web and mobile on September 2.
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Gemini Notebook is Getting Major Changes this September
Google's been announcing a lot of new and upcoming AI features this month, and the company is also planning on bringing these updates to Gemini Notebook soon. Starting September 2, Gemini Notebook will introduce more flexible compute-specific usage limits for all consumer accounts on web and mobile platforms. According to Google, the updated system will shift from daily caps to limits that refresh every five hours, and will provide users with continuous access to features throughout the day. Under this new model, overall usage limits will dynamically be calculated based on prompt complexity, chat length, the number of sources attached, and specific feature demands. To assist users in managing their compute budget, the notebook interface will track usage in real-time and also suggest alternative outputs if a primary request exceeds available limits. According to Google: You'll continue to have access to all the features that you use and love. This change will give you more choice over how you want to spend your limits and manage your tasks. And since limits refresh every five hours rather than daily, you can now keep working throughout the day. READ: Gemini Live Now Handles Your Emails and Daily To-Do Lists That being said, users who reach their usage cap can now defer resource-heavy tasks, such as generating Video Overviews or Slide Decks. These deferred tasks will automatically process in the background once limits refresh, and users can also enable notifications to receive an alert the moment their files are ready.
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Google is replacing Gemini Notebook's simple daily usage limits with a compute-based system starting September 2, 2026. The new model calculates limits based on prompt complexity, chat length, and feature demands, refreshing every five hours instead of daily. Users on free plans get standard limits, while AI Plus, AI Pro, and AI Ultra subscribers receive 2x to 20x higher limits.
Google is implementing a significant shift in how Gemini Notebook manages user access, moving away from straightforward daily usage limits to a compute-based model starting September 2, 2026
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. This change aligns Gemini Notebook with the approach Google already uses for its main Gemini app, which adopted compute-specific usage limits following the I/O 2026 conference in May1
. The update affects all consumer accounts across web and mobile platforms3
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Source: 9to5Google
Under the previous system, Gemini Notebook offered simple, countable limits. Free tier users could generate three audio or Video Overviews and 10 reports or quizzes per day, while AI Ultra plan subscribers enjoyed up to 5,000 daily chat queries and 200 audio or Video Overviews
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. This prompt-based approach differed from competitors like ChatGPT and Claude, which had already adopted token consumption models.The revised system calculates AI usage limit based on multiple factors rather than simple prompt counts. Google explains that overall usage limits will factor in prompt complexity, chat length, the number of sources attached, and specific features being used
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. This means resource-intensive tasks like generating Slide Decks or processing lengthy conversations with multiple sources will consume more of your quota than simple queries.A critical change involves the refresh cycle. Unlike the previous 24-hour reset window, the new compute-based limits refresh every five hours
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. This shorter window provides continuous access throughout the day, allowing users to resume work multiple times rather than waiting until the next calendar day. According to Google, this gives users "more choice over how you want to spend your limits and manage your tasks"3
.Google is introducing real-time usage tracking to help users navigate the new system. Notebooks will display status messages below the chat interface, such as "You're almost at your AI usage limit. Limit resets at 3:00 PM" or "Limit reached. All features are available after 3:00 PM"
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. This transparency allows users to monitor their AI compute resource management actively.At the bottom of Studio generations, an indicator bar will show the expected AI usage cost for each task. The more the bar fills in, the higher the expected computational cost
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. When users approach their limits, Gemini Notebook will suggest alternative outputs if the first choice surpasses available capacity1
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Source: Phandroid
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A notable addition is the "Generate later" option, which allows users to defer resource-intensive operations like Video Overviews or Slide Decks when they've reached their quota
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. These deferred tasks will automatically process in the background once limits refresh, with Google sending notifications when files are ready1
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. This feature debuts first on the web platform.The new system maintains differentiated access across Google's subscription tiers, though with different multipliers. Free plan users receive standard limits, while AI Plus subscribers get 2x higher than standard limits
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. AI Pro plan users benefit from 4x higher limits, and AI Ultra subscribers receive either 5x or 20x higher limits than AI Pro depending on whether they're on the $100 or $200 plan1
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.This tiered approach suggests Google is positioning compute-based limits as both a cost management strategy and a revenue driver, encouraging heavy users to upgrade for expanded access. The shift mirrors broader industry trends toward usage-based pricing models that more accurately reflect the computational costs of running advanced AI tool systems. Users should monitor their daily usage limits closely during the transition to understand how their typical workflows translate into the new compute-based framework.
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