TL;DR: NotebookLM is now Gemini Notebook (renamed July 16, 2026). It answers from the sources you upload and turns them into Audio Overviews, Video Overviews, reports and study aids. Taskade turns research into team work: agents grounded in your files, multiple project views, automations across 100+ integrations and live Taskade Genesis apps. Free Forever. Try Taskade free →
Clone a working example first
The fastest way to see the difference is to open a live app. The Community Gallery holds Taskade Genesis apps that anyone can clone, including research trackers, knowledge portals and content planners. Each one runs on a Taskade workspace, so the data, the agents and the automations come with the clone.
The fundamental difference
Gemini Notebook is one of the best tools available for understanding a pile of documents. You add up to hundreds of sources, ask questions, and every answer stays tied to that material. Then you can listen to it as an Audio Overview, watch it as a short video, or drill it with flashcards and quizzes.
Taskade starts where that understanding ends. A finding becomes a task with an owner and a date. A source set becomes knowledge for a custom AI agent that the whole team can ask. A recurring research job becomes an automation. A finished playbook becomes a Taskade Genesis app that a client or a colleague opens at a URL.
Gemini Notebook asks: "What do these sources say?" Taskade asks: "What does the team do next?"
What is Taskade?
Taskade is an AI workspace built on Workspace DNA: Memory (Projects), Intelligence (AI Agents) and Execution (Automations). Projects hold your docs, tasks, files and structured data. Agents read that memory and answer from it. Automations act on what the agents decide, and write the results back into projects. Founded by John Xie, Dionis Loire and Stan Chang in 2017, Taskade is a Y Combinator-backed company.
Taskade Genesis is the app builder inside that workspace. One prompt produces a live app, such as a research portal, a client intake form or a knowledge base, with agents and automations wired in. Apps run at a shareable URL with GenesisAuth email-and-password sign-in on every plan, password protection on Pro and above, and custom domains on Pro and above.
What is NotebookLM (Gemini Notebook)?
Gemini Notebook is Google's AI research and thinking partner. Google launched it as NotebookLM and renamed it Gemini Notebook on July 16, 2026. Google describes it as "your research and thinking partner, grounded in the information you trust, built with the latest Gemini models." The rename kept every notebook, and existing links redirect.
Gemini Notebook at a glance (verified October 2026): Source-grounded chat over your uploads. Studio outputs include Audio Overviews, Video Overviews, Mind Maps, Reports, Flashcards, Quizzes, Data Tables, Infographics and Slide Decks. The free plan allows up to 50 sources per notebook. Google AI Plus allows 100, Google AI Pro 300 and Google AI Ultra 600. Usage limits now refresh every five hours instead of daily (announced August 28, 2026).
Recent updates show how fast the product moves:
- July 2026: The rename shipped with a secure cloud computer for each notebook that writes and runs code for data analysis. It launched for Google AI Ultra users first, with a rollout to Pro users on the web.
- August 2026: Flexible usage limits that refresh every five hours, with the option to defer outputs such as Video Overviews and Slide Decks.
- September 2026: Short Video Overviews in more than 80 languages, real-time voice conversations with a notebook in the mobile app, a mobile audio recorder, interactive learning overviews under Reports, and new quiz formats.
Gemini Notebook does well:
- Answers that stay grounded in the sources you choose, which reduces made-up facts
- Podcast-style Audio Overviews that turn dense material into something you can listen to on a commute
- Study aids such as flashcards, quizzes and interactive learning overviews
- Deep Research and Source Discovery to find new material from inside the notebook
- Public notebooks on consumer accounts, so a help center or a reading list can become a shareable Q&A
Where teams hit limits: Gemini Notebook is built to understand material. Its overview and plans pages list no task boards, no owners and due dates, no approval flow and no automations that push results into Slack, a CRM or a content calendar. The output of a notebook is a briefing. The work that follows the briefing happens in another tool.
Feature-by-feature deep dive
Grounded answers
- Gemini Notebook answers inside one notebook of uploaded sources, and the source cap per notebook depends on the plan.
- Taskade gives a custom AI agent knowledge from files (PDF, DOCX, CSV, images), web pages, YouTube transcripts and live projects. A connected project stays current, so the agent answers from today's data. See agent knowledge for the setup.
Audio, video and study outputs
- Gemini Notebook leads here. Audio Overviews, Video Overviews, flashcards and quizzes are core features.
- Taskade does not generate audio, podcasts or video. It writes the brief, the outline, the script draft and the checklist, and it keeps them in a project the team can edit. The Mind Map view gives a visual map of any outline.
From findings to assigned work
- Gemini Notebook produces reports and data tables that a person then copies elsewhere.
- Taskade puts findings straight into projects with multiple project views: List, Board, Table, Mind Map, Docs (Beta), Gantt Chart, Calendar, Actionsheet and Org Chart. Gantt Chart, Actionsheet and Org Chart need a paid plan. Each item can have an assignee, a due date and comments.
Automation
- Gemini Notebook has no automation layer for external apps.
- Taskade runs automations across 100+ integrations. Triggers pull events in, such as a new RSS feed item or a new Gmail message. Actions push data out, such as a message to Slack.
Sharing and delivery
- Gemini Notebook shares notebooks with collaborators, and public notebooks are available on consumer accounts.
- Taskade shares the workspace with role-based access from Owner to Viewer, and publishes Taskade Genesis apps that clients open at a URL. Apps can be listed in the Community Gallery for others to clone.
Use both: a research-to-action workflow
Gemini Notebook and Taskade fit together cleanly. Here is one workflow a research or content team can run this week:
- Collect in Gemini Notebook. Add the reports, transcripts and articles for one topic. Ask for a briefing doc and an Audio Overview for the team to listen to.
- Capture in Taskade. Paste the briefing into a Taskade project. Turn each recommendation into a task on a Board, with an owner and a due date.
- Give an agent the same sources. Attach the source files and the project to a Taskade agent as knowledge. Teammates ask it follow-up questions in the project chat.
- Keep a prompt library. Store the questions that produced the best answers as a reusable prompt project, so the next person starts from what worked. Browse AI prompts for starting points.
- Automate the hand-off. When a task moves to Approved, an automation posts the summary to Slack and adds it to the content calendar.
- Publish the result. Turn the finished playbook into a Taskade Genesis app, such as a searchable knowledge portal, and share the URL.
The Workspace DNA advantage
A notebook holds a source set. Workspace DNA holds the whole loop.
- Memory (Projects): Docs, tasks, files and structured data that every agent can read.
- Intelligence (Agents): Custom agents with persistent memory, built-in tools and the knowledge you attach.
- Execution (Automations): Workflows that start on an event, act through agents and write results back into Memory.
Each research cycle adds to the workspace, so the next question starts from what the team already learned. Read how Workspace DNA works for the full model.
Pricing comparison
| Plan | Taskade | Gemini Notebook (verified October 2026) |
|---|---|---|
| Free | Free Forever: unlimited projects, 2 members, 1 agent, 3 Taskade Genesis apps | Standard limits, up to 50 sources per notebook |
| Entry paid | Pro $10/mo billed annually ($20 monthly), up to 10 seats | Google AI Plus: double the standard limits, up to 100 sources per notebook |
| Mid tier | Business $25/mo billed annually ($50 monthly) | Google AI Pro: four times the standard limits, up to 300 sources per notebook |
| Top tier | Max $100/mo and Enterprise $250/mo, billed annually | Google AI Ultra: 5 to 20 times the Pro limits, up to 600 sources per notebook |
| Organizations | Business, Max and Enterprise workspaces, SSO on Business+ | Google Workspace, Workspace for Education, Enterprise through Google Cloud |
Google AI plan prices vary by country and are not listed on the Gemini Notebook plans page, so check one.google.com for your region. The structural difference: Google sells Gemini Notebook limits as part of a wider Google AI subscription, while Taskade prices one workspace that includes projects, agents, automations and hosted apps.
When to choose each
Choose Gemini Notebook if:
- You need to read and understand a large source set, and you want every answer tied to those sources.
- You learn by listening or watching, and Audio Overviews or Video Overviews fit how you work.
- You study for exams or train new staff, and flashcards, quizzes and interactive learning overviews do the job.
Choose Taskade if:
- Research has to turn into assigned tasks, approvals and deadlines.
- You want an agent that the whole team can ask, grounded in files and live projects.
- You want automations that move results into Slack, email, a CRM or a calendar.
- You want to ship the result as an app at a URL.
Use both if: your team reads deeply and acts fast. Gemini Notebook produces the understanding. Taskade runs the work that follows.
Frequently asked questions
Is NotebookLM the same as Gemini Notebook?
Yes. Google renamed NotebookLM to Gemini Notebook on July 16, 2026. Notebooks, features and shared links carried over, and notebooklm.google.com redirects to the new address.
Does Taskade have a NotebookLM-style podcast feature?
No. Taskade does not generate audio or video. Keep Gemini Notebook for Audio Overviews, and use Taskade to plan, review and distribute the work around them.
Can Taskade read PDFs and YouTube videos?
Yes. Taskade agent knowledge accepts files such as PDF and DOCX, web pages and YouTube links, and it uses the auto-generated transcript of a video as searchable text.
Is my research private in Taskade?
Your workspace uses role-based access from Owner to Viewer, so you choose who can see each project. Business plans and above add SSO, and Enterprise adds SCIM user provisioning.
Do I need a paid plan to try this workflow?
No. The Free Forever plan covers projects, one agent, automations and three Taskade Genesis apps. Free starts with no AI credits. You earn credits with referrals and invites, or buy a credit pack on any plan.
Put your research to work
Gemini Notebook helps you understand the material. Taskade gives the team a place to act on it, with agents, automations and apps in one workspace.
- Build a research workspace with Taskade →
- Browse the Community Gallery to clone a working app
- AI agent templates for research, support and content work
Explore Taskade
- AI Agent Platform — Agents grounded in your own knowledge
- Workflow Automation — Triggers and actions across 100+ integrations
- AI App Builder — Live apps from one prompt
- AI Templates — Ready-made project structures
- AI Generators — Docs, plans and apps from a prompt
- Pricing — Free Forever and paid plans
Related comparisons and reading
- Free Gemini Alternative — Taskade vs the Gemini assistant
- Free Perplexity Alternative — Research answers vs team execution
- Free Mem Alternative — AI notes vs an AI workspace
- Free Otter Alternative — Meeting notes into action
- AI Second Brain — Build a knowledge system that acts
- PDF Study Tools — Study and research workflows
- AI Team Knowledge Base — Shared knowledge for teams