Software Alternatives, Accelerators & Startups

NotebookLM VS Codex​​

Compare NotebookLM VS Codex​​ and see what are their differences

NotebookLM logo NotebookLM

AI-first notebook by Google, available in the U.S., blends large language models and user-chosen data. Apply for access to explore intelligent insights and enhance your note-taking experience.

Codex​​ logo Codex​​

Codex is a VS Code extension that allows any engineer to attach comments, questions or any kind of content to specific lines of code.
Not present
  • Codex​​ Landing page
    Landing page //
    2023-10-23

NotebookLM features and specs

  • Integration with Google Workspace
    NotebookLM is seamlessly integrated with Google Workspace, allowing users to efficiently embed and access documents from Google Docs, Sheets, and other Workspace apps.
  • AI-Powered Assistance
    The platform uses AI to provide smart suggestions and insights, enhancing productivity by auto-completing tasks and reducing manual effort.
  • Real-Time Collaboration
    NotebookLM supports real-time collaboration, allowing multiple users to work on the same notebook simultaneously, similar to Google Docs.
  • Flexibility and Customizability
    Users can customize their notebooks with various widgets and functionalities to suit their specific workflow needs.

Possible disadvantages of NotebookLM

  • Limited Offline Access
    NotebookLM primarily operates online, which can be a limitation for users requiring offline access to their documents and tools.
  • Privacy Concerns
    As with many AI-powered and cloud-based tools, there are potential privacy concerns related to data security and the handling of personal information.
  • Steep Learning Curve
    The integration of advanced features might present a steep learning curve for new users unfamiliar with Google Workspace or AI functionalities.
  • Dependence on Google Ecosystem
    Users who do not regularly use Google Workspace may find limited utility in NotebookLM due to its strong integration with Google's ecosystem.

Codex​​ features and specs

  • Ease of Use
    Codex provides an intuitive interface that allows users to interact with code through natural language, making it accessible to individuals who may not have extensive programming knowledge.
  • Increased Productivity
    By automating mundane coding tasks and quickly generating code snippets, Codex can significantly accelerate development workflows and boost overall productivity.
  • Versatility
    Codex is capable of handling a wide range of programming languages and tasks, making it a versatile tool for developers working on different types of projects.
  • Learning Aid
    Codex can serve as an educational tool, helping users learn coding concepts and best practices by providing examples and explanations in response to queries.

Possible disadvantages of Codex​​

  • Dependence on Quality of Input
    The effectiveness of Codex largely depends on the clarity and precision of user input, which may lead to errors or suboptimal code if instructions are vague.
  • Limited Context Understanding
    Codex might struggle with comprehending complex, context-dependent logic, potentially leading to incorrect or incomplete code output in nuanced situations.
  • Security Concerns
    There could be potential security risks if Codex generates insecure code or if sensitive data is inadvertently used in prompts, requiring users to review outputs carefully.
  • Over-reliance Risk
    Excessive reliance on Codex for code generation may hinder a developer's deeper understanding of programming concepts and problem-solving skills over time.

Analysis of NotebookLM

Overall verdict

  • NotebookLM is a genuinely useful AI-powered research and note-taking tool from Google that excels at grounding responses in your own uploaded documents, reducing hallucinations and making it reliable for studying, research, and summarization.

Why this product is good

  • It grounds all answers in your uploaded sources, so responses cite specific documents and reduce AI hallucinations
  • Supports a wide range of source types including PDFs, Google Docs, websites, YouTube videos, and pasted text
  • The Audio Overview feature can turn your notes into a podcast-style conversation for easier learning
  • Great at summarizing, generating study guides, FAQs, timelines, and briefing documents from your materials
  • Free to use with a generous set of features backed by Google's Gemini models
  • Inline citations make it easy to verify where information comes from

Recommended for

  • Students studying from textbooks, lecture notes, and research papers
  • Researchers and academics organizing and synthesizing large volumes of source material
  • Writers and journalists managing notes and reference documents
  • Professionals who need to quickly summarize reports, contracts, or documentation
  • Anyone who wants an AI assistant that answers based on their own trusted sources rather than the open web

NotebookLM videos

Google made a new AI note app - NotebookLM review

More videos:

  • Review - Don't Pay for NotebookLM Plus Until You Watch This!

Codex​​ videos

No Codex​​ videos yet. You could help us improve this page by suggesting one.

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Category Popularity

0-100% (relative to NotebookLM and Codex​​)
AI
81 81%
19% 19
Productivity
73 73%
27% 27
Developer Tools
0 0%
100% 100
Knowledge Management
100 100%
0% 0

User comments

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Social recommendations and mentions

Based on our record, NotebookLM should be more popular than Codex​​. It has been mentiond 9 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

NotebookLM mentions (9)

  • How to Summarize PDFs Locally with Open-Source LLMs (No API, No Data Leaving Your Machine)
    You just need a few summaries occasionally. Standing up Ollama, a model, and an extraction pipeline to summarize five PDFs is overkill. If privacy isn't the constraint, a free web tool does it in seconds — ChatPDF and NotebookLM if you don't mind an account, or PDFSummarizer.net if you want no sign-up and formats like EPUB/PPTX handled for you. One caveat that matters specifically because this article is about... - Source: dev.to / 28 days ago
  • Tools I'm Using in 2026 (and what I've stopped using from 2025)
    Last year I was heavily into Perplexity but for most of 2026 I've actually been using NotebookLM a lot more. Perplexity is still useful for just daily news, but when I want to research, when I want to summarise, when I want to learn... NotebookLM all the way. - Source: dev.to / 3 months ago
  • NotebookLM Skills: Give Claude Code a Brain That Doesn't Hallucinate
    NotebookLM already sorted this on Google's side. You upload your sources, Gemini answers only from those sources, every answer comes with citations pointing to the exact passage. The catch was it's browser-only. No API. No way to wire it into your agent workflow. - Source: dev.to / 4 months ago
  • How did I pass the AWS Certified Solutions Architect – Professional 2026 exam?
    In Notebook LLM, add the information sources you use for studying and use different formats. It currently supports Latin American Spanish. - Source: dev.to / 4 months ago
  • Automating Roadmap.sh into NotebookLM
    Then there's NotebookLM. For me, this is the "holy grail" of studying. You feed it a few links, and it generates these incredibly fun, informative "Deep Dive" podcasts. I started listening to them on my daily commute, and honestly, I've never absorbed complex tech topics faster. - Source: dev.to / 4 months ago
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Codex​​ mentions (1)

  • Codex - Give new meaning to your codebase
    Our company, Codex, is live on Product Hunt now and we'd love your support via an upvote! - Source: dev.to / about 4 years ago

What are some alternatives?

When comparing NotebookLM and Codex​​, you can also consider the following products

Notion - All-in-one workspace. One tool for your whole team. Write, plan, and get organized.

Claude Code - Transform hours of debugging into seconds with a single command. Experience coding at thought-speed with Claude's AI that understands your entire codebase—no more context switching, just breakthrough results.

Perplexity.ai - Ask anything

GitHub Copilot - Your AI pair programmer. With GitHub Copilot, get suggestions for whole lines or entire functions right inside your editor.

ChatGPT - ChatGPT is a powerful, open-source language model.

Cursor - The AI-first Code Editor. Build software faster in an editor designed for pair-programming with AI.