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Conductor vs Gemini Notebook

Features, pricing, ratings, and pros and cons, side by side.

Gemini Notebook logo

Gemini Notebook

Google's Gemini Notebook, formerly NotebookLM, answers questions and builds summaries from your own sources

Freemium
Visit websiteView details

Verdict

Conductor is listed under Coding AI and Gemini Notebook under AI Assistants. Gemini Notebook scores higher in FinderAtlas's editorial review (8.7 vs 8.0 out of 10), led by value for money. Both have a free plan or trial. Only Conductor is available on macOS and offers an API. Only Gemini Notebook is available on Web, iOS and Android.

Best overall

Gemini Notebook

  • Students
  • Researchers
  • Educators
  • Analysts

Choose Conductor if

  • You want a tool built for running several agent tasks in parallel on one repository, reviewing agent diffs side by side, moving agent work between local and cloud workspaces.
  • The Free plan covers local parallel agents with no Conductor fee.
  • Supports four agent CLIs (Claude Code, Codex, Cursor, OpenCode) rather than a single vendor.

Choose Gemini Notebook if

  • You want a tool built for summarizing and questioning your own documents.
  • Answers cite the uploaded sources, so claims can be checked against the original text.
  • Free Standard tier with 100 notebooks and 50 sources per notebook.
Best for beginners
Conductor
Best for business
Conductor

Features

18 features compared.

  • Parallel Agents
    Conductor
    Available
    Gemini Notebook
    Not available
  • Multi-Agent Support
    Conductor
    Available
    Gemini Notebook
    Not available
  • Diff Viewer and Review
    Conductor
    Available
    Gemini Notebook
    Not available
  • Git Worktree Isolation
    Conductor
    Available
    Gemini Notebook
    Not available
  • Cloud Workspaces
    Conductor
    Available
    Gemini Notebook
    Not available
  • Multiplayer Collaboration
    Conductor
    Available
    Gemini Notebook
    Not available
  • Conductor API
    Conductor
    Available
    Gemini Notebook
    Not available
  • iOS App and Remote Control
    Conductor
    Available
    Gemini Notebook
    Not available
  • Checks
    Conductor
    Available
    Gemini Notebook
    Not available
  • Source-grounded chat
    Conductor
    Not available
    Gemini Notebook
    Available
  • Audio Overviews
    Conductor
    Not available
    Gemini Notebook
    Available
  • Video Overviews
    Conductor
    Not available
    Gemini Notebook
    Available
  • Study tools
    Conductor
    Not available
    Gemini Notebook
    Available
  • Reports, slide decks and infographics
    Conductor
    Not available
    Gemini Notebook
    Available
  • Multiple source types
    Conductor
    Not available
    Gemini Notebook
    Available
  • Cloud computer
    Conductor
    Not available
    Gemini Notebook
    Available
  • Gemini app sync
    Conductor
    Not available
    Gemini Notebook
    Available
  • Sharing and public notebooks
    Conductor
    Not available
    Gemini Notebook
    Available

Pricing

Plans as listed by each vendor. Check their sites for current prices.

  • Pricing model
    Conductor
    Freemium
    Gemini Notebook
    Freemium
  • Free plan
    Conductor
    Yes
    Gemini Notebook
    Yes
  • Starting price
    Conductor
    $0
    Gemini Notebook
    $0
  • Plans
    Conductor
    4 plans
    Gemini Notebook
    5 plans

Conductor plans

  • Free

    $0

    Local parallel agents on a Mac

    • Run multiple coding agents in parallel
    • local workspaces on your Mac
    • frontier and open source models
    • bring your own subscriptions and keys

  • Pro

    Most popular

    $50/month

    Individuals who want cloud workspaces

    • Everything in Free
    • cloud workspaces
    • Multiplayer with up to 5 Pro users
    • Conductor API
    • mobile app

  • Teams

    $60/user/mo

    Teams needing collaboration and admin controls

    • Everything in Pro
    • live collaboration for teams of any size
    • admin portal
    • centralized billing

  • Enterprise

    Custom/custom

    Organizations with security and procurement needs

    • Everything in Teams
    • DPA
    • purchase-order billing
    • SAML SSO and SCIM
    • custom security and privacy settings
    • SLA with dedicated support

Gemini Notebook plans

  • Standard

    $0

    Free with a Google Account

    • 100 notebooks
    • 50 sources per notebook
    • Audio Overviews
    • Chat with citations

  • Plus

    $4.99/month

    Through the Google AI Plus subscription

    • 200 notebooks
    • 100 sources per notebook
    • Early access to features
    • 2x higher usage than Free

  • Pro

    Most popular

    $19.99/month

    Through the Google AI Pro subscription

    • 500 notebooks
    • 300 sources per notebook
    • Higher Gemini model access
    • Priority access to new features
    • Watermark removal
    • 4x higher usage than Free

  • Ultra 5x

    $99.99/month

    Through the Google AI Ultra subscription

    • 500 notebooks
    • 500 sources per notebook
    • Highest Gemini model access
    • 5x higher usage limits than AI Pro
    • Cloud computer for code execution

  • Ultra 20x

    $199.99/month

    Through the Google AI Ultra subscription at the higher tier

    • 500 notebooks
    • 600 sources per notebook
    • Highest Gemini model access
    • 20x higher usage limits than AI Pro
    • Cloud computer for code execution

Our ratings

Scored out of 10 by the Finder Atlas editorial team. Last reviewed November 2026.

Conductor
8.0overall
Gemini Notebook
8.7overall

Conductor leads in 0 categories and Gemini Notebook in 1.

  • Ease of Use

    Conductor
    8.2
    Gemini Notebook
    Not rated

  • Feature Depth

    Conductor
    8.3
    Gemini Notebook
    Not rated

  • Value for Money

    Gemini Notebook leads by 1.1
    Conductor
    7.4
    Gemini Notebook
    8.5

  • Performance & Speed

    Conductor
    8.0
    Gemini Notebook
    Not rated

  • Documentation & Support

    Conductor
    8.0
    Gemini Notebook
    Not rated

  • Grounded Citation Fidelity

    Conductor
    Not rated
    Gemini Notebook
    8.8

  • Audio Overview Quality

    Conductor
    Not rated
    Gemini Notebook
    8.7

  • Source Handling

    Conductor
    Not rated
    Gemini Notebook
    8.6

  • Output Formats

    Conductor
    Not rated
    Gemini Notebook
    8.8

Scores weigh documented features, plan value, platform coverage, integrations and user feedback. A missing score means we have not rated that area yet.

Pros and cons

Conductor

Pros

  • The Free plan covers local parallel agents with no Conductor fee.
  • Supports four agent CLIs (Claude Code, Codex, Cursor, OpenCode) rather than a single vendor.
  • Git worktree isolation per task keeps concurrent agent changes separate.
  • SOC 2 Type II attestation and SAML SSO/SCIM on Enterprise suit security reviews.
  • Frequent releases: the changelog shows versions 0.89 to 0.91 between late September and mid-October 2026.

Cons

  • Local use is Mac-only; no Windows or Linux desktop app is listed.
  • Pro at $50 per month and Teams at $60 per user per month are priced above many AI coding subscriptions, and agent usage is billed separately.
  • The pricing page does not state how many cloud hours are included, and usage-based cloud pricing is planned.
  • Pro Multiplayer organizations are capped at 5 Pro users.

Gemini Notebook

Pros

  • Answers cite the uploaded sources, so claims can be checked against the original text
  • Free Standard tier with 100 notebooks and 50 sources per notebook
  • Wide range of outputs, including Audio Overviews, Video Overviews, mind maps, flashcards, quizzes and slide decks
  • Accepts PDFs, websites, YouTube videos, audio files, Google Docs and Google Slides
  • Available on web, iOS and Android, and synced with the Gemini app

Cons

  • Works from the sources you add and is not built for live web news search
  • Higher limits require a Google AI subscription; Ultra starts at $99.99 per month
  • The cloud computer for code execution started with Ultra and Workspace AI Ultra Access customers, with Pro rollout still described as upcoming
  • No public API for the consumer product, and the renamed brand can make older guides and app listings confusing

Platforms

  • Web
    Conductor
    Not supported
    Gemini Notebook
    Supported
  • Windows
    Conductor
    Not supported
    Gemini Notebook
    Not supported
  • macOS
    Conductor
    Supported
    Gemini Notebook
    Not supported
  • iOS
    Conductor
    Not supported
    Gemini Notebook
    Supported
  • Android
    Conductor
    Not supported
    Gemini Notebook
    Supported
  • API
    Conductor
    Supported
    Gemini Notebook
    Not supported
  • Browser Extension
    Conductor
    Not supported
    Gemini Notebook
    Not supported

Integrations

Conductor

7 integrations
  • Claude Code
  • Codex
  • Cursor
  • OpenCode
  • GitHub
  • Linear
  • MCP

Gemini Notebook

4 integrations
  • Google Docs
  • Google Slides
  • YouTube
  • Gemini app

Company

  • Company
    Conductor
    Melty Labs
    Gemini Notebook
    Google LLC
  • Founded
    Conductor
    2024
    Gemini Notebook
    1998
  • Headquarters
    Conductor
    San Francisco, CA
    Gemini Notebook
    Mountain View, CA
  • Monthly users
    Conductor
    Not listed
    Gemini Notebook
    30M+
  • Listing
    Conductor
    Claimed
    Gemini Notebook
    Claimed

Frequently asked questions

Is Conductor better than Gemini Notebook?

It depends on your workflow. Conductor is built for running several agent tasks in parallel on one repository, reviewing agent diffs side by side, moving agent work between local and cloud workspaces. Gemini Notebook is built for summarizing and questioning your own documents.

What are the key feature differences between Conductor and Gemini Notebook?

Conductor: Run a team of coding agents in parallel, each in its own isolated workspace. Gemini Notebook: Google's Gemini Notebook, formerly NotebookLM, answers questions and builds summaries from your own sources.

Does Conductor or Gemini Notebook have a free plan?

Yes, both do. Conductor is freemium and Gemini Notebook is freemium, and each has a free plan or trial.

Which is cheaper, Conductor or Gemini Notebook?

Both can be used for free. Paid plans differ in limits and features, so compare the tiers in the pricing table above.