# Conductor vs 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

- Conductor profile: https://finderatlas.com/tools/conductor
- Gemini Notebook profile: https://finderatlas.com/tools/notebooklm
- Comparison page: https://finderatlas.com/compare/conductor-vs-notebooklm
- Last reviewed: November 2026

## 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.

### 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.

## Pricing

| | Conductor | Gemini Notebook |
| --- | --- | --- |
| Pricing model | Freemium | Freemium |
| Free plan or trial | Yes | Yes |
| Starting price | $0 | $0 |

## Features

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

## Platforms

| Platform | Conductor | Gemini Notebook |
| --- | --- | --- |
| Web | No | Yes |
| Windows | No | No |
| macOS | Yes | No |
| iOS | No | Yes |
| Android | No | Yes |
| API | Yes | No |
| Browser Extension | No | No |

## Conductor strengths

- 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.

## Conductor limitations

- 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 strengths

- 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

## Gemini Notebook limitations

- 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

## FAQ

**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.