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AI · head to head

NotebookLM vs Poolside

NotebookLM logo

NotebookLM

AI

Google research assistant that grounds answers in user-uploaded documents

From
Free
Rated
-
Poolside logo

Poolside

AI

Open-weight foundation models built for agentic software engineering

From
$0.06/month
Rated
-

The short version

  • Only NotebookLM has a free tier, so it costs nothing to try first.
  • Each has a real cost: NotebookLM requires Google account; no standalone access without Gmail or Google Workspace; Poolside no self-serve public application; access is largely through enterprise sales or third-party model gateways
  • Prices and features above were last checked on 29 August 2026.

Where they differ

Only the attributes on which NotebookLM and Poolside actually diverge.

Attributes where NotebookLM and Poolside differ
AttributeNotebookLMPoolside
Starting priceFree$0.06/month
Pricing modelfreemiumusage-based
Free tierYesNo
PlatformsWebweb, api, mac, windows, linux
FoundedUnknown2023

Identical on both: user rating (Not yet rated), category (AI).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in NotebookLM

Nothing recorded that Poolside does not also cover.

Only in Poolside

  • Laguna S 2.1
  • Laguna XS 2.1
  • Desktop and CLI tools
  • Open-weight models
  • Third-party gateway access

What people use each for

The jobs each tool is most often brought in to do.

NotebookLM

  • Research synthesis and document analysis for students and academicsnot Poolside
  • Knowledge extraction from large document sets for business intelligencenot Poolside
  • Audio-based learning through generated overviews and lecturesnot Poolside
  • Grounded Q&A over proprietary documents or repositoriesnot Poolside

Poolside

  • Enterprises deploying AI coding assistance across large developer organizationsnot NotebookLM
  • Government and defense agencies needing on-premise or sovereign coding modelsnot NotebookLM
  • Teams building custom coding agents on open-weight foundation modelsnot NotebookLM
  • Organizations wanting on-device lightweight coding modelsnot NotebookLM

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

NotebookLM

  • Requires Google account; no standalone access without Gmail or Google Workspace
  • Free tier details not published; unclear what features or usage limits apply
  • Upgrade options mentioned but not specified in available public documentation
  • Limited integrations outside Google Workspace ecosystem

Poolside

  • No self-serve public application; access is largely through enterprise sales or third-party model gateways
  • Pricing for the flagship enterprise and government offering is not public and requires a sales conversation
  • Targets organizations with large (5,000+) developer headcounts, making it a poor fit for individuals or small teams
  • Documentation and product surface area are thin compared to consumer-facing coding assistants

Pricing, plan by plan

NotebookLM

Free

No published plan breakdown. See the NotebookLM review.

Poolside

$0.06/month
  • Laguna XS 2.1$undefined/month
    • $0.06 per 1M input tokens
    • $0.12 per 1M output tokens
    • Available via OpenRouter and Vercel AI Gateway
  • Laguna S 2.1$undefined/month
    • $0.10 per 1M input tokens
    • $0.20 per 1M output tokens
    • 1M token context window
  • Enterprise / Government$undefined/month
    • Custom contracts for large engineering organizations
    • Sales-quoted pricing
    • On-premise or dedicated deployment options

Which should you pick?

Choose NotebookLM if

  • You want to start without paying.

Choose Poolside if

  • You need laguna s 2.1.
  • You work on web, api, mac, windows, linux.
  • You also want laguna xs 2.1.

Questions people ask

Is NotebookLM or Poolside better?
Neither clearly leads. NotebookLM starts at Free and Poolside at $0.06/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, NotebookLM or Poolside?
NotebookLM has a free tier; the other does not. Paid plans start at Free for NotebookLM and $0.06/month for Poolside.
Does NotebookLM or Poolside run on more platforms?
NotebookLM runs on Web. Poolside runs on web, api, mac, windows, linux.
Can I use NotebookLM for free?
Yes. NotebookLM has a free tier, so you can try it without paying. Poolside starts at $0.06/month.
What is NotebookLM best used for?
NotebookLM is most often used for research synthesis and document analysis for students and academics, knowledge extraction from large document sets for business intelligence, audio-based learning through generated overviews and lectures, grounded q&a over proprietary documents or repositories. Of those, research synthesis and document analysis for students and academics and knowledge extraction from large document sets for business intelligence are not what Poolside is typically brought in for.
What can NotebookLM do that Poolside cannot?
Poolside covers Laguna S 2.1, Laguna XS 2.1, Desktop and CLI tools, Open-weight models.

Answered from the vendors’ own pages

Poolside: How is Poolside's Laguna model usage priced?

Laguna XS 2.1 is priced at $0.06 per 1M input tokens and $0.12 per 1M output tokens; Laguna S 2.1 is $0.10 per 1M input tokens and $0.20 per 1M output tokens.

Source
Poolside: Where can I access Poolside's models?

Laguna models are available through third-party gateways OpenRouter and Vercel AI Gateway, as well as via Poolside's own desktop and CLI tools.

Source
Poolside: Does Poolside offer enterprise or government pricing?

Yes, Poolside offers custom, sales-quoted contracts for large enterprises and government/defense customers, including on-premise or dedicated deployment options.

Source
Poolside: How do I get started building with Poolside's models?

Poolside's documentation provides a quickstart guide for installing the `pool` CLI and running an agent task, alongside API documentation for custom integrations.

Source
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