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AI to the bone.
Audited 2026-07-11 · RXed table v1.0

NotebookLM

Visit notebooklm.google
“AI research tool and thinking partner” — the vendor’s own words

The best grounded-research surface in consumer AI and generous for free — but the 2026 agentic leap is paywalled behind Ultra, and there is still no API.

Best for: Researchers, students, analysts and small-business operators who want trustworthy answers grounded in their own documents — and are willing to live inside Google's ecosystem to get it.
Scope12/20
Quality7/10
Where the quality sits
7Reactive
6Retrieval & Memory
9Orchestration
6Validation
8Models
SMB toolResearchProductivityChatFreemium
Vendor
Origin
US — Mountain View
Pricing
Gemini Notebook Free · Gemini Notebook in Plus $4.99/mo · Gemini Notebook in Pro $19.99/mo · Gemini Notebook in Ultra $99.99/mo · Business / Education / Enterprise Custom
Users (official only)
Not disclosed — Google says 'millions of people and organizations' use NotebookLM (source, 2026-06-08)
Gemini NotebookFree50 sources per notebook
Gemini Notebook in Plus$4.99/movia Google AI Plus; 100 sources
Gemini Notebook in Pro$19.99/movia Google AI Pro; 300 sources
Gemini Notebook in Ultra$99.99/movia Google AI Ultra; 600 sources, $199.99 top tier
Business / Education / EnterpriseCustomvia Google Workspace or Google Cloud

NotebookLM was renamed Gemini Notebook in July 2026 — same product, existing notebooks unchanged. It has no standalone price: paid tiers are unlocked by a Google AI Plus, Pro or Ultra subscription, and the prices listed are those Google AI plan prices, not a NotebookLM SKU. Google AI Plus, Pro and Ultra are only available in specific regions. Organisations get it bundled through Google Workspace or Google Cloud.

checked 2026-07-25 · vendor pricing page

Element scores

Reactive
Retrieval & Memory
Orchestration
Validation
Models
Primitives
Pr8
Prompts
Em6
Embeddings
Cx9
Context
Tr6
Tracing
Lg9
LLM
Compositions
Fc6
Function calling
Vx5
Vector store
Rg10
RAG
Gr6
Guardrails
Mm9
Multimodal
Deployment
Ag7
Agents
Ft
Fine-tuning
Fw
Frameworks & harnesses
Ev
Evaluations
Sm
Small models
Emerging
Ma
Multi-agent
Sy
Synthetic data
Pc
Protocols
In
Interpretability
Th8
Thinking models
Tap or hover any element to see why it got that score.

Strengths

Best-in-class grounded RAG with citations you can hover through to the exact passage, a 1M-token chat context on every plan including free, the widest output palette in its category (Audio Overviews in 80+ languages, Video Overviews, slides, infographics, data tables, mind maps), and since 08/06/2026 real agentic research on Gemini 3.5: web source-finding, code execution and exports to PPTX, XLSX, PDF, CSV and Markdown.

Honest dings

The June 2026 agentic upgrade launched only for Google AI Ultra (~€92+/month) and top Workspace tiers — free and Pro users get last year's product for now. There is no API and no MCP, so it cannot be automated into workflows. Notebooks live in one flat list with no folders, a complaint Google has left unaddressed for years. Everything is processed on Google servers, and per-tier daily caps (50 chats/day on free) arrive faster than users expect.

Prices and details change — this passport is re-verified at least quarterly.
Sources (10) — every claim traceable

Every audit lists the research it rests on — transparency and traceability are the product. Tools evolve: each audit is a snapshot of its audit date, and re-audits supersede older versions (kept below for reference).