Consensus vs NotebookLM

Consensus and NotebookLM sit in the same category. The verdict below is calculated for each role from the tasks, the role fit and the price.

Short answer

NotebookLM wins for 20 of 20 roles in our data. Consensus starts at $8.99/mo and NotebookLM at $14/mo on the cheapest paid plan.

Verdict by role

Role	Better choice	Why
Accountant	NotebookLM	covers 6 tasks relevant to this role against 0; part of the role's core toolkit; built for this role
Lawyer	NotebookLM	covers 13 tasks relevant to this role against 0; part of the role's core toolkit; built for this role
HR manager	NotebookLM	covers 6 tasks relevant to this role against 2
Finance manager	NotebookLM	covers 5 tasks relevant to this role against 1; built for this role
Manager	NotebookLM	covers 7 tasks relevant to this role against 2; part of the role's core toolkit
Marketer	NotebookLM	covers 7 tasks relevant to this role against 2
Sales manager	NotebookLM	covers 7 tasks relevant to this role against 2
Data analyst	NotebookLM	covers 5 tasks relevant to this role against 2; built for this role
Teacher	NotebookLM	covers 7 tasks relevant to this role against 2; part of the role's core toolkit
Executive assistant	NotebookLM	covers 7 tasks relevant to this role against 2
Logistics manager	NotebookLM	covers 7 tasks relevant to this role against 2
Procurement manager	NotebookLM	covers 5 tasks relevant to this role against 2; built for this role
Secretary	NotebookLM	covers 7 tasks relevant to this role against 2
Recruiter	NotebookLM	covers 6 tasks relevant to this role against 2
HR administrator	NotebookLM	covers 6 tasks relevant to this role against 2; part of the role's core toolkit
Tax consultant	NotebookLM	covers 7 tasks relevant to this role against 0; part of the role's core toolkit; built for this role
Auditor	NotebookLM	covers 7 tasks relevant to this role against 0; part of the role's core toolkit; built for this role
Economist	NotebookLM	covers 5 tasks relevant to this role against 1; built for this role
Project manager	NotebookLM	covers 7 tasks relevant to this role against 2
Social media manager	NotebookLM	covers 7 tasks relevant to this role against 2

Side by side

	Consensus	NotebookLM
Vendor	Consensus	Google
Category	Research and search	Research and search
Free plan	Yes: Unlimited search, a limited number of AI summary queries a month	Yes: Up to 100 notebooks, up to 50 sources per notebook, up to 50 questions a day and a few audio overviews a day; each source up to 500 thousand words
Cheapest paid plan	Premium, $8.99/mo	Included in Workspace Business, $14/mo
Top plan	Teams, $9.99/mo	Included in Google AI Pro, $19.99/mo
Tasks covered	3	19

Consensus: Answers from research papers with a meter of how many studies agree and disagree.

NotebookLM: Answers only from your own documents, with citations to the exact paragraph and nothing invented from the web.

Only Consensus covers

Only NotebookLM covers

Pitfalls to watch at work

Consensus

The agreement meter counts papers without weighing their quality: one large study matters more than ten small ones
For decisions about people (hiring, evaluation) a research summary stays background information and is never the basis for the decision

NotebookLM

The model answers only from uploaded sources: if the notebook holds an old version of a law, the answer follows the old version and still sounds confident
Keep documents with personal data and trade secrets out of notebooks in a personal account: use NotebookLM as part of Workspace for them
Scanned PDFs without a text layer read poorly: run them through OCR first

FAQ

Is Consensus or NotebookLM better for work?

In our data NotebookLM is the better choice for 20 of 20 roles. The table above shows the reason for each role.

Which is cheaper, Consensus or NotebookLM?

Consensus starts at $8.99/mo and NotebookLM at $14/mo on the cheapest paid plan.

Do Consensus and NotebookLM have free plans?

Consensus: Yes. Unlimited search, a limited number of AI summary queries a month. NotebookLM: Yes. Up to 100 notebooks, up to 50 sources per notebook, up to 50 questions a day and a few audio overviews a day; each source up to 500 thousand words.

Compare Consensus with

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