NotebookLM
Your AI research assistant.
VS
SWE-bench Verified
A human-validated benchmark of 500 real-world software engineering problems for AI evaluation.
Detailed comparison
Criteria
NotebookLM
SWE-bench Verified
Pricing
Freemium
Free
Plans & pricing
NotebookLM (Free Tier): Free, NotebookLM in Plus (Workspace): $14/mo, NotebookLM Pro (Google AI Pro): $19.99/mo, NotebookLM Ultra (Google AI Ultra): $249.99/mo, NotebookLM for Enterprise: $9/mo
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Free trial
Yes
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Audience
b2c
B2B
Platforms
Web, Ios, Android
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API
No
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Open Source
Proprietary
—
Integrations
Google drive
—
Categories
Productivity, Education
AI Agents, Dev Tools
Popularity
Very High
Low
Description
NotebookLM is an AI-powered research assistant that helps you understand and synthesize information from your uploaded documents. It acts as a virtual...
SWE-bench Verified is a human-validated subset of 500 samples designed to evaluate AI models' ability to solve real-world software engineering issues....
Pricing
NotebookLM
Freemium
SWE-bench Verified
Free
Plans & pricing
NotebookLM
NotebookLM (Free Tier): Free, NotebookLM in Plus (Workspace): $14/mo, NotebookLM Pro (Google AI Pro): $19.99/mo, NotebookLM Ultra (Google AI Ultra): $249.99/mo, NotebookLM for Enterprise: $9/mo
SWE-bench Verified
—
Free trial
NotebookLM
Yes
SWE-bench Verified
—
Audience
NotebookLM
b2c
SWE-bench Verified
B2B
Platforms
NotebookLM
Web, Ios, Android
SWE-bench Verified
—
API
NotebookLM
No
SWE-bench Verified
—
Open Source
NotebookLM
Proprietary
SWE-bench Verified
—
Integrations
NotebookLM
Google drive
SWE-bench Verified
—
Categories
NotebookLM
Productivity, Education
SWE-bench Verified
AI Agents, Dev Tools
Popularity
NotebookLM
Very High
SWE-bench Verified
Low
Description
NotebookLM
NotebookLM is an AI-powered research assistant that helps you understand and synthesize information from your uploaded documents. It acts as a virtual...
SWE-bench Verified
SWE-bench Verified is a human-validated subset of 500 samples designed to evaluate AI models' ability to solve real-world software engineering issues....
Features
NotebookLM
Upload and analyze documents (PDFs, text, etc.)
Ask questions grounded in your sources
Generate summaries and study guides
AI-powered insights and explanations
SWE-bench Verified
A human-validated subset of software engineering problems
Comprises 500 human-validated software engineering samples
Each sample is derived from a GitHub issue from 12 open-source Python repositories
Utilizes a Docker-based evaluation harness for reproducible evaluations
Key differentiators
NotebookLM
- Google AI, Gemini-powered
- Multi-source AI grounding
- Hallucination-free content grounding
SWE-bench Verified
Other comparisons
FAQ: NotebookLM vs SWE-bench Verified
NotebookLM: Your AI research assistant.. SWE-bench Verified: A human-validated benchmark of 500 real-world software engineering problems for AI evaluation.. Both tools take different approaches to address similar needs.
Both offer a free or freemium plan. NotebookLM is freemium and SWE-bench Verified is free.
The best choice between NotebookLM and SWE-bench Verified depends on your specific needs. Compare their features, pricing, and target audience on this page to find the tool that best fits your use case.
NotebookLM is primarily designed for individuals, while SWE-bench Verified is built for businesses and professionals.
NotebookLM offers: Upload and analyze documents (PDFs, text, etc.), Ask questions grounded in your sources, Generate summaries and study guides, AI-powered insights and explanations. SWE-bench Verified offers: A human-validated subset of software engineering problems, Comprises 500 human-validated software engineering samples, Each sample is derived from a GitHub issue from 12 open-source Python repositories, Utilizes a Docker-based evaluation harness for reproducible evaluations.
Based on our data, NotebookLM currently enjoys greater popularity. However, popularity isn't the only factor — compare features to find the right tool for your needs.