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Side-by-side comparison · Research & Search

ChatGPT Deep Research vs Elicit vs NotebookLM

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

ChatGPT Deep Research

3.8

From $8/mo

Elicit

3.8

From $49/user/mo

Best overall

NotebookLM

4.5

From $4.99/mo

Comparing 3 tools, the maximum.

At a glance

ChatGPT Deep Research

3.8

Pick it if: ChatGPT users who want a proper write-up on a question and are happy to wait a few minutes for it.

Elicit

3.8

Pick it if: Researchers, students and analysts who need to review a lot of papers carefully.

NotebookLM

4.5
Best overallBest valueEasiest to use

Pick it if: Anyone who needs to understand or explain a set of documents they don't have time to read properly.

Overview

AttributeChatGPT Deep ResearchElicitNotebookLM
In one lineChatGPT's research mode, which browses for you and writes up a cited report.Finds, screens and summarises research papers into a comparison table.Upload your own documents and ask questions that only draw on those sources.
Pricing modelFreemiumFreemiumFreemium
Starting price$8/mo$49/user/mo$4.99/mo
Free plan Yes Yes Yes
Works with Claude Code No No No

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeChatGPT Deep ResearchElicitNotebookLM
Overall rating3.83.84.5Winner
Ease of useHow quickly someone non-technical gets value from it.
4.0
3.5
5.0
FeaturesHow much it can do, and how well the pieces fit together.
4.0
4.5
4.5
Output qualityHow good the results are before you fix them.
4.5
4.5
4.0
Value for moneyWhat you get for the price, including the free plan.
3.5
3.0
5.0
Speed & reliabilityHow fast it is and how often it falls over.
3.0
3.5
4.0

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeChatGPT Deep ResearchElicitNotebookLM
Access & platform
Free plan Yes Yes Yes
Mobile app Yes No Yes
Desktop app Yes No No
Browser extension Yes No Yes
API access Yes Yes–
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes Yes
Connects to other apps Yes Yes Yes
Open source or self-hosted No No No
AI abilities
Works with your files Yes Yes Yes
Understands images Yes– Yes
Makes images Yes No Yes
Makes video Yes No Yes
Writes code Yes No No
Runs agents or automations Yes Yes No
Learns your brand or style Yes No No
Works in many languages Yes– Yes
Capabilities score16/ 177/ 1711/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeChatGPT Deep ResearchElicitNotebookLM
Plans

Free

Free

Seeing what a report looks like.

Basic

Free

Searching and reading a few papers.

FreeOur pick

Free

Almost everyone. Try this before paying for anything.

Go

$8/mo

Casual users who want more chat, not more research.

ProOur pick

$49/user/mo billed yearly

Anyone doing a real literature review.

Google AI Plus

$4.99/mo

People who hit the free limits now and then.

PlusOur pick

$20/mo

Anyone who wants deep research weekly.

Scale

$169/user/mo billed yearly

Teams running many reviews at once.

Google AI Pro

$19.99/mo

Heavy users who also want Gemini Pro and Deep Research.

Pro

From $100/mo

Heavy users who run research daily.

Enterprise

Custom

Universities, pharma and large research groups.

Google AI Ultra

From $99.99/mo

Power users who want the top of everything Google offers.

Which plan to pickIf you have Plus already, you are set; its deep research allowance covers most people. Do not buy ChatGPT just for research unless you also want the rest of it, because Perplexity Pro costs less and is faster. Pro is only worth it if you run reports every day.Stay on Basic unless you have a review to run. When you do, Pro has everything one person needs, and the yearly commitment is the only way to get the quoted price. Scale is for teams, not for a solo researcher who wants more headroom.Stay on Free until it stops you doing something. If that happens, Google AI Pro is the sensible step because it also upgrades Gemini and Deep Research, which you will probably want anyway. AI Plus is a cheap middle step if NotebookLM is all you care about.

Key features

AttributeChatGPT Deep ResearchElicitNotebookLM
Standout features
  • Clarifying questions
  • Long, cited reports
  • Runs in the background
  • Your own files and apps
  • Visual output
  • Agent mode
  • Research Reports
  • Extraction tables
  • Systematic Review workflow
  • Chat with papers
  • Routines
  • Library and sharing
  • Grounded answers
  • Many source types
  • Audio and Video Overviews
  • Studio outputs
  • Discover sources
  • Sharing

Pros and cons

AttributeChatGPT Deep ResearchElicitNotebookLM
Pros
  • Clarifying questions up front mean fewer wasted runs
  • Among the most complete and well-structured reports of the three
  • Runs in the background and notifies you when done
  • Can bring your own files and connected apps into the research
  • Exports to PDF with charts and tables
  • Extraction tables save days on a literature review
  • Every answer links back to the passage in the paper
  • Systematic review workflow records why papers were included or excluded
  • Routines keep a review current without you remembering to check
  • Free plan is useful for reading and summarising
  • Answers only from your sources and cites the exact passage
  • Free plan is big enough for most small businesses
  • Accepts PDFs, Docs, websites, YouTube and audio as sources
  • Audio Overviews are a clever way to get people to engage with research
  • Simple enough that you can hand it to anyone on the team
Cons
  • Slowest of the three; 10 to 30 minutes is normal
  • Free and Go allowances are tiny and described only as limited
  • Reports run long and occasionally cite weak sources
  • Pro usage allowances have been cut for new subscribers
  • $49 a user a month is a lot for anyone outside research
  • Only academic papers; no business, news or grey literature
  • Extractions still need spot-checking against the source
  • Reports and large screens take a while to run
  • Collaboration is locked to the $169 Scale plan
  • Will not research the open web unless you explicitly ask it to find sources
  • Answers can be surface-level on dense material; you still need to read the key parts
  • Audio Overviews take a few minutes and sound alike after a while
  • No way to script or automate it; everything happens in the browser

Who each one is for

AttributeChatGPT Deep ResearchElicitNotebookLM
Best for
  • Market and industry scans
  • Comparing products or suppliers
  • Background briefs on a new topic
  • Reading lots of sources at once
  • Literature reviews
  • Extracting data from papers
  • Screening papers by criteria
  • Comparing studies in a table
  • Summarising long reports
  • Questioning a set of PDFs
  • Turning research into a podcast
  • Study guides and briefings
You'll find it used by
  • ChatGPT subscribers
  • Marketers
  • Founders
  • Analysts
  • Researchers
  • Analysts
  • Clinicians
  • Postgraduate students
  • Consultants
  • Marketers
  • Students
  • Small business owners

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability. The "Visit" buttons may use affiliate links, which never affect a score.

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