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Side-by-side comparison · Research & Search

Exa vs NotebookLM vs Wokelo

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

Exa

4.0

From From $4 per 1

Best overall

NotebookLM

4.5

From $4.99/mo

Wokelo

3.8

Free to start

Comparing 3 tools, the maximum.

At a glance

Exa4.0

Pick it if: People using Claude Code or building their own assistants who want real web search behind them.

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.

Pick it if: Private equity, venture, investment banking, consulting and corporate development teams that research companies and markets every week.

Overview

AttributeExaNotebookLMWokelo
In one lineA search engine built for AI tools, so Claude can find exactly the pages it needs.Upload your own documents and ask questions that only draw on those sources.AI research agents that write company, market and due diligence reports for dealmakers.
Pricing modelFreemiumFreemiumPaid
Starting priceFrom $4 per 1$4.99/moSee website
Free plan Yes Yes No
Works with Claude Code Yes No Yes

Rating breakdown

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

AttributeExaNotebookLMWokelo
Overall rating4.04.5Winner3.8
Ease of useHow quickly someone non-technical gets value from it.
3.0
5.0
4.0
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.0
4.5
4.0
Output qualityHow good the results are before you fix them.
4.0
4.0
4.0
Value for moneyWhat you get for the price, including the free plan.
4.5
5.0
3.0
Speed & reliabilityHow fast it is and how often it falls over.
4.5
4.0
4.0

Feature comparison

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

AttributeExaNotebookLMWokelo
Access & platform
Free plan Yes Yes No
Mobile app No Yes–
Desktop app No No–
Browser extension 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 No Yes Yes
Understands images No Yes–
Makes images No Yes No
Makes video No Yes No
Writes code No No No
Runs agents or automations Yes No Yes
Learns your brand or style No No–
Works in many languages Yes Yes–
Capabilities score7/ 1711/ 176/ 17

Pricing

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

AttributeExaNotebookLMWokelo
Plans

FreeOur pick

Free

Personal use inside Claude Code.

FreeOur pick

Free

Almost everyone. Try this before paying for anything.

EnterpriseOur pick

Custom

Investment, consulting and corporate strategy teams.

Pay as you go

From $4 per 1,000 searches

Anyone whose usage outgrows the free credit.

Google AI Plus

$4.99/mo

People who hit the free limits now and then.

Enterprise

Custom

Companies building products on top of it.

Google AI Pro

$19.99/mo

Heavy users who also want Gemini Pro and Deep Research.

Google AI Ultra

From $99.99/mo

Power users who want the top of everything Google offers.

Which plan to pickStart free. The monthly $10 of credit is plenty for one person using it from Claude Code, and if you do run out you only pay for what you use. Enterprise is for software companies, not for a business that just wants better search.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.There is only a sales-led contract. Ask for a trial on a live deal or project before you sign, and check which premium data sources are included at your price.

Key features

AttributeExaNotebookLMWokelo
Standout features
  • Meaning-based search
  • Page contents
  • Find similar
  • Deep search
  • Agent runs
  • Hosted MCP
  • Grounded answers
  • Many source types
  • Audio and Video Overviews
  • Studio outputs
  • Discover sources
  • Sharing
  • Research reports
  • Premium data
  • Agent builder and marketplace
  • Slides and Q&A
  • API and MCP

Pros and cons

AttributeExaNotebookLMWokelo
Pros
  • Finds pages by meaning, so vague descriptions still work
  • Free credit resets every month and needs no card
  • Hosted connection for Claude Code takes minutes to set up
  • Returns clean page text ready for an AI to read
  • Pay as you go with no subscription
  • 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
  • Cited reports that hold up better to checking than a general chatbot's
  • Premium private-market data built in
  • Builds PowerPoint slides from the research
  • Custom agents that follow your firm's process
  • Strong security and hosting options
Cons
  • Not much to use on its own; you need Claude or another assistant in front of it
  • Setup assumes some comfort with plugins or settings files
  • Per-request pricing is hard to predict if an agent runs away with searches
  • No mobile or desktop app, because it is a service rather than a product
  • 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
  • Expensive and sales-led, with no self-serve plan
  • Few independent reviews to judge it on
  • Thinner data on small private companies
  • Overkill for occasional market questions

Who each one is for

AttributeExaNotebookLMWokelo
Best for
  • Web search inside Claude Code
  • Finding sites like one you know
  • Building lists of companies or articles
  • Pulling page text for research
  • Summarising long reports
  • Questioning a set of PDFs
  • Turning research into a podcast
  • Study guides and briefings
  • First-pass due diligence on a target
  • Industry and market landscapes
  • Screening and sourcing acquisition targets
  • Competitor and peer comparisons
  • Drafting investment memos and client decks
You'll find it used by
  • Developers
  • Founders
  • Researchers
  • Claude Code users
  • Consultants
  • Marketers
  • Students
  • Small business owners
  • Private equity firms
  • Venture capital firms
  • Investment banks
  • Management consultants
  • Corporate development teams

Questions people ask

Which is better, Exa, NotebookLM or Wokelo?

NotebookLM scores highest overall in our ratings (Exa 4.0/5, NotebookLM 4.5/5 and Wokelo 3.8/5). Exa is best for web search inside Claude Code and finding sites like one you know. NotebookLM is best for summarising long reports and questioning a set of PDFs. Wokelo is best for first-pass due diligence on a target and industry and market landscapes.

Which is cheaper, Exa, NotebookLM or Wokelo?

Exa: There's a free plan, and paid plans start at From $4 per 1. NotebookLM: There's a free plan, and paid plans start at $4.99/mo. Wokelo: Pricing isn't published; check the vendor's site for a quote.

Which is easier to use, Exa, NotebookLM or Wokelo?

NotebookLM rates highest for ease of use in our scores. Anyone who needs to understand or explain a set of documents they don't have time to read properly.

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.

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