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Side-by-side comparison · Research & Search

ChatGPT Deep Research vs Exa vs Prompt Cowboy

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

Best overall

Exa

4.0

From From $4 per 1

Prompt Cowboy

3.9

From $8/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.

Exa

4.0
Best overallBest value

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

Prompt Cowboy

3.9
Easiest to use

Pick it if: Anyone who feels their AI results are mediocre and suspects the prompt is the reason.

Overview

AttributeChatGPT Deep ResearchExaPrompt Cowboy
In one lineChatGPT's research mode, which browses for you and writes up a cited report.A search engine built for AI tools, so Claude can find exactly the pages it needs.Turns a rough one-line idea into a detailed, well-structured prompt for any AI tool.
Pricing modelFreemiumFreemiumFreemium
Starting price$8/moFrom $4 per 1$8/mo
Free plan Yes Yes Yes
Works with Claude Code No Yes No

Rating breakdown

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

AttributeChatGPT Deep ResearchExaPrompt Cowboy
Overall rating3.84.0Winner3.9
Ease of useHow quickly someone non-technical gets value from it.
4.0
3.0
5.0
FeaturesHow much it can do, and how well the pieces fit together.
4.0
4.0
2.5
Output qualityHow good the results are before you fix them.
4.5
4.0
3.5
Value for moneyWhat you get for the price, including the free plan.
3.5
4.5
4.0
Speed & reliabilityHow fast it is and how often it falls over.
3.0
4.5
4.5

Feature comparison

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

AttributeChatGPT Deep ResearchExaPrompt Cowboy
Access & platform
Free plan Yes Yes Yes
Mobile app Yes No No
Desktop app Yes No No
Browser extension Yes No–
API access Yes Yes–
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes No
Connects to other apps Yes Yes No
Open source or self-hosted No No No
AI abilities
Works with your files Yes No No
Understands images Yes No No
Makes images Yes No No
Makes video Yes No No
Writes code Yes No No
Runs agents or automations Yes Yes No
Learns your brand or style Yes No Yes
Works in many languages Yes Yes–
Capabilities score16/ 177/ 173/ 17

Pricing

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

AttributeChatGPT Deep ResearchExaPrompt Cowboy
Plans

Free

Free

Seeing what a report looks like.

FreeOur pick

Free

Personal use inside Claude Code.

FreeOur pick

Free

Learning what a good prompt looks like.

Go

$8/mo

Casual users who want more chat, not more research.

Pay as you go

From $4 per 1,000 searches

Anyone whose usage outgrows the free credit.

Individual

$8/mo

People who use it daily and want prompts in their own voice.

PlusOur pick

$20/mo

Anyone who wants deep research weekly.

Enterprise

Custom

Companies building products on top of it.

Team

See website

Small teams who want shared instructions.

Pro

From $100/mo

Heavy users who run research daily.

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.Start 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.Free is genuinely enough for most people. Pay for Individual only if you are writing prompts all day and the style matching would save you editing time. Check the Team price on the site; it was not shown on the pricing page when we looked.

Key features

AttributeChatGPT Deep ResearchExaPrompt Cowboy
Standout features
  • Clarifying questions
  • Long, cited reports
  • Runs in the background
  • Your own files and apps
  • Visual output
  • Agent mode
  • Meaning-based search
  • Page contents
  • Find similar
  • Deep search
  • Agent runs
  • Hosted MCP
  • Prompt expansion
  • Prompt types
  • Library
  • Style matching
  • Memories

Pros and cons

AttributeChatGPT Deep ResearchExaPrompt Cowboy
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
  • 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
  • Zero setup; the free plan is unlimited
  • Visibly improves the answers you get from Claude or ChatGPT
  • Teaches you prompt structure by example
  • Cheap paid plan with writing-style matching
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
  • 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
  • A single feature rather than a product; you may outgrow it in weeks
  • Extra copy and paste step for every prompt
  • No integrations, API or browser extension that we could confirm
  • Small team, so features and prices shift often

Who each one is for

AttributeChatGPT Deep ResearchExaPrompt Cowboy
Best for
  • Market and industry scans
  • Comparing products or suppliers
  • Background briefs on a new topic
  • Reading lots of sources at once
  • Web search inside Claude Code
  • Finding sites like one you know
  • Building lists of companies or articles
  • Pulling page text for research
  • Better prompts for Claude and ChatGPT
  • Deep-research briefs
  • Video prompts for Veo
  • Learning prompt structure
You'll find it used by
  • ChatGPT subscribers
  • Marketers
  • Founders
  • Analysts
  • Developers
  • Founders
  • Researchers
  • Claude Code users
  • Marketers
  • Small business owners
  • Beginners
  • Content creators

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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