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Side-by-side comparison · Research & Search

Elicit 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.

Elicit

3.8

From $49/user/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

Elicit

3.8

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

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

AttributeElicitExaPrompt Cowboy
In one lineFinds, screens and summarises research papers into a comparison table.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$49/user/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.

AttributeElicitExaPrompt Cowboy
Overall rating3.84.0Winner3.9
Ease of useHow quickly someone non-technical gets value from it.
3.5
3.0
5.0
FeaturesHow much it can do, and how well the pieces fit together.
4.5
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.
3.0
4.5
4.0
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.5
4.5

Feature comparison

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

AttributeElicitExaPrompt Cowboy
Access & platform
Free plan Yes Yes Yes
Mobile app No No No
Desktop app No No No
Browser extension No 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– No No
Makes images No No No
Makes video No No No
Writes code No No No
Runs agents or automations Yes Yes No
Learns your brand or style No No Yes
Works in many languages– Yes–
Capabilities score7/ 177/ 173/ 17

Pricing

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

AttributeElicitExaPrompt Cowboy
Plans

Basic

Free

Searching and reading a few papers.

FreeOur pick

Free

Personal use inside Claude Code.

FreeOur pick

Free

Learning what a good prompt looks like.

ProOur pick

$49/user/mo billed yearly

Anyone doing a real literature review.

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.

Scale

$169/user/mo billed yearly

Teams running many reviews at once.

Enterprise

Custom

Companies building products on top of it.

Team

See website

Small teams who want shared instructions.

Enterprise

Custom

Universities, pharma and large research groups.

Which plan to pickStay 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.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

AttributeElicitExaPrompt Cowboy
Standout features
  • Research Reports
  • Extraction tables
  • Systematic Review workflow
  • Chat with papers
  • Routines
  • Library and sharing
  • Meaning-based search
  • Page contents
  • Find similar
  • Deep search
  • Agent runs
  • Hosted MCP
  • Prompt expansion
  • Prompt types
  • Library
  • Style matching
  • Memories

Pros and cons

AttributeElicitExaPrompt Cowboy
Pros
  • 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
  • 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
  • $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
  • 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

AttributeElicitExaPrompt Cowboy
Best for
  • Literature reviews
  • Extracting data from papers
  • Screening papers by criteria
  • Comparing studies in a table
  • 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
  • Researchers
  • Analysts
  • Clinicians
  • Postgraduate students
  • 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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