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Side-by-side comparison · Research & Search

Elicit vs Prompt Cowboy 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.

Elicit

3.8

From $49/user/mo

Best overall

Prompt Cowboy

4.2

From $8/mo

Wokelo

3.8

Free to start

Comparing 3 tools, the maximum.

At a glance

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

Best overallBest valueEasiest to use

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

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

Overview

AttributeElicitPrompt CowboyWokelo
In one lineFinds, screens and summarises research papers into a comparison table.Turns a rough one-line idea into a detailed, well-structured prompt for any AI tool.AI research agents that write company, market and due diligence reports for dealmakers.
Pricing modelFreemiumFreemiumPaid
Starting price$49/user/mo$8/moSee website
Free plan Yes Yes No
Works with Claude Code No No Yes

Rating breakdown

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

AttributeElicitPrompt CowboyWokelo
Overall rating3.84.2Winner3.8
Ease of useHow quickly someone non-technical gets value from it.
3.5
5.0
4.0
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.5
4.0
4.0
Output qualityHow good the results are before you fix them.
4.5
3.5
4.0
Value for moneyWhat you get for the price, including the free plan.
3.0
4.0
3.0
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.5
4.0

Feature comparison

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

AttributeElicitPrompt CowboyWokelo
Access & platform
Free plan Yes Yes No
Mobile app No No–
Desktop app No No–
Browser extension No––
API access Yes– Yes
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes No Yes
Connects to other apps Yes No Yes
Open source or self-hosted No No No
AI abilities
Works with your files Yes No Yes
Understands images– No–
Makes images No No No
Makes video No No No
Writes code No No No
Runs agents or automations Yes No Yes
Learns your brand or style No Yes–
Works in many languages–––
Capabilities score7/ 173/ 176/ 17

Pricing

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

AttributeElicitPrompt CowboyWokelo
Plans

Basic

Free

Searching and reading a few papers.

FreeOur pick

Free

Learning what a good prompt looks like.

EnterpriseOur pick

Custom

Investment, consulting and corporate strategy teams.

ProOur pick

$49/user/mo billed yearly

Anyone doing a real literature review.

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.

Team

$8/seat/mo

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.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. Team costs the same per seat, so if more than one person will use it, take Team for the shared instructions and single bill.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

AttributeElicitPrompt CowboyWokelo
Standout features
  • Research Reports
  • Extraction tables
  • Systematic Review workflow
  • Chat with papers
  • Routines
  • Library and sharing
  • Prompt expansion
  • Prompt types
  • Library
  • Style matching
  • Memories
  • Research reports
  • Premium data
  • Agent builder and marketplace
  • Slides and Q&A
  • API and MCP

Pros and cons

AttributeElicitPrompt CowboyWokelo
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
  • 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
  • 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
  • $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
  • 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
  • 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

AttributeElicitPrompt CowboyWokelo
Best for
  • Literature reviews
  • Extracting data from papers
  • Screening papers by criteria
  • Comparing studies in a table
  • Better prompts for Claude and ChatGPT
  • Deep-research briefs
  • Video prompts for Veo
  • Learning prompt structure
  • 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
  • Researchers
  • Analysts
  • Clinicians
  • Postgraduate students
  • Marketers
  • Small business owners
  • Beginners
  • Content creators
  • Private equity firms
  • Venture capital firms
  • Investment banks
  • Management consultants
  • Corporate development teams

Questions people ask

Which is better, Elicit, Prompt Cowboy or Wokelo?

Prompt Cowboy scores highest overall in our ratings (Elicit 3.8/5, Prompt Cowboy 4.2/5 and Wokelo 3.8/5). Elicit is best for literature reviews and extracting data from papers. Prompt Cowboy is best for better prompts for Claude and ChatGPT and deep-research briefs. Wokelo is best for first-pass due diligence on a target and industry and market landscapes.

Which is cheaper, Elicit, Prompt Cowboy or Wokelo?

Elicit: There's a free plan, and paid plans start at $49/user/mo. Prompt Cowboy: There's a free plan, and paid plans start at $8/mo. Wokelo: Pricing isn't published; check the vendor's site for a quote.

Which is easier to use, Elicit, Prompt Cowboy or Wokelo?

Prompt Cowboy rates highest for ease of use in our scores. Anyone who feels their AI results are mediocre and suspects the prompt is the reason.

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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