kitio.aiMedallia vs Prolific
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Medallia starts at See pricing page and Prolific starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Multi-channel feedback capture
- AI text and sentiment analysis
- Role-based reporting
- Employee experience programs
- Integrations
- Human feedback for AI
- Agentic evals and benchmarks
- Verified participant pool
- Domain expert panels
- Human feedback API
- MCP server
| Feature | Medallia | Prolific |
|---|---|---|
| Best for | Experience management platform with AI analysis of customer feedback | Human feedback and study participants for AI training, evals and research |
| Category | Data & analytics | Data & analytics |
| Pricing model | Paid | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | No | No |
| Made by | Medallia | Prolific |
| Based in | United States | United Kingdom |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Medallia starts at See pricing page and Prolific starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Academic
33.3% platform fee
- For academic and non-profit teams
- Fee on top of participant rewards
Corporate
42.8% platform fee
- For companies
- No contract or subscription
Managed Services
Contact sales
- Expert guidance
- Larger AI data projects
Prices in USD, checked Nov 5, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Medallia
- Gathers feedback from many channels
- AI summarizes large comment volumes
- Mature enterprise platform
- No public pricing
- Long setup for big programs
- Too heavy for small businesses
Prolific
- Pay as you go with no contract
- Large verified participant pool
- Discounted fee for academics
- Platform fee adds over 40% for companies
- Participant rewards are paid on top
- Not a self-contained labeling tool
Which one should you choose?
Choose Medallia if you want:
- Gathers feedback from many channels
- AI summarizes large comment volumes
- Mature enterprise platform
Watch out: no public pricing.
Choose Prolific if you want:
- Pay as you go with no contract
- Large verified participant pool
- Discounted fee for academics
Watch out: platform fee adds over 40% for companies.
Medallia vs Prolific FAQ
What is the difference between Medallia and Prolific?
Medallia: Experience management platform with AI analysis of customer feedback. Prolific: Human feedback and study participants for AI training, evals and research. Both are data & analytics tools.
Is Medallia or Prolific cheaper?
Medallia starts at See pricing page and Prolific starts at See pricing page. Check both pricing pages for current plans.
Do Medallia and Prolific have free plans?
Medallia: No. Prolific: No.
Who makes Medallia?
Medallia is made by Medallia, based in United States.
Who makes Prolific?
Prolific is made by Prolific, based in United Kingdom.
Which should I choose, Medallia or Prolific?
Choose Medallia if you value gathers feedback from many channels and ai summarizes large comment volumes. Choose Prolific if you value pay as you go with no contract and large verified participant pool.