kitio.aiMedallia vs Scale AI
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Medallia starts at See pricing page and Scale AI 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
- Managed data labeling
- RLHF and expert data
- Model evaluations
- Data Engine platform
- Public leaderboards
| Feature | Medallia | Scale AI |
|---|---|---|
| Best for | Experience management platform with AI analysis of customer feedback | Training data, evaluation and data labeling for frontier AI |
| Category | Data & analytics | Data & analytics |
| Pricing model | Paid | Paid |
| Starting price | See pricing page | See pricing page |
| Free plan | No | No |
| Made by | Medallia | Scale AI |
| Based in | United States | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Medallia starts at See pricing page and Scale AI starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
Prices in USD, checked Oct 28, 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
Scale AI
- Handles very large labeling projects
- Expert contributors for hard tasks
- Strong evaluation work
- Built for large contracts
- Some labs moved to rivals after Meta deal
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 Scale AI if you want:
- Handles very large labeling projects
- Expert contributors for hard tasks
- Strong evaluation work
Watch out: built for large contracts.
Medallia vs Scale AI FAQ
What is the difference between Medallia and Scale AI?
Medallia: Experience management platform with AI analysis of customer feedback. Scale AI: Training data, evaluation and data labeling for frontier AI. Both are data & analytics tools.
Is Medallia or Scale AI cheaper?
Medallia starts at See pricing page and Scale AI starts at See pricing page. Check both pricing pages for current plans.
Do Medallia and Scale AI have free plans?
Medallia: No. Scale AI: No.
Who makes Medallia?
Medallia is made by Medallia, based in United States.
Who makes Scale AI?
Scale AI is made by Scale AI, based in United States.
Which should I choose, Medallia or Scale AI?
Choose Medallia if you value gathers feedback from many channels and ai summarizes large comment volumes. Choose Scale AI if you value handles very large labeling projects and expert contributors for hard tasks.