kitio.aiHumata vs Muddy
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Humata starts at $9.99/mo and Muddy 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-document Q&A
- Source highlighting
- OCR
- Team folders
- Embeddable chat
- Shared multiplayer views
- AI tab organization
- Rewind across apps and chat
- Universal commenting
- Built-in messaging
| Feature | Humata | Muddy |
|---|---|---|
| Best for | AI document assistant for asking questions across many files | Multiplayer browser for teams with shared views and AI tab sorting |
| Category | Productivity | Productivity |
| Pricing model | Freemium | Freemium |
| Starting price | $9.99/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | Humata | Muddy |
| Based in | United States | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
|
|
Pricing compared
Humata starts at $9.99/mo and Muddy 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
Humata
- Works across many files
- Cheap entry plan
- Highlights sources
- Page-based limits add costs
- Team plan is much pricier
Muddy
- Comments work on any website
- Rewind through past work
- Shared views reduce app switching
- Pricing not shown
- Requires teammates to switch browsers
- Details of AI features are limited
Which one should you choose?
Choose Humata if you want:
- Works across many files
- Cheap entry plan
- Highlights sources
Watch out: page-based limits add costs.
Choose Muddy if you want:
- Comments work on any website
- Rewind through past work
- Shared views reduce app switching
Watch out: pricing not shown.
Humata vs Muddy FAQ
What is the difference between Humata and Muddy?
Humata: AI document assistant for asking questions across many files. Muddy: Multiplayer browser for teams with shared views and AI tab sorting. Both are productivity tools.
Is Humata or Muddy cheaper?
Humata starts at $9.99/mo and Muddy starts at See pricing page. Check both pricing pages for current plans.
Do Humata and Muddy have free plans?
Humata: Yes. Muddy: Yes.
Who makes Humata?
Humata is made by Humata, based in United States.
Who makes Muddy?
Muddy is made by Muddy.
Which should I choose, Humata or Muddy?
Choose Humata if you value works across many files and cheap entry plan. Choose Muddy if you value comments work on any website and rewind through past work.