Liminary vs Mem vs Fabric vs Constella

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
Liminary
vs
Competitor 1
Mem
Competitor 2
Fabric
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool Liminary
liminary.io
Ever open a browser tab to find something you saved three months ago, only to spend ten minutes hunting through bookmarks
Remove
Competitor Mem
mem.ai
Notes that organize themselves
Make main Remove
Competitor Fabric
fabric.so
Make main Remove
Competitor Constella
constella.app
Opening Constella drops you into a system that ditches the usual file cabinet metaphor entirely
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
169.9Kvisits/mo
173.7Kvisits/mo
7.4Kvisits/mo
MoM change
▼ 18.4%
▼ 2.1%
▼ 3.2%
▼ 2.5%
6-month growth
-10.4%
-29.8%
-31.7%
+67.1%
Global rank web
#1,028,276
#226,410
#212,025
#1,944,958
Avg. last 3 months
24.3K
187.7K
183.1K
9.2K
Bounce rate lower is better
37%
36%
40%
35%
Pages / visit
2.0
3.0
3.3
5.0
Visit duration
51s
46s
1m 07s
1m 48s
Traffic sources
—
● Direct 74% · ● Referral 25%
● Direct 87% · ● Referral 10%
—
LiminaryMemFabricConstella
090.6K181.2K271.8K362.4KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KMem · 209.8KMem · 206KMem · 241.8KMem · 236.7KMem · 241.8KMem · 236KMem · 362.4KMem · 219.8KMem · 173.5KMem · 169.9KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4K1K10K100K1MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KMem · 209.8KMem · 206KMem · 241.8KMem · 236.7KMem · 241.8KMem · 236KMem · 362.4KMem · 219.8KMem · 173.5KMem · 169.9KFabric · 215.5KFabric · 241.9KFabric · 253.6KFabric · 240.2KFabric · 254.4KFabric · 233.4KFabric · 277.4KFabric · 196.2KFabric · 179.4KFabric · 173.7KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
Freemium
Starting price
$29per month · free tier available
$15per month · free tier available
$8per month
$5.99per month · free tier available
Free tier
–
Free trial
–
API access
–
–
–
–
Plans
Explorer FreePro $29/moTeam $50/mo
—
Pro $8/moPlus $18/moPlan 3 $54/moPlan 4 $96/mo+1 more
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
Web pagesTextDocuments
AudioWeb pagesText
Web pagesTextDocumentsAudio
Web pagesTextDocuments
Output
Text
Text
Text
Text
Skill level
Intermediate
Beginner-friendly
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AssistantAI Knowledge Management+1 more
Education & LearningProductivity & OfficeAI AssistantAI Files+1 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
6
5
5
5
Knowledge bases
Note taking
Chrome extensions
–
–
Digital information management
–
–
Idea management
–
–
Bookmarking
–
–
–
Files
–
–
–
Knowledge exploration
–
–
–
Research
–
–
–
File sharing
–
–
–
Transcription
–
–
–
Web search summaries
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.