Convolut vs Liminary vs Mem vs Constella

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

Your tool
Convolut
vs
Competitor 1
Liminary
Competitor 2
Mem
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool Convolut
convolut.app
Convolut functions as a personal AI context bank, solving the problem of repeatedly feeding the same background information to language models
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Competitor Liminary
liminary.io
Ever open a browser tab to find something you saved three months ago, only to spend ten minutes hunting through bookmarks
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Competitor Mem
mem.ai
Notes that organize themselves
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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
7.4Kvisits/mo
MoM change
—
▼ 18.4%
▼ 2.1%
▼ 2.5%
6-month growth
—
-10.4%
-29.8%
+67.1%
Global rank web
—
#1,028,276
#226,410
#1,944,958
Avg. last 3 months
—
24.3K
187.7K
9.2K
Bounce rate lower is better
—
37%
36%
35%
Pages / visit
—
2.0
3.0
5.0
Visit duration
—
51s
46s
1m 48s
Traffic sources
—
—
● Direct 74% · ● Referral 25%
—
ConvolutLiminaryMemConstella
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 · 169.9KConstella · 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 · 169.9KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$7per month · free tier available
$29per month · free tier available
$15per month · free tier available
$5.99per month · free tier available
Free tier
Free trial
–
–
API access
–
–
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Plans
Free FreeBasic $7/moPlus $12/mo
Explorer FreePro $29/moTeam $50/mo
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Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
DocumentsText
DocumentsTextWeb pages
AudioTextWeb pages
DocumentsTextWeb pages
Output
Text
Text
Text
Text
Skill level
Intermediate
Intermediate
Beginner-friendly
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Education & LearningProductivity & OfficeAI AssistantAI Knowledge Management+1 more
Education & LearningAI Knowledge Management
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
8
6
5
5
Knowledge bases
Note taking
Digital information management
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Chrome extensions
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Bookmarking
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–
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Context banks
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–
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Context engineering
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–
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Info storing
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–
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Knowledge exploration
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–
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Prompt management
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Research
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–
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APIs
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–
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Idea management
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Transcription
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–
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Web search summaries
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–
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
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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.