Liminary vs Confluence vs Constella vs Pieces

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

Your tool
Liminary
vs
Competitor 1
Confluence
Competitor 2
Constella
Competitor 3
Pieces
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
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Competitor Confluence
atlassian.com
Confluence is Atlassian's AI-assisted workspace for ideas, docs and company knowledge, where teams write, organize and find information together.
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
Competitor Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
23.3Kvisits/mo
—
7.4Kvisits/mo
169.6Kvisits/mo
MoM change
▼ 18.4%
—
▼ 2.5%
▼ 5.9%
6-month growth
-10.4%
—
+67.1%
-16.0%
Global rank web
#1,028,276
—
#1,944,958
#248,413
Avg. last 3 months
24.3K
—
9.2K
176.5K
Bounce rate lower is better
37%
—
35%
44%
Pages / visit
2.0
—
5.0
2.2
Visit duration
51s
—
1m 48s
45s
Traffic sources
—
—
—
● Direct 68% · ● Referral 30%
LiminaryConfluenceConstellaPieces
077.6K155.2K232.7K310.3KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6K1K10K100K1MLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KConstella · 21.7KConstella · 9.6KConstella · 4.5KConstella · 3.7KConstella · 13.9KConstella · 12.4KConstella · 7.6KConstella · 7.4KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$29per month · free tier available
$5.42per month · free tier available
$5.99per month · free tier available
$18.99per month
Free tier
–
Free trial
–
API access
–
–
–
–
Plans
Explorer FreePro $29/moTeam $50/mo
Free FreeStandard $5.42/moPremium $10.44/moEnterprise Custom
Free FreeConstella Beta $5.99/yr
Pro $18.99/moEnterprise $22.99/mo
Capabilities input → output
Input
DocumentsWeb pagesText
TextDocuments
Web pagesTextDocuments
AudioTextCode
Output
Text
TextSlidesDocuments
Text
Text
Skill level
Intermediate
Intermediate
Intermediate
Intermediate
Categories
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
11
5
5
Digital information management
Knowledge bases
–
Knowledge exploration
–
–
Note taking
–
–
Bookmarking
–
–
–
Code snippets
–
–
–
Chrome extensions
–
–
–
Coding
–
–
–
Confluence assistance
–
–
–
Document creation
–
–
–
Knowledge
–
–
–
Knowledge exchange
–
–
–
Research
–
–
–
Summarizing
–
–
–
Team collaboration
–
–
–
AI search
–
–
–
Code documentation
–
–
–
Document writing
–
–
–
Knowledge sourcing
–
–
–
Web search summaries
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 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.