Pieces vs Continue vs Liminary vs Constella

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

Your tool
Pieces
vs
Competitor 1
Continue
Competitor 2
Liminary
Competitor 3
Constella
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
Remove
Competitor Continue
continue.dev
Continue is an open-source AI coding agent that was built by a community of developers and has since been acquired by Cursor.
Make main Remove
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
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
169.6Kvisits/mo
410.4Kvisits/mo
23.3Kvisits/mo
7.4Kvisits/mo
MoM change
▼ 5.9%
▼ 16.6%
▼ 18.4%
▼ 2.5%
6-month growth
-16.0%
-24.4%
-10.4%
+67.1%
Global rank web
#248,413
#106,338
#1,028,276
#1,944,958
Avg. last 3 months
176.5K
539.2K
24.3K
9.2K
Bounce rate lower is better
44%
48%
37%
35%
Pages / visit
2.2
2.4
2.0
5.0
Visit duration
45s
1m 44s
51s
1m 48s
Traffic sources
● Direct 68% · ● Referral 30%
● Direct 93% · ● Referral 6%
—
—
PiecesContinueLiminaryConstella
0193.8K387.7K581.5K775.3KPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KContinue · 391.5KContinue · 458.8KContinue · 453.4KContinue · 422.2KContinue · 543.1KContinue · 655.7KContinue · 775.3KContinue · 715.2KContinue · 492KContinue · 410.4KLiminary · 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 · 7.4K1K10K100K1MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KContinue · 391.5KContinue · 458.8KContinue · 453.4KContinue · 422.2KContinue · 543.1KContinue · 655.7KContinue · 775.3KContinue · 715.2KContinue · 492KContinue · 410.4KLiminary · 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 · 7.4KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$18.99per month
Free
$29per month · free tier available
$5.99per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
–
–
Plans
Pro $18.99/moEnterprise $22.99/mo
—
Explorer FreePro $29/moTeam $50/mo
Free FreeConstella Beta $5.99/yr
Capabilities input → output
Input
AudioCodeText
CodeText
DocumentsTextWeb pages
DocumentsTextWeb pages
Output
Text
Code
Text
Text
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Development & CodeAI Code ReviewAI Coding Assistant
Education & LearningAI Knowledge Management
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
3
6
5
Digital information management
–
Coding
–
–
Knowledge bases
–
–
Knowledge exploration
–
–
Note taking
–
–
Bookmarking
–
–
–
Code snippets
–
–
–
Chrome extensions
–
–
–
Code reviews
–
–
–
Research
–
–
–
Code documentation
–
–
–
Development
–
–
–
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.