Pieces vs Liminary vs Zed vs Tabnine

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

Your tool
Pieces
vs
Competitor 1
Liminary
Competitor 2
Zed
Competitor 3
Tabnine
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
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 Zed
zed.dev
Speed meets intelligence
Make main Remove
Competitor Tabnine
tabnine.com
AI coding with privacy built in
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
169.6Kvisits/mo
23.3Kvisits/mo
1.2Mvisits/mo
131.2Kvisits/mo
MoM change
▼ 5.9%
▼ 18.4%
▼ 18.1%
▼ 22.7%
6-month growth
-16.0%
-10.4%
+26.6%
-53.5%
Global rank web
#248,413
#1,028,276
#47,672
#283,229
Avg. last 3 months
176.5K
24.3K
1.5M
164.1K
Bounce rate lower is better
44%
37%
42%
46%
Pages / visit
2.2
2.0
2.8
1.7
Visit duration
45s
51s
1m 56s
28s
Traffic sources
● Direct 68% · ● Referral 30%
—
● Direct 80% · ● Referral 18%
● Direct 82% · ● Referral 17%
PiecesLiminaryZedTabnine
0462K923.9K1.4M1.8MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KZed · 1.1MZed · 966.1KZed · 1.1MZed · 936.1KZed · 1.4MZed · 1.4MZed · 1.8MZed · 1.4MZed · 1.2MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2K10K100K1M10MPieces · 269.9KPieces · 295.6KPieces · 310.3KPieces · 237KPieces · 202KPieces · 195.3KPieces · 169.9KPieces · 179.9KPieces · 180.1KPieces · 169.6KLiminary · 37.2KLiminary · 16KLiminary · 26KLiminary · 18.1KLiminary · 28.2KLiminary · 21.2KLiminary · 28.5KLiminary · 23.3KZed · 1.1MZed · 966.1KZed · 1.1MZed · 936.1KZed · 1.4MZed · 1.4MZed · 1.8MZed · 1.4MZed · 1.2MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$18.99per month
$29per month · free tier available
Free tier
$39per month
Free tier
–
–
Free trial
–
API access
–
–
–
–
Plans
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
Personal FreePro $10/moBusiness $30/mo
Code Assistant $39/moAgentic Platform $59/mo
Capabilities input → output
Input
AudioCodeText
DocumentsTextWeb pages
CodeText
CodeText
Output
Text
Text
Code
Code
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Coding Assistant
Development & CodeAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
1
1
5
1
Coding
–
Code autocompletion
–
–
–
Debugging
–
–
–
Development
–
–
–
Git commands
–
–
–
Note taking
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 2
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.