Tabnine vs Pieces vs Liminary vs Zed

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

Your tool
Tabnine
vs
Competitor 1
Pieces
Competitor 2
Liminary
Competitor 3
Zed
Compare
4 tools · best value per row highlighted
Your tool Tabnine
tabnine.com
AI coding with privacy built in
Remove
Competitor Pieces
pieces.app
Your personal AI coding assistant that remembers everything
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 Zed
zed.dev
Speed meets intelligence
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
131.2Kvisits/mo
169.6Kvisits/mo
23.3Kvisits/mo
1.2Mvisits/mo
MoM change
▼ 22.7%
▼ 5.9%
▼ 18.4%
▼ 18.1%
6-month growth
-53.5%
-16.0%
-10.4%
+26.6%
Global rank web
#283,229
#248,413
#1,028,276
#47,672
Avg. last 3 months
164.1K
176.5K
24.3K
1.5M
Bounce rate lower is better
46%
44%
37%
42%
Pages / visit
1.7
2.2
2.0
2.8
Visit duration
28s
45s
51s
1m 56s
Traffic sources
● Direct 82% · ● Referral 17%
● Direct 68% · ● Referral 30%
—
● Direct 80% · ● Referral 18%
TabninePiecesLiminaryZed
0462K923.9K1.4M1.8MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2KPieces · 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 · 1.2M10K100K1M10MTabnine · 359.1KTabnine · 311.6KTabnine · 301.4KTabnine · 275.9KTabnine · 281.9KTabnine · 248KTabnine · 241.5KTabnine · 191.4KTabnine · 169.7KTabnine · 131.2KPieces · 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 · 1.2MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
$39per month
$18.99per month
$29per month · free tier available
Free tier
Free tier
–
–
Free trial
–
API access
–
–
–
–
Plans
Code Assistant $39/moAgentic Platform $59/mo
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
Personal FreePro $10/moBusiness $30/mo
Capabilities input → output
Input
CodeText
AudioCodeText
DocumentsTextWeb pages
CodeText
Output
Code
Text
Text
Code
Skill level
Intermediate
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Coding Assistant
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
1
1
1
5
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
▲ 2
▲ 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.