Pieces vs Liminary vs OpenAI Codex vs Glean

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
OpenAI Codex
Competitor 3
Glean
Compare
4 tools · best value per row highlighted
Your tool Pieces
pieces.app
Your personal AI coding assistant that remembers everything
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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 OpenAI Codex
openai.com
A dedicated coding agent that writes and runs code for you
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Competitor Glean
glean.com
Glean is an enterprise AI platform that connects to company apps and data to provide search, an AI assistant and agents.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
169.6Kvisits/mo
23.3Kvisits/mo
204.3Mvisits/mo
—
MoM change
▼ 5.9%
▼ 18.4%
▲ 3.6%
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6-month growth
-16.0%
-10.4%
+0.3%
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Global rank web
#248,413
#1,028,276
#212
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Avg. last 3 months
176.5K
24.3K
197.3M
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Bounce rate lower is better
44%
37%
58%
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Pages / visit
2.2
2.0
3.0
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Visit duration
45s
51s
2m 31s
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Traffic sources
● Direct 68% · ● Referral 30%
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● Direct 81% · ● Referral 17%
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PiecesLiminaryOpenAI CodexGlean
066.6M133.2M199.7M266.3MPieces · 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 · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3M10K100K1M10M100M1BPieces · 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 · 23.3KOpenAI Codex · 266.3MOpenAI Codex · 225MOpenAI Codex · 210.1MOpenAI Codex · 191.2MOpenAI Codex · 203.7MOpenAI Codex · 195.7MOpenAI Codex · 203.1MOpenAI Codex · 190.4MOpenAI Codex · 197.2MOpenAI Codex · 204.3MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
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Starting price
$18.99per month
$29per month · free tier available
$20per month · free tier available
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Free tier
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Free trial
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API access
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Plans
Pro $18.99/moEnterprise $22.99/mo
Explorer FreePro $29/moTeam $50/mo
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Capabilities input → output
Input
AudioCodeText
DocumentsTextWeb pages
CodeText
DataDocumentsText
Output
Text
Text
Code
Text
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Development & CodeEducation & LearningProductivity & OfficeAI Assistant+2 more
Education & LearningAI Knowledge Management
Development & CodeAI Code ReviewAI Coding Assistant
Education & LearningProductivity & OfficeAI AgentAI Assistant+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
5
6
9
10
Digital information management
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Agents
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Coding
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Knowledge bases
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Code documentation
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AI search
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Bookmarking
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Code snippets
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Agent creation
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Agent management
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Business productivity
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Chrome extensions
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GitHub automation
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GitHub pull requests
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Knowledge
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Code reviews
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Debugging
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Development
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Knowledge exploration
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Knowledge sourcing
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Model routing
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Note taking
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Terminal
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Web search summaries
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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.