Lambda vs Dify vs MindStudio vs Modal

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

Your tool
Lambda
vs
Competitor 1
Dify
Competitor 2
MindStudio
Competitor 3
Modal
Compare
4 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Dify
dify.ai
AI apps without code
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Competitor MindStudio
mindstudio.ai
MindStudio is a visual builder for AI agents that needs no coding but can be extended with code when a project calls for it.
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Competitor Modal
modal.com
Run AI code without infrastructure
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Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
—
972.8Kvisits/mo
MoM change
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▼ 16.6%
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▲ 5.7%
6-month growth
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-30.6%
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+13.6%
Global rank web
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#39,510
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#43,856
Avg. last 3 months
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1.1M
—
960K
Bounce rate lower is better
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41%
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37%
Pages / visit
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4.4
—
6.6
Visit duration
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6m 40s
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5m 31s
Traffic sources
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● Direct 84% · ● Referral 15%
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● Direct 94% · ● Referral 5%
LambdaDifyMindStudioModal
0368.2K736.4K1.1M1.5MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
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$590per month · free tier available
$16per month · free tier available
$250per month · free tier available
Free tier
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Free trial
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–
–
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API access
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Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
Free FreeIndividual $16/moBusiness Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
DocumentsText
AudioDocumentsText
Code
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
9
7
6
Developer tools
Agent creation
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Agents
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GPU infrastructure
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No-code
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Workflows
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Development
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Chatbots
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Inference
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–
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LLM development
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APIs
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MCP
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–
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Model routing
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Model training
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Performance optimization
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Productivity
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 0
▲ 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.