Lambda vs Dify vs ChatNode 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
ChatNode
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
Make main Remove
Competitor ChatNode
chatnode.ai
ChatNode builds AI customer service agents that handle support queries and execute actions through API calls
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
1Mvisits/mo
7.9Kvisits/mo
972.8Kvisits/mo
MoM change
—
▼ 16.6%
▼ 56.0%
▲ 5.7%
6-month growth
—
-30.6%
-13.9%
+13.6%
Global rank web
—
#39,510
#1,061,283
#43,856
Avg. last 3 months
—
1.1M
12.2K
960K
Bounce rate lower is better
—
41%
39%
37%
Pages / visit
—
4.4
4.9
6.6
Visit duration
—
6m 40s
2m 20s
5m 31s
Traffic sources
—
● Direct 84% · ● Referral 15%
● Direct 97% · ● Mail 3%
● Direct 94% · ● Referral 5%
LambdaDifyChatNodeModal
0368.2K736.4K1.1M1.5MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K1K10K100K1M10MDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KModal · 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
Free Trial
Freemium
Starting price
—
$590per month · free tier available
$35per month
$250per month · free tier available
Free tier
–
–
Free trial
–
–
–
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
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
DocumentsText
DocumentsTextWeb pages
Code
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
9
9
6
Developer tools
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GPU infrastructure
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–
Agents
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Chatbots
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–
Development
–
–
Agent creation
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–
–
Customer support
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–
–
Customer support chatbot
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–
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No-code
–
–
–
Workflows
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–
–
Customer support automation
–
–
–
Inference
–
–
–
Knowledge bases
–
–
–
LLM development
–
–
–
Website to chatbot
–
–
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APIs
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–
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Chatbot building
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–
–
Chatbot integration
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–
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Model training
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–
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Performance optimization
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–
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Productivity
–
–
–
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
–
–
–
–

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.