Lambda vs Coze vs Langflow vs Modal

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

Your tool
Lambda
vs
Competitor 1
Coze
Competitor 2
Langflow
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.
Competitor Coze
coze.com
Coze is an AI app development platform for building agents without writing code and releasing them across multiple channels.
Competitor Langflow
langflow.org
Drag and drop AI
Competitor Modal
modal.com
Run AI code without infrastructure
Traffic estimated monthly website traffic
Monthly visits
—
—
215.3Kvisits/mo
972.8Kvisits/mo
MoM change
—
—
▼ 0.7%
▲ 5.7%
6-month growth
—
—
-4.9%
+13.6%
Global rank web
—
—
#217,191
#43,856
Avg. last 3 months
—
—
225.2K
960K
Bounce rate lower is better
—
—
44%
37%
Pages / visit
—
—
2.2
6.6
Visit duration
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—
1m 04s
5m 31s
Traffic sources
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● Direct 76% · ● Referral 24%
● Direct 94% · ● Referral 5%
LambdaCozeLangflowModal
0291.9K583.7K875.6K1.2MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
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Free
Freemium
Starting price
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Free
$250per month · free tier available
Free tier
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Free trial
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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
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—
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
Text
Text
Code
Output
Apps
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
7
9
6
Developer tools
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Agents
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GPU infrastructure
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No-code
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Agent creation
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–
Workflows
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Chatbots
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Development
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APIs
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–
Chatbot building
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–
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Inference
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–
–
LLM development
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–
–
Chatbot integration
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–
Model training
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–
–
Performance optimization
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–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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–
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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.